algo/.ipynb_checkpoints/algo_930-checkpoint.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2d70d573",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "bfb7b158",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "fde3941b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_excel('DATA for Students 2021.09.30.xlsx', sheet_name='patient', header=[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "88e1ca2a",
   "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>Data Fields</th>\n",
       "      <th>1. Patient Characteristics</th>\n",
       "      <th>Name</th>\n",
       "      <th>MRN</th>\n",
       "      <th>DOB</th>\n",
       "      <th>Age</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Height</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Race</th>\n",
       "      <th>Performance Status</th>\n",
       "      <th>2. Disease</th>\n",
       "      <th>Treatment Site</th>\n",
       "      <th>Stage</th>\n",
       "      <th>T</th>\n",
       "      <th>N</th>\n",
       "      <th>M</th>\n",
       "      <th>Indications/Risk Group NCCN</th>\n",
       "      <th>Primary Site</th>\n",
       "      <th>Metastasis</th>\n",
       "      <th>No. of Nodes</th>\n",
       "      <th>Staging System</th>\n",
       "      <th>3. Diagnosis</th>\n",
       "      <th>Histology/Pathology</th>\n",
       "      <th>Margin</th>\n",
       "      <th>Lab</th>\n",
       "      <th>PSA</th>\n",
       "      <th>Gleason</th>\n",
       "      <th>4. Tumor Specifics</th>\n",
       "      <th>Recurrence</th>\n",
       "      <th>Size in Volume</th>\n",
       "      <th>Size in Dimension</th>\n",
       "      <th>Location</th>\n",
       "      <th>Clinical Risk Factors</th>\n",
       "      <th>6. History/Intent</th>\n",
       "      <th>Treatment Intent</th>\n",
       "      <th>Retreat</th>\n",
       "      <th>Prior RT</th>\n",
       "      <th>Surgery</th>\n",
       "      <th>Other Therapies</th>\n",
       "      <th>Chemtherapy</th>\n",
       "      <th>Hormone</th>\n",
       "      <th>Immunotherapy</th>\n",
       "      <th>Androgen Deprivation (ADT)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13937852</td>\n",
       "      <td>11/14/46</td>\n",
       "      <td>70</td>\n",
       "      <td>80 kg</td>\n",
       "      <td>180 cm</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate (Unfav int)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clinical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.30</td>\n",
       "      <td>4+3=7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>29.0</td>\n",
       "      <td>3.8 x 3.2 x 4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lupron 6 mo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14622383</td>\n",
       "      <td>3/31/61</td>\n",
       "      <td>60</td>\n",
       "      <td>75</td>\n",
       "      <td>177cm</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Very High Risk</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clinical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.90</td>\n",
       "      <td>4+4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.8 x 3.6 x 4.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lupron 18 mo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20210910</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Salvage</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pathological</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.23</td>\n",
       "      <td>4+4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lupron 6 months</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20210911</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67</td>\n",
       "      <td>85</td>\n",
       "      <td>170</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediae (Fav Int)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clinical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.90</td>\n",
       "      <td>3+4=7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>55.0</td>\n",
       "      <td>4.9 x 4.4 x 4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20210913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81</td>\n",
       "      <td>65</td>\n",
       "      <td>164</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Very High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pathological</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.40</td>\n",
       "      <td>5+4=9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20210914</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50</td>\n",
       "      <td>90</td>\n",
       "      <td>182</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Very High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Clinical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.50</td>\n",
       "      <td>5+5=10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4.0 x 3.8 x 3.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11379642</td>\n",
       "      <td>1946-09-18 00:00:00</td>\n",
       "      <td>75</td>\n",
       "      <td>121kg</td>\n",
       "      <td>175cm</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PelvisProstate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Very High Risk</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clinical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.00</td>\n",
       "      <td>4+4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>32.0</td>\n",
       "      <td>4.5 x 3.3 x 4.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Relugolix, Abiraterone 24 mo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10508813</td>\n",
       "      <td>1956-03-22 00:00:00</td>\n",
       "      <td>65</td>\n",
       "      <td>80kg</td>\n",
       "      <td>170cm</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PelvisProstate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clinical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.00</td>\n",
       "      <td>4+3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4.3 x 3.8 x 4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lupron 24 months</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15108235</td>\n",
       "      <td>1936-05-17 00:00:00</td>\n",
       "      <td>83</td>\n",
       "      <td>63.5</td>\n",
       "      <td>158cm</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PelvisProstate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unfavorable Intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Clinical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.00</td>\n",
       "      <td>4+3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>93.0</td>\n",
       "      <td>6.5 x 4.5 x 6.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>relugolix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11068413</td>\n",
       "      <td>1945-11-21 00:00:00</td>\n",
       "      <td>75</td>\n",
       "      <td>83</td>\n",
       "      <td>163</td>\n",
       "      <td>M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PelvisProstateBed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Very High Risk</td>\n",
       "      <td>Prostate(Bed)</td>\n",
       "      <td>0(Bed)</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pathological</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.00</td>\n",
       "      <td>4+3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.8 x 3.6 x 4.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Degarelix</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Data Fields 1. Patient Characteristics  Name       MRN                  DOB  \\\n",
       "0  Data Entry                        # 1   NaN  13937852             11/14/46   \n",
       "1  Data Entry                        # 2   NaN  14622383              3/31/61   \n",
       "2  Data Entry                        # 3   NaN  20210910                  NaN   \n",
       "3  Data Entry                        # 4   NaN  20210911                  NaN   \n",
       "4  Data Entry                        # 5   NaN  20210913                  NaN   \n",
       "5  Data Entry                        # 6   NaN  20210914                  NaN   \n",
       "6  Data Entry                        # 7   NaN  11379642  1946-09-18 00:00:00   \n",
       "7  Data Entry                        # 8   NaN  10508813  1956-03-22 00:00:00   \n",
       "8  Data Entry                        # 9   NaN  15108235  1936-05-17 00:00:00   \n",
       "9  Data Entry                       # 10   NaN  11068413  1945-11-21 00:00:00   \n",
       "\n",
       "   Age Weight  Height Gender  Race  Performance Status  2. Disease  \\\n",
       "0   70  80 kg  180 cm      M   NaN                   0         NaN   \n",
       "1   60     75   177cm      M   NaN                   1         NaN   \n",
       "2   55     70     190    NaN   NaN                   0         NaN   \n",
       "3   67     85     170    NaN   NaN                   1         NaN   \n",
       "4   81     65     164    NaN   NaN                   0         NaN   \n",
       "5   50     90     182    NaN   NaN                   1         NaN   \n",
       "6   75  121kg   175cm      M   NaN                   0         NaN   \n",
       "7   65   80kg   170cm      M   NaN                   0         NaN   \n",
       "8   83   63.5   158cm      M   NaN                   0         NaN   \n",
       "9   75     83     163      M   NaN                   1         NaN   \n",
       "\n",
       "      Treatment Site  Stage    T  N  M Indications/Risk Group NCCN  \\\n",
       "0           Prostate    NaN  2a   0  0    Intermediate (Unfav int)   \n",
       "1           Prostate    NaN   3b  0  0              Very High Risk   \n",
       "2       Prostate Bed    NaN   3a  0  0                     Salvage   \n",
       "3           Prostate    NaN   1c  0  0       Intermediae (Fav Int)   \n",
       "4           Prostate    NaN    2  0  0                   Very High   \n",
       "5           Prostate    NaN   1c  0  0                   Very High   \n",
       "6     PelvisProstate    NaN    4  0  0              Very High Risk   \n",
       "7     PelvisProstate    NaN    2  0  0                        High   \n",
       "8     PelvisProstate    NaN   1c  0  0    Unfavorable Intermediate   \n",
       "9  PelvisProstateBed    NaN   3b  0  0              Very High Risk   \n",
       "\n",
       "    Primary Site Metastasis  No. of Nodes Staging System  3. Diagnosis  \\\n",
       "0       Prostate          0           0.0       Clinical           NaN   \n",
       "1       Prostate          0           0.0       Clinical           NaN   \n",
       "2       Prostate        NaN           NaN   Pathological           NaN   \n",
       "3       Prostate          0           0.0       Clinical           NaN   \n",
       "4       Prostate        NaN           NaN   Pathological           NaN   \n",
       "5       Prostate        NaN           NaN       Clinical           NaN   \n",
       "6       Prostate          0           0.0       Clinical           NaN   \n",
       "7       Prostate          0           0.0       Clinical           NaN   \n",
       "8       Prostate          0           0.0       Clinical           NaN   \n",
       "9  Prostate(Bed)     0(Bed)           0.0   Pathological           NaN   \n",
       "\n",
       "  Histology/Pathology  Margin  Lab    PSA Gleason  4. Tumor Specifics  \\\n",
       "0           Carcinoma     NaN  NaN   8.30   4+3=7                 NaN   \n",
       "1           Carcinoma     NaN  NaN  62.90     4+4                 NaN   \n",
       "2           Carcinoma     NaN  NaN   0.23     4+4                 NaN   \n",
       "3           Carcinoma     NaN  NaN   9.90   3+4=7                 NaN   \n",
       "4           Carcinoma     NaN  NaN   0.40   5+4=9                 NaN   \n",
       "5           Carcinoma     NaN  NaN   1.50  5+5=10                 NaN   \n",
       "6           Carcinoma     NaN  NaN  20.00     4+4                 NaN   \n",
       "7           Carcinoma     NaN  NaN  18.00     4+3                 NaN   \n",
       "8           Carcinoma     NaN  NaN   6.00     4+3                 NaN   \n",
       "9           Carcinoma     NaN  NaN   2.00     4+3                 NaN   \n",
       "\n",
       "  Recurrence  Size in Volume Size in Dimension  Location  \\\n",
       "0         No            29.0   3.8 x 3.2 x 4.6       NaN   \n",
       "1         No            31.0   3.8 x 3.6 x 4.3       NaN   \n",
       "2        Yes             NaN               NaN       NaN   \n",
       "3         No            55.0   4.9 x 4.4 x 4.6       NaN   \n",
       "4        Yes             NaN               NaN       NaN   \n",
       "5         No            40.0   4.0 x 3.8 x 3.9       NaN   \n",
       "6         No            32.0   4.5 x 3.3 x 4.2       NaN   \n",
       "7         No            40.0   4.3 x 3.8 x 4.0       NaN   \n",
       "8         No            93.0   6.5 x 4.5 x 6.1       NaN   \n",
       "9        Yes            31.0   3.8 x 3.6 x 4.3       NaN   \n",
       "\n",
       "   Clinical Risk Factors  6. History/Intent Treatment Intent Retreat Prior RT  \\\n",
       "0                    NaN                NaN         Curative      No       No   \n",
       "1                    NaN                NaN         Curative    None     None   \n",
       "2                    NaN                NaN         Curative    None     None   \n",
       "3                    NaN                NaN         Curative    None     None   \n",
       "4                    NaN                NaN              NaN     NaN      NaN   \n",
       "5                    NaN                NaN              NaN     NaN      NaN   \n",
       "6                    NaN                NaN        Curative     None     None   \n",
       "7                    NaN                NaN         Curative    None     None   \n",
       "8                    NaN                NaN         Curative      No       No   \n",
       "9                    NaN                NaN         Curative      No       No   \n",
       "\n",
       "  Surgery  Other Therapies  Chemtherapy  Hormone  Immunotherapy  \\\n",
       "0      No              NaN          NaN      NaN            NaN   \n",
       "1    None              NaN          NaN      NaN            NaN   \n",
       "2     Yes              NaN          NaN      NaN            NaN   \n",
       "3    None              NaN          NaN      NaN            NaN   \n",
       "4     NaN              NaN          NaN      NaN            NaN   \n",
       "5     NaN              NaN          NaN      NaN            NaN   \n",
       "6    None              NaN          NaN      NaN            NaN   \n",
       "7    None              NaN          NaN      NaN            NaN   \n",
       "8      NO              NaN          NaN      NaN            NaN   \n",
       "9     Yes              NaN          NaN      NaN            NaN   \n",
       "\n",
       "     Androgen Deprivation (ADT)  \n",
       "0                   Lupron 6 mo  \n",
       "1                  Lupron 18 mo  \n",
       "2               Lupron 6 months  \n",
       "3                          None  \n",
       "4                           NaN  \n",
       "5                           NaN  \n",
       "6  Relugolix, Abiraterone 24 mo  \n",
       "7              Lupron 24 months  \n",
       "8                    relugolix   \n",
       "9                     Degarelix  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "dd1191ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "protocol=pd.read_excel('DATA for Students 2021.09.30.xlsx', sheet_name='protocol', header=[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "34ab634e",
   "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>Match score (Ex)</th>\n",
       "      <th>Data Fields</th>\n",
       "      <th>1. Study/Protocol</th>\n",
       "      <th>Study Name</th>\n",
       "      <th>Study Short Description</th>\n",
       "      <th>Study source/institution(s)</th>\n",
       "      <th>Publication unique ID (PMID)</th>\n",
       "      <th>Publish Date</th>\n",
       "      <th>Study Size</th>\n",
       "      <th>Study Type</th>\n",
       "      <th>Analysis Type</th>\n",
       "      <th>Country of Study</th>\n",
       "      <th>Full Study PDF (DOI number)</th>\n",
       "      <th>2. Disease</th>\n",
       "      <th>Treatment Site</th>\n",
       "      <th>Stage</th>\n",
       "      <th>T</th>\n",
       "      <th>N</th>\n",
       "      <th>M</th>\n",
       "      <th>Indications/Risk Group NCCN</th>\n",
       "      <th>Primary Site</th>\n",
       "      <th>Metastasis</th>\n",
       "      <th>No. of Nodes</th>\n",
       "      <th>Staging System</th>\n",
       "      <th>3. Diagnosis</th>\n",
       "      <th>Histology/Pathology</th>\n",
       "      <th>Margin</th>\n",
       "      <th>Lab</th>\n",
       "      <th>PSA</th>\n",
       "      <th>Gleason</th>\n",
       "      <th>4. Tumor Specifics</th>\n",
       "      <th>Recurrence</th>\n",
       "      <th>Size in Volume</th>\n",
       "      <th>Size in Dimension</th>\n",
       "      <th>Location</th>\n",
       "      <th>Clinical Risk Factors</th>\n",
       "      <th>5. Patient Characteristics</th>\n",
       "      <th>Performance Status</th>\n",
       "      <th>Age</th>\n",
       "      <th>Weight Range</th>\n",
       "      <th>Height Range</th>\n",
       "      <th>Gender Ratio (Male/Female)</th>\n",
       "      <th>Race</th>\n",
       "      <th>6. History/Intent</th>\n",
       "      <th>Treatment Intent</th>\n",
       "      <th>Retreat</th>\n",
       "      <th>Prior RT</th>\n",
       "      <th>Surgery</th>\n",
       "      <th>Other Therapies</th>\n",
       "      <th>Chemtherapy</th>\n",
       "      <th>Hormone</th>\n",
       "      <th>Immunotherapy</th>\n",
       "      <th>Androgen Deprivation (ADT)</th>\n",
       "      <th>7. Treatment and Outcomes</th>\n",
       "      <th>Regimen I +</th>\n",
       "      <th>Base Dose (Gy) / Fractions</th>\n",
       "      <th>Boost Dose (Gy) / Modality</th>\n",
       "      <th>Other Therapies.1</th>\n",
       "      <th>TCP Outcomes</th>\n",
       "      <th>Median Follow-up (months)</th>\n",
       "      <th>Local Control (LC)</th>\n",
       "      <th>Overall Survival (OS)</th>\n",
       "      <th>PFS</th>\n",
       "      <th>bPFS</th>\n",
       "      <th>DFS</th>\n",
       "      <th>FFS</th>\n",
       "      <th>MFS</th>\n",
       "      <th>CSS</th>\n",
       "      <th>DMFS</th>\n",
       "      <th>(Biochemical Recurrence) BCR</th>\n",
       "      <th>NTCP Outcomes</th>\n",
       "      <th>Median Follow-up (months).1</th>\n",
       "      <th>Toxicity System</th>\n",
       "      <th>Acute</th>\n",
       "      <th>Unnamed: 74</th>\n",
       "      <th>G1+</th>\n",
       "      <th>G2+</th>\n",
       "      <th>Unnamed: 77</th>\n",
       "      <th>Unnamed: 78</th>\n",
       "      <th>G3+</th>\n",
       "      <th>Unnamed: 80</th>\n",
       "      <th>G4+</th>\n",
       "      <th>G5</th>\n",
       "      <th>Regimen II +</th>\n",
       "      <th>Base Dose (Gy) / Fractions.1</th>\n",
       "      <th>Unnamed: 85</th>\n",
       "      <th>Boost Dose (Gy) / Modality.1</th>\n",
       "      <th>Other Therapies.2</th>\n",
       "      <th>TCP Outcomes.1</th>\n",
       "      <th>Median Follow-up (months).2</th>\n",
       "      <th>Local Control (LC).1</th>\n",
       "      <th>Overall Survival (OS).1</th>\n",
       "      <th>Unnamed: 92</th>\n",
       "      <th>PFS.1</th>\n",
       "      <th>bPFS.1</th>\n",
       "      <th>DFS.1</th>\n",
       "      <th>FFS.1</th>\n",
       "      <th>MFS.1</th>\n",
       "      <th>CSS.1</th>\n",
       "      <th>DMFS.1</th>\n",
       "      <th>NTCP Outcomes.1</th>\n",
       "      <th>Median Follow-up (months).3</th>\n",
       "      <th>Toxicity System.1</th>\n",
       "      <th>Acute.1</th>\n",
       "      <th>G1+.1</th>\n",
       "      <th>G2+.1</th>\n",
       "      <th>Unnamed: 106</th>\n",
       "      <th>Unnamed: 107</th>\n",
       "      <th>G3+.1</th>\n",
       "      <th>G4+.1</th>\n",
       "      <th>G5.1</th>\n",
       "      <th>8. Treatment Techniques</th>\n",
       "      <th>Modality</th>\n",
       "      <th>Planning</th>\n",
       "      <th>Delivery</th>\n",
       "      <th>Imaging</th>\n",
       "      <th>Setup</th>\n",
       "      <th>9. Key Conclusion</th>\n",
       "      <th>Unnamed: 118</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150.0</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 1</td>\n",
       "      <td>GETUG AFU 16</td>\n",
       "      <td>Salvage +- 6 mo ADT</td>\n",
       "      <td>GELA</td>\n",
       "      <td>31629656</td>\n",
       "      <td>NaN</td>\n",
       "      <td>743</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-4a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Salvage</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.2-2.0</td>\n",
       "      <td>0.2-2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66 Gy/33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85%/120 mo</td>\n",
       "      <td>49%/120 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69%/120 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66 Gy/33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86%/120 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64%/120 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75%/120 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>3D</td>\n",
       "      <td>Linac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>none</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>115.0</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 2</td>\n",
       "      <td>RTOG 9601</td>\n",
       "      <td>Salvage +- 24 mo ADT</td>\n",
       "      <td>RTOG</td>\n",
       "      <td>28146658</td>\n",
       "      <td>NaN</td>\n",
       "      <td>760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Salvage</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.2-4.0</td>\n",
       "      <td>0.2-4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.8 Gy/36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71.3%/144 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11%/Gynecomastia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.8 Gy/36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76.3%/144 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69.7%/Gynecomastia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>3D</td>\n",
       "      <td>Linac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>none</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>112.0</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 3</td>\n",
       "      <td>ASCENDE-RT</td>\n",
       "      <td>Brachy dose escalation</td>\n",
       "      <td>BCCA</td>\n",
       "      <td>28262473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>398</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate/Pelvis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1c-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate &amp; High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.4-40</td>\n",
       "      <td>2.4-40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46 Gy/23 Pelvis</td>\n",
       "      <td>32 Gy/Photon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46 Gy/23 Pelvis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>115 Gy/LDR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon / brachytherapy</td>\n",
       "      <td>3D / brachytherapy</td>\n",
       "      <td>Linac and brachytherapy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>none</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>102.0</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 4</td>\n",
       "      <td>HYPO-RT-PC</td>\n",
       "      <td>Ultra-Hypofractionation</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>312272373</td>\n",
       "      <td>6/18/2019</td>\n",
       "      <td>1200</td>\n",
       "      <td>Trials: phase III</td>\n",
       "      <td>Randomized</td>\n",
       "      <td>Sweden/Denmark</td>\n",
       "      <td>http://dx.doi.org/10.1016/\\nS0140-6736(19)31131-6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1c-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate &amp; High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-20</td>\n",
       "      <td>5-9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0 - 2 (WHO)</td>\n",
       "      <td>64 -72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.7 Gy/7 Prostate only</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84%/ 5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>RTOG</td>\n",
       "      <td>28%/Urinary/acute</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6%/Urinary/1y</td>\n",
       "      <td>5%/Urinary/5y</td>\n",
       "      <td>1%/Bowel/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78 Gy/39 Prostate only</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>RTOG</td>\n",
       "      <td>23%/Urinary/acute</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2%/Urinary/1y</td>\n",
       "      <td>5%/Urinary/5y</td>\n",
       "      <td>4%/Bowel/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>3D/IMRT/VMAT/SBRT</td>\n",
       "      <td>Linac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fiducial/BeamCath</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>93.0</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 5</td>\n",
       "      <td>PCS IV</td>\n",
       "      <td>ADT duration high risk</td>\n",
       "      <td>Canada</td>\n",
       "      <td>29980331</td>\n",
       "      <td>NaN</td>\n",
       "      <td>630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate/Pelvis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6-252</td>\n",
       "      <td>0.6-252</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44 Gy/22 Pelvis</td>\n",
       "      <td>26 Gy/Photon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86%/5y 18 mo; 91%/5y 36 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39%/10y 18 mo; 45%/10y 36 mo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>3D</td>\n",
       "      <td>Linac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>68.0</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 6</td>\n",
       "      <td>PCS III</td>\n",
       "      <td>ADT duration</td>\n",
       "      <td>Canada</td>\n",
       "      <td>33279855</td>\n",
       "      <td>NaN</td>\n",
       "      <td>600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1c-2c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6-7</td>\n",
       "      <td>10-20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70 Gy/35 prostate + 6mo ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69%/10y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84%/10y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.5%/GI/Acute</td>\n",
       "      <td>30%/GU/Acute</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.3%/GI/Late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76 Gy/38 prstate + 6 moADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74%/10y</td>\n",
       "      <td>75%/10y w/ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70%/10y; 87%/10y w/ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>136.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16%/GI/Late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>3D</td>\n",
       "      <td>Linac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 7</td>\n",
       "      <td>CHHip</td>\n",
       "      <td>Conventional vs Hypo</td>\n",
       "      <td>UK</td>\n",
       "      <td>27339115</td>\n",
       "      <td>6/20/2016</td>\n",
       "      <td>3216</td>\n",
       "      <td>Trials: phase III</td>\n",
       "      <td>Randomized/Controlled</td>\n",
       "      <td>UK</td>\n",
       "      <td>http://dx.doi.org/10.1016/\\nS1470-2045(16)30102-4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1b-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low/Intermediate/High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&lt;30%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;30</td>\n",
       "      <td>6-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-1 (WHO)</td>\n",
       "      <td>44-85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74 Gy/37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88.3%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RTOG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.7%/Bowel/5y</td>\n",
       "      <td>9.1%/Bladder/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60 Gy/20 or 57 Gy/19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.6%/5y or 85.9%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RTOG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.9%/Bowel/5y</td>\n",
       "      <td>11.7%/Bladder/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>IMRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60 Gy in 20 fractions is non-inferior to 74 Gy...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 7.1</td>\n",
       "      <td>CHHip</td>\n",
       "      <td>Conventional vs Hypo</td>\n",
       "      <td>UK</td>\n",
       "      <td>27751451</td>\n",
       "      <td>10/28/2015</td>\n",
       "      <td>2100</td>\n",
       "      <td>Trials: phase III</td>\n",
       "      <td>Randomized/Controlled</td>\n",
       "      <td>UK</td>\n",
       "      <td>10.1016/j.juro.2016.08.067</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1b-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low/Intermediate/High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&lt;30%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;30</td>\n",
       "      <td>6-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-1 (WHO)</td>\n",
       "      <td>44-85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74 Gy/37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>PRO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6%/QoL/2y</td>\n",
       "      <td>5%/QoL/2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;1%/QoL/2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60 Gy/20 or 57 Gy/19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.6%/5y or 85.9%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>PRO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8%/QoL/2y</td>\n",
       "      <td>6%/QoL/2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;1%/QoL/2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>IMRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Patient-reported bowel bother was low and similar</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 8</td>\n",
       "      <td>NCICPR3 ADT +- RT</td>\n",
       "      <td>Locally Advanced Prostate Cancer</td>\n",
       "      <td>NCIC Clinical Trials Group</td>\n",
       "      <td>25691677</td>\n",
       "      <td>2/17/2015</td>\n",
       "      <td>1205</td>\n",
       "      <td>Trials</td>\n",
       "      <td>Randomized/Controlled</td>\n",
       "      <td>USA/Canada</td>\n",
       "      <td>10.1200/JCO.2014.57.7510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0-x</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-50+</td>\n",
       "      <td>1-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0 - 2 (ECOG)</td>\n",
       "      <td>46.3-80.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64-69 Gy/35-39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55%/10y</td>\n",
       "      <td>74%/10y</td>\n",
       "      <td>63%/10y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.5%/Bowel/2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3%/Diarrhea/2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49%/10y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46%/10y</td>\n",
       "      <td>27%/10y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.9%/Bowel/2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>3D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 9</td>\n",
       "      <td>JAMA G9-10</td>\n",
       "      <td>Surgery vs EBRT or EBRT + BT</td>\n",
       "      <td>Multi-center</td>\n",
       "      <td>29509865</td>\n",
       "      <td>3/6/2018</td>\n",
       "      <td>1809</td>\n",
       "      <td>Retrospective</td>\n",
       "      <td>NaN</td>\n",
       "      <td>USA</td>\n",
       "      <td>10.1001/jama.2018.0587</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1c-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>16.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.1-525.5</td>\n",
       "      <td>9-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39-98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curative</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>³78 Gy</td>\n",
       "      <td>LDR/HDR</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97%</td>\n",
       "      <td>92%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;70 Gy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No LDR/HDR</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>82%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87%</td>\n",
       "      <td>76%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EBRT+BT with ADT was associated with significa...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 10</td>\n",
       "      <td>Long-term SBRT outcomes</td>\n",
       "      <td>Low-intermediate risk</td>\n",
       "      <td>Multi-center</td>\n",
       "      <td>30735235</td>\n",
       "      <td>2/1/2019</td>\n",
       "      <td>2142</td>\n",
       "      <td>Trials: phase II</td>\n",
       "      <td>Controlled</td>\n",
       "      <td>USA</td>\n",
       "      <td>10.1001/jamanetworkopen.2018.8006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1c-2c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low-intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.09-19.9</td>\n",
       "      <td>I-III (grade)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41-92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.5-40.0 Gy/4-5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>82.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.4%/7y(Low); 91.7%/7y (Interm)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.5%/7y(Low); 89.8%/7y/(Interm)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.5%/7y(Low); 10.2%/7y/(Interm)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.4%/GU/7y</td>\n",
       "      <td>0.4%/GI/7y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linac/CK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SBRT had a low biochemical recurrence and low ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 11</td>\n",
       "      <td>Sexual quality of life</td>\n",
       "      <td>IMRT with a rectal spacer</td>\n",
       "      <td>Multi-center</td>\n",
       "      <td>28951089</td>\n",
       "      <td>2018-01-01 00:00:00</td>\n",
       "      <td>222</td>\n",
       "      <td>Trial: phase III</td>\n",
       "      <td>Controlled</td>\n",
       "      <td>USA</td>\n",
       "      <td>10.1016/j.prro.2017.07.008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low-intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>White(84%)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>79.2 Gy/44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.0</td>\n",
       "      <td>PRO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>IMRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CBCT</td>\n",
       "      <td>Rectal spacer/Fiducials</td>\n",
       "      <td>Use of a hydrogel spacer decreased dose to the...</td>\n",
       "      <td>ED data unfit NTCP grades</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 12</td>\n",
       "      <td>POP-RT</td>\n",
       "      <td>Prostate vs whole pelvic</td>\n",
       "      <td>Tata Memorial Hospital</td>\n",
       "      <td>33497252</td>\n",
       "      <td>2021-04-10 00:00:00</td>\n",
       "      <td>224</td>\n",
       "      <td>Trial: phase III</td>\n",
       "      <td>Randomized Controlled</td>\n",
       "      <td>India</td>\n",
       "      <td>10.1200/JCO.20.03282</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High-very high</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&gt;20% risk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.2 (median)</td>\n",
       "      <td>9.8-26.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (27% TURP)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68 Gy/25 to Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT &gt; 2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.8%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77.2%/5y</td>\n",
       "      <td>81.2%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.9%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>RTOG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.9%/GU/late</td>\n",
       "      <td>4.5%/GI/late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68 Gy/25 to Prostate</td>\n",
       "      <td>50 Gy/25 Plevic nodes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT &gt; 2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.5%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89.5%/5y</td>\n",
       "      <td>95%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.9%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RTOG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0%/GU/late</td>\n",
       "      <td>8.2%/GI/late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>IMRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IGRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prophylactic pelvic irradiation for high-risk,...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 12.1</td>\n",
       "      <td>POP-RT</td>\n",
       "      <td>Prostate vs whole pelvic</td>\n",
       "      <td>Tata Memorial Hospital</td>\n",
       "      <td>31923712</td>\n",
       "      <td>2020-01-01 00:00:00</td>\n",
       "      <td>224</td>\n",
       "      <td>Trial</td>\n",
       "      <td>Randomized Controlled</td>\n",
       "      <td>India</td>\n",
       "      <td>10.1016/j.radonc.2019.12.006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High-very high</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&gt;20% risk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.2 (median)</td>\n",
       "      <td>9.8-26.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (27% TURP)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68 Gy/25 to Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT &gt; 2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.5%/GU/late</td>\n",
       "      <td>3.8%/GI/late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68 Gy/25 to Prostate</td>\n",
       "      <td>50 Gy/25 Plevic nodes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ADT &gt; 2y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.7%/GU/late</td>\n",
       "      <td>6.5%/GI/late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>IMRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IGRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pelvic irradiation using hypofractionated IG-I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 13</td>\n",
       "      <td>RADICALS-RT</td>\n",
       "      <td>Timing of RT after RADICALS</td>\n",
       "      <td>ICR, Sutton, UK</td>\n",
       "      <td>33002429</td>\n",
       "      <td>2020-09-28 00:00:00</td>\n",
       "      <td>1396</td>\n",
       "      <td>Phase 3 trial</td>\n",
       "      <td>Randomized</td>\n",
       "      <td>UK, Denmark, canada, Ireland</td>\n",
       "      <td>https://www.thelancet.com/article/S0140-6736(2...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;=10</td>\n",
       "      <td>7-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60-68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>adjuvant/salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>radical prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Adjuvant RT, 26 weeks of surgery</td>\n",
       "      <td>66Gy/33Fx, or 52.5Gy/20Fx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G1-2: 38%,17%/Diarrhoea/early,Late</td>\n",
       "      <td>22%,13%/Proctitis/early,Late</td>\n",
       "      <td>25%,13%/Cystitis/early,Late</td>\n",
       "      <td>11%,12%/haematuria/early,late</td>\n",
       "      <td>6%,6%/Urethral stricture/early,Late</td>\n",
       "      <td>G3-4: 1%,1%/Diarrhoea/early,Late</td>\n",
       "      <td>1%,1%/Proctitis/early,Late</td>\n",
       "      <td>2%,1%/Cystitis/early,Late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3%,4%/haematuria/early,late</td>\n",
       "      <td>5%,4%/Urethral stricture/early,Late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66Gy/33Fx, or 52.5Gy/20Fx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16%,8%/Diarrhoea/early,Late</td>\n",
       "      <td>7%,5%/Proctitis/early,Late</td>\n",
       "      <td>12%,7%/Cystitis/early,Late</td>\n",
       "      <td>4%,4%/haematuria/early,late</td>\n",
       "      <td>3%,3%/Urethral stricture/early,Late</td>\n",
       "      <td>1%,1%/Diarrhoea/early,Late</td>\n",
       "      <td>1%,1%/Proctitis/early,Late</td>\n",
       "      <td>1%,1%/Cystitis/early,Late</td>\n",
       "      <td>1%,1%/haematuria/early,late</td>\n",
       "      <td>4%,2%/Urethral stricture/early,Late</td>\n",
       "      <td>Photon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Adjuvant RT, 26 weeks of surgery</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 14</td>\n",
       "      <td>Anzup Raves</td>\n",
       "      <td>Adjuvant vs Salvage RT</td>\n",
       "      <td>TROG08.03</td>\n",
       "      <td>33002437</td>\n",
       "      <td>2020-10-01 00:00:00</td>\n",
       "      <td>333</td>\n",
       "      <td>Phase 3 trial</td>\n",
       "      <td>Randomised, Controlled</td>\n",
       "      <td>Australia, New Zealand</td>\n",
       "      <td>https://www.thelancet.com/journals/lanonc/arti...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6-137.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-1</td>\n",
       "      <td>44-76.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>adjuvant/salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>radical prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Adjuvant RT within 6 months of surgery</td>\n",
       "      <td>64Gy/32Fx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86%/5y; 80%/8y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70%/GU/5y</td>\n",
       "      <td>14%/GI/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64Gy/32Fx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89%/5y; 77%/8y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54%/GU/5y</td>\n",
       "      <td>10%/GI/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Adjuvant RT within 6 months of surgery</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 15</td>\n",
       "      <td>RTOG0534</td>\n",
       "      <td>short-term ADT with Node Treatment</td>\n",
       "      <td>RTOG 0534</td>\n",
       "      <td>ASTRO</td>\n",
       "      <td>2018</td>\n",
       "      <td>1736</td>\n",
       "      <td>SPPORT Trial</td>\n",
       "      <td>Randomised</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-3b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive/Negative</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0-2.0</td>\n",
       "      <td>8-9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64 (median)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Caucasian 83%; Non-Hispanic 91%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NO</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PLNRT(Pelvic lymph node RT)+STAD to PBRT</td>\n",
       "      <td>PLNRT 45Gy; PBRT 64.8-70.2Gy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.2%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.9%, 8.1%/GI/Acute, Late</td>\n",
       "      <td>12.3%, 34.6%/GU/Acute, Late</td>\n",
       "      <td>5.1%, 4.1%/Blood/Acute, Late</td>\n",
       "      <td>0.7%, 1.1%/GI/Acute,Late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5%, 6.0%/GU/Acute, Late</td>\n",
       "      <td>2.6%, 1.1%/Blood/Acute, Late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PBRT 64.8-70.2Gy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94.4%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.9%, 8.8%/GI/Acute, Late</td>\n",
       "      <td>12%, 32.2%/GU/Acute, Late</td>\n",
       "      <td>1.8%, 1.6%/Blood/Acute, Late</td>\n",
       "      <td>0.9%, 0.4%/GI/Acute,Late</td>\n",
       "      <td>0.9%, 4.9%/GU/Acute, Late</td>\n",
       "      <td>0.2%, 0.2%/Blood/Acute, Late</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PLNRT(Pelvic lymph node RT)+STAD to PBRT</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 16</td>\n",
       "      <td>RTOG 0126</td>\n",
       "      <td>Dose escalation 79.2cGy</td>\n",
       "      <td>RTOG 0126</td>\n",
       "      <td>Trial NCT00033631</td>\n",
       "      <td>2018-03-15 00:00:00</td>\n",
       "      <td>1499</td>\n",
       "      <td>Trials: Phase III</td>\n",
       "      <td>Randomized</td>\n",
       "      <td>USA</td>\n",
       "      <td>https://jamanetwork.com/journals/jamaoncology/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1b-2b</td>\n",
       "      <td>0-x</td>\n",
       "      <td>0-x</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-20</td>\n",
       "      <td>2-7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-1</td>\n",
       "      <td>49-87 (median)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81% White</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Definitive</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>79.2 Gy / 44Fx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.8</td>\n",
       "      <td>distant metas 4%/8y</td>\n",
       "      <td>76%/8y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASTRO:69%/5-8y; Phoenix:80%</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21%/GI/Late/5y</td>\n",
       "      <td>12%/GU/Late/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.2cGy/39Fx</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.8</td>\n",
       "      <td>distant metas 6%/8y</td>\n",
       "      <td>70.2%/8y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ASTRO: 53%/5-8y; Phoenix: 65%/5-8y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15%/GI/Late/5y</td>\n",
       "      <td>7%/GU/Late/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>3D / IMRT</td>\n",
       "      <td>Linac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Data Entry</td>\n",
       "      <td># 17</td>\n",
       "      <td>Multimodal therapies</td>\n",
       "      <td>Multimodel therapist for high-risk Prostate ca...</td>\n",
       "      <td>UCLA</td>\n",
       "      <td>34196715</td>\n",
       "      <td>2021-07-01 00:00:00</td>\n",
       "      <td>6004</td>\n",
       "      <td>Retrospective</td>\n",
       "      <td>Retrospective</td>\n",
       "      <td>USA</td>\n",
       "      <td>https://jamanetwork.com/journals/jamanetworkop...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3b-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive/Negative</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.8-34.6</td>\n",
       "      <td>9-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58-75 (median)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Definitive</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Optimal EBRT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;=2 year ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>distant metas 8.7%/5y</td>\n",
       "      <td>96.7%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;= 1 year ADT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>distant metas 4.2%/5y</td>\n",
       "      <td>96.6%/5y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Photon</td>\n",
       "      <td>EBRT, BT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Optimal EBRT</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Match score (Ex) Data Fields 1. Study/Protocol                Study Name  \\\n",
       "0              150.0  Data Entry                # 1             GETUG AFU 16   \n",
       "1              115.0  Data Entry                # 2                RTOG 9601   \n",
       "2              112.0  Data Entry                # 3               ASCENDE-RT   \n",
       "3              102.0  Data Entry                # 4               HYPO-RT-PC   \n",
       "4               93.0  Data Entry                # 5                   PCS IV   \n",
       "5               68.0  Data Entry                # 6                  PCS III   \n",
       "6                NaN  Data Entry                # 7                    CHHip   \n",
       "7                NaN  Data Entry              # 7.1                    CHHip   \n",
       "8                NaN  Data Entry                # 8        NCICPR3 ADT +- RT   \n",
       "9                NaN  Data Entry                # 9               JAMA G9-10   \n",
       "10               NaN  Data Entry               # 10  Long-term SBRT outcomes   \n",
       "11               NaN  Data Entry               # 11   Sexual quality of life   \n",
       "12               NaN  Data Entry               # 12                   POP-RT   \n",
       "13               NaN  Data Entry             # 12.1                   POP-RT   \n",
       "14               NaN  Data Entry               # 13              RADICALS-RT   \n",
       "15               NaN  Data Entry               # 14              Anzup Raves   \n",
       "16               NaN  Data Entry               # 15                 RTOG0534   \n",
       "17               NaN  Data Entry               # 16                RTOG 0126   \n",
       "18               NaN  Data Entry               # 17     Multimodal therapies   \n",
       "\n",
       "                              Study Short Description  \\\n",
       "0                                 Salvage +- 6 mo ADT   \n",
       "1                                Salvage +- 24 mo ADT   \n",
       "2                              Brachy dose escalation   \n",
       "3                             Ultra-Hypofractionation   \n",
       "4                              ADT duration high risk   \n",
       "5                                       ADT duration    \n",
       "6                                Conventional vs Hypo   \n",
       "7                                Conventional vs Hypo   \n",
       "8                    Locally Advanced Prostate Cancer   \n",
       "9                        Surgery vs EBRT or EBRT + BT   \n",
       "10                              Low-intermediate risk   \n",
       "11                          IMRT with a rectal spacer   \n",
       "12                           Prostate vs whole pelvic   \n",
       "13                           Prostate vs whole pelvic   \n",
       "14                        Timing of RT after RADICALS   \n",
       "15                             Adjuvant vs Salvage RT   \n",
       "16                 short-term ADT with Node Treatment   \n",
       "17                            Dose escalation 79.2cGy   \n",
       "18  Multimodel therapist for high-risk Prostate ca...   \n",
       "\n",
       "   Study source/institution(s) Publication unique ID (PMID)  \\\n",
       "0                         GELA                     31629656   \n",
       "1                         RTOG                     28146658   \n",
       "2                         BCCA                     28262473   \n",
       "3                 Scandinavian                    312272373   \n",
       "4                       Canada                     29980331   \n",
       "5                       Canada                     33279855   \n",
       "6                           UK                     27339115   \n",
       "7                           UK                     27751451   \n",
       "8   NCIC Clinical Trials Group                     25691677   \n",
       "9                 Multi-center                     29509865   \n",
       "10                Multi-center                     30735235   \n",
       "11                Multi-center                     28951089   \n",
       "12      Tata Memorial Hospital                     33497252   \n",
       "13      Tata Memorial Hospital                     31923712   \n",
       "14             ICR, Sutton, UK                     33002429   \n",
       "15                   TROG08.03                     33002437   \n",
       "16                   RTOG 0534                        ASTRO   \n",
       "17                   RTOG 0126            Trial NCT00033631   \n",
       "18                       UCLA                      34196715   \n",
       "\n",
       "           Publish Date  Study Size         Study Type  \\\n",
       "0                   NaN         743                NaN   \n",
       "1                   NaN         760                NaN   \n",
       "2                   NaN         398                NaN   \n",
       "3             6/18/2019        1200  Trials: phase III   \n",
       "4                   NaN         630                NaN   \n",
       "5                   NaN         600                NaN   \n",
       "6             6/20/2016        3216  Trials: phase III   \n",
       "7            10/28/2015        2100  Trials: phase III   \n",
       "8             2/17/2015        1205             Trials   \n",
       "9              3/6/2018        1809      Retrospective   \n",
       "10             2/1/2019        2142   Trials: phase II   \n",
       "11  2018-01-01 00:00:00         222   Trial: phase III   \n",
       "12  2021-04-10 00:00:00         224   Trial: phase III   \n",
       "13  2020-01-01 00:00:00         224              Trial   \n",
       "14  2020-09-28 00:00:00        1396      Phase 3 trial   \n",
       "15  2020-10-01 00:00:00         333      Phase 3 trial   \n",
       "16                 2018        1736       SPPORT Trial   \n",
       "17  2018-03-15 00:00:00        1499  Trials: Phase III   \n",
       "18  2021-07-01 00:00:00        6004      Retrospective   \n",
       "\n",
       "             Analysis Type              Country of Study  \\\n",
       "0                      NaN                           NaN   \n",
       "1                      NaN                           NaN   \n",
       "2                      NaN                           NaN   \n",
       "3               Randomized                Sweden/Denmark   \n",
       "4                      NaN                           NaN   \n",
       "5                      NaN                           NaN   \n",
       "6    Randomized/Controlled                            UK   \n",
       "7    Randomized/Controlled                            UK   \n",
       "8    Randomized/Controlled                    USA/Canada   \n",
       "9                      NaN                           USA   \n",
       "10              Controlled                           USA   \n",
       "11              Controlled                           USA   \n",
       "12   Randomized Controlled                         India   \n",
       "13   Randomized Controlled                         India   \n",
       "14              Randomized  UK, Denmark, canada, Ireland   \n",
       "15  Randomised, Controlled        Australia, New Zealand   \n",
       "16              Randomised                           USA   \n",
       "17              Randomized                           USA   \n",
       "18           Retrospective                           USA   \n",
       "\n",
       "                          Full Study PDF (DOI number)  2. Disease  \\\n",
       "0                                                 NaN         NaN   \n",
       "1                                                 NaN         NaN   \n",
       "2                                                 NaN         NaN   \n",
       "3   http://dx.doi.org/10.1016/\\nS0140-6736(19)31131-6         NaN   \n",
       "4                                                 NaN         NaN   \n",
       "5                                                 NaN         NaN   \n",
       "6   http://dx.doi.org/10.1016/\\nS1470-2045(16)30102-4         NaN   \n",
       "7                          10.1016/j.juro.2016.08.067         NaN   \n",
       "8                            10.1200/JCO.2014.57.7510         NaN   \n",
       "9                              10.1001/jama.2018.0587         NaN   \n",
       "10                  10.1001/jamanetworkopen.2018.8006         NaN   \n",
       "11                         10.1016/j.prro.2017.07.008         NaN   \n",
       "12                               10.1200/JCO.20.03282         NaN   \n",
       "13                       10.1016/j.radonc.2019.12.006         NaN   \n",
       "14  https://www.thelancet.com/article/S0140-6736(2...         NaN   \n",
       "15  https://www.thelancet.com/journals/lanonc/arti...         NaN   \n",
       "16                                                NaN         NaN   \n",
       "17  https://jamanetwork.com/journals/jamaoncology/...         NaN   \n",
       "18  https://jamanetwork.com/journals/jamanetworkop...         NaN   \n",
       "\n",
       "     Treatment Site  Stage      T    N    M Indications/Risk Group NCCN  \\\n",
       "0          Prostate    NaN   2-4a    0    0                     Salvage   \n",
       "1          Prostate    NaN    2-3    0    0                    Salvage    \n",
       "2   Prostate/Pelvis    NaN  1c-3a    0    0         Intermediate & High   \n",
       "3          Prostate    NaN  1c-3a    0    0         Intermediate & High   \n",
       "4   Prostate/Pelvis    NaN    3-4    0    0                        High   \n",
       "5          Prostate    NaN  1c-2c    0    0                Intermediate   \n",
       "6          Prostate    NaN  1b-3a    0    0       Low/Intermediate/High   \n",
       "7          Prostate    NaN  1b-3a    0    0       Low/Intermediate/High   \n",
       "8          Prostate    NaN    2-4  0-x    0                         NaN   \n",
       "9          Prostate    NaN   1c-4    0    0                         NaN   \n",
       "10         Prostate    NaN  1c-2c    0    0            Low-intermediate   \n",
       "11         Prostate    NaN    NaN    0    0            Low-intermediate   \n",
       "12         Prostate    NaN    2-4    0    0              High-very high   \n",
       "13         Prostate    NaN    2-4    0    0              High-very high   \n",
       "14     Prostate Bed    NaN    3-4    0    0                         NaN   \n",
       "15     Prostate Bed    NaN     3b    0    0                        High   \n",
       "16     Prostate Bed    NaN   2-3b    0    0                         NaN   \n",
       "17         Prostate    NaN  1b-2b  0-x  0-x                Intermediate   \n",
       "18         Prostate    NaN   3b-4    0    0                        High   \n",
       "\n",
       "   Primary Site Metastasis No. of Nodes  Staging System  3. Diagnosis  \\\n",
       "0      Prostate         No          NaN             NaN           NaN   \n",
       "1      Prostate         No          NaN             NaN           NaN   \n",
       "2      Prostate         No          NaN             NaN           NaN   \n",
       "3      Prostate         No            0             NaN           NaN   \n",
       "4      Prostate         No          NaN             NaN           NaN   \n",
       "5      Prostate         No          NaN             NaN           NaN   \n",
       "6      Prostate         No         <30%             NaN           NaN   \n",
       "7      Prostate         No         <30%             NaN           NaN   \n",
       "8      Prostate         No          NaN             NaN           NaN   \n",
       "9      Prostate         No         16.9             NaN           NaN   \n",
       "10     Prostate         No          NaN             NaN           NaN   \n",
       "11     Prostate         No          NaN             NaN           NaN   \n",
       "12     Prostate         No    >20% risk             NaN           NaN   \n",
       "13     Prostate         No    >20% risk             NaN           NaN   \n",
       "14     Prostate         No          NaN             NaN           NaN   \n",
       "15     Prostate         No          NaN             NaN           NaN   \n",
       "16     prostate         No          NaN             NaN           NaN   \n",
       "17     Prostate         No          NaN             NaN           NaN   \n",
       "18     Prostate         No          NaN             NaN           NaN   \n",
       "\n",
       "   Histology/Pathology             Margin  Lab            PSA        Gleason  \\\n",
       "0            Carcinoma                NaN  NaN        0.2-2.0        0.2-2.0   \n",
       "1            Carcinoma                NaN  NaN        0.2-4.0        0.2-4.0   \n",
       "2            Carcinoma                NaN  NaN         2.4-40         2.4-40   \n",
       "3            Carcinoma                NaN  NaN           0-20            5-9   \n",
       "4            Carcinoma                NaN  NaN        0.6-252        0.6-252   \n",
       "5            Carcinoma                NaN  NaN            6-7          10-20   \n",
       "6            Carcinoma                NaN  NaN            <30            6-8   \n",
       "7            Carcinoma                NaN  NaN            <30            6-8   \n",
       "8            Carcinoma                NaN  NaN          1-50+           1-10   \n",
       "9            Carcinoma                NaN  NaN      0.1-525.5           9-10   \n",
       "10           Carcinoma                NaN  NaN      0.09-19.9  I-III (grade)   \n",
       "11           Carcinoma                NaN  NaN            NaN            NaN   \n",
       "12           Carcinoma                NaN  NaN  28.2 (median)       9.8-26.8   \n",
       "13           Carcinoma                NaN  NaN  28.2 (median)       9.8-26.8   \n",
       "14           Carcinoma           Positive  NaN           >=10           7-10   \n",
       "15           Carcinoma           Positive  NaN      0.6-137.0            6-9   \n",
       "16           Carcinoma  Positive/Negative  NaN        1.0-2.0            8-9   \n",
       "17           Carcinoma                NaN  NaN          10-20            2-7   \n",
       "18           Carcinoma  Positive/Negative  NaN       5.8-34.6           9-10   \n",
       "\n",
       "    4. Tumor Specifics Recurrence  Size in Volume  Size in Dimension  \\\n",
       "0                  NaN        Yes             NaN                NaN   \n",
       "1                  NaN        Yes             NaN                NaN   \n",
       "2                  NaN         No             NaN                NaN   \n",
       "3                  NaN         No             NaN                NaN   \n",
       "4                  NaN         No             NaN                NaN   \n",
       "5                  NaN         No             NaN                NaN   \n",
       "6                  NaN        NaN             NaN                NaN   \n",
       "7                  NaN        NaN             NaN                NaN   \n",
       "8                  NaN        NaN             NaN                NaN   \n",
       "9                  NaN         No             NaN                NaN   \n",
       "10                 NaN         No             NaN                NaN   \n",
       "11                 NaN        NaN             NaN                NaN   \n",
       "12                 NaN         No             NaN                NaN   \n",
       "13                 NaN         No             NaN                NaN   \n",
       "14                 NaN         No             NaN                NaN   \n",
       "15                 NaN         No             NaN                NaN   \n",
       "16                 NaN         No             NaN                NaN   \n",
       "17                 NaN         No             NaN                NaN   \n",
       "18                 NaN         No             NaN                NaN   \n",
       "\n",
       "    Location  Clinical Risk Factors  5. Patient Characteristics  \\\n",
       "0        NaN                    NaN                         NaN   \n",
       "1        NaN                    NaN                         NaN   \n",
       "2        NaN                    NaN                         NaN   \n",
       "3        NaN                    NaN                         NaN   \n",
       "4        NaN                    NaN                         NaN   \n",
       "5        NaN                    NaN                         NaN   \n",
       "6        NaN                    NaN                         NaN   \n",
       "7        NaN                    NaN                         NaN   \n",
       "8        NaN                    NaN                         NaN   \n",
       "9        NaN                    NaN                         NaN   \n",
       "10       NaN                    NaN                         NaN   \n",
       "11       NaN                    NaN                         NaN   \n",
       "12       NaN                    NaN                         NaN   \n",
       "13       NaN                    NaN                         NaN   \n",
       "14       NaN                    NaN                         NaN   \n",
       "15       NaN                    NaN                         NaN   \n",
       "16       NaN                    NaN                         NaN   \n",
       "17       NaN                    NaN                         NaN   \n",
       "18       NaN                    NaN                         NaN   \n",
       "\n",
       "   Performance Status             Age  Weight Range  Height Range  \\\n",
       "0                 NaN             NaN           NaN           NaN   \n",
       "1                 NaN             NaN           NaN           NaN   \n",
       "2                 NaN             NaN           NaN           NaN   \n",
       "3         0 - 2 (WHO)          64 -72           NaN           NaN   \n",
       "4                 NaN             NaN           NaN           NaN   \n",
       "5                 NaN             NaN           NaN           NaN   \n",
       "6           0-1 (WHO)           44-85           NaN           NaN   \n",
       "7           0-1 (WHO)           44-85           NaN           NaN   \n",
       "8        0 - 2 (ECOG)       46.3-80.3           NaN           NaN   \n",
       "9                 NaN           39-98           NaN           NaN   \n",
       "10                NaN           41-92           NaN           NaN   \n",
       "11                NaN              67           NaN           NaN   \n",
       "12                NaN              66           NaN           NaN   \n",
       "13                NaN              66           NaN           NaN   \n",
       "14                NaN           60-68           NaN           NaN   \n",
       "15                0-1         44-76.5           NaN           NaN   \n",
       "16                NaN     64 (median)           NaN           NaN   \n",
       "17                0-1  49-87 (median)           NaN           NaN   \n",
       "18                NaN  58-75 (median)           NaN           NaN   \n",
       "\n",
       "    Gender Ratio (Male/Female)                             Race  \\\n",
       "0                          NaN                              NaN   \n",
       "1                          NaN                              NaN   \n",
       "2                          NaN                              NaN   \n",
       "3                        100.0                              NaN   \n",
       "4                          NaN                              NaN   \n",
       "5                          NaN                              NaN   \n",
       "6                          NaN                              NaN   \n",
       "7                          NaN                              NaN   \n",
       "8                        100.0                              NaN   \n",
       "9                        100.0                              NaN   \n",
       "10                       100.0                              NaN   \n",
       "11                       100.0                       White(84%)   \n",
       "12                         NaN                              NaN   \n",
       "13                         NaN                              NaN   \n",
       "14                         NaN                              NaN   \n",
       "15                         NaN                              NaN   \n",
       "16                         NaN  Caucasian 83%; Non-Hispanic 91%   \n",
       "17                         NaN                        81% White   \n",
       "18                         NaN                              NaN   \n",
       "\n",
       "    6. History/Intent  Treatment Intent Retreat Prior RT  \\\n",
       "0                 NaN               NaN     NaN      NaN   \n",
       "1                 NaN               NaN     NaN      NaN   \n",
       "2                 NaN               NaN     NaN      NaN   \n",
       "3                 NaN               NaN     NaN      NaN   \n",
       "4                 NaN               NaN     NaN      NaN   \n",
       "5                 NaN               NaN     NaN      NaN   \n",
       "6                 NaN               NaN      No       No   \n",
       "7                 NaN               NaN      No       No   \n",
       "8                 NaN               NaN     NaN      NaN   \n",
       "9                 NaN          Curative      No       No   \n",
       "10                NaN               NaN      No       No   \n",
       "11                NaN               NaN      No       No   \n",
       "12                NaN               NaN     NaN      NaN   \n",
       "13                NaN               NaN     NaN      NaN   \n",
       "14                NaN  adjuvant/salvage      No       No   \n",
       "15                NaN  adjuvant/salvage      No       No   \n",
       "16                NaN          salvage       No       No   \n",
       "17                NaN        Definitive      No       No   \n",
       "18                NaN        Definitive      No       No   \n",
       "\n",
       "                  Surgery  Other Therapies Chemtherapy Hormone Immunotherapy  \\\n",
       "0                     NaN              NaN         NaN     NaN           NaN   \n",
       "1                     NaN              NaN         NaN     NaN           NaN   \n",
       "2                     NaN              NaN         NaN     NaN           NaN   \n",
       "3                     NaN              NaN         NaN     NaN           NaN   \n",
       "4                     NaN              NaN         NaN     NaN           NaN   \n",
       "5                     NaN              NaN         NaN     NaN           NaN   \n",
       "6                      No              NaN         NaN     NaN           NaN   \n",
       "7                      No              NaN         NaN     NaN           NaN   \n",
       "8                     NaN              NaN         NaN     Yes           NaN   \n",
       "9                     Yes              NaN          No     NaN            No   \n",
       "10                     No              NaN         NaN     NaN           NaN   \n",
       "11                     No              NaN         NaN     NaN           NaN   \n",
       "12         Yes (27% TURP)              NaN         NaN     NaN           NaN   \n",
       "13         Yes (27% TURP)              NaN         NaN     NaN           NaN   \n",
       "14  radical prostatectomy              NaN         NaN     NaN            No   \n",
       "15  radical prostatectomy              NaN          No     NaN            No   \n",
       "16          prostatectomy              NaN          No      NO            No   \n",
       "17                     No              NaN          No      No            No   \n",
       "18                     No              NaN          No      No            No   \n",
       "\n",
       "   Androgen Deprivation (ADT)  7. Treatment and Outcomes  \\\n",
       "0                         Yes                        NaN   \n",
       "1                         Yes                        NaN   \n",
       "2                         Yes                        NaN   \n",
       "3                          No                        NaN   \n",
       "4                         Yes                        NaN   \n",
       "5                         Yes                        NaN   \n",
       "6                         Yes                        NaN   \n",
       "7                         Yes                        NaN   \n",
       "8                         NaN                        NaN   \n",
       "9                         Yes                        NaN   \n",
       "10                        NaN                        NaN   \n",
       "11                        NaN                        NaN   \n",
       "12                        NaN                        NaN   \n",
       "13                        NaN                        NaN   \n",
       "14                         No                        NaN   \n",
       "15                         No                        NaN   \n",
       "16                        Yes                        NaN   \n",
       "17                         No                        NaN   \n",
       "18                        Yes                        NaN   \n",
       "\n",
       "                                 Regimen I +    Base Dose (Gy) / Fractions  \\\n",
       "0                                        NaN                      66 Gy/33   \n",
       "1                                        NaN                    64.8 Gy/36   \n",
       "2                                        NaN               46 Gy/23 Pelvis   \n",
       "3                                        NaN       42.7 Gy/7 Prostate only   \n",
       "4                                        NaN               44 Gy/22 Pelvis   \n",
       "5                                        NaN   70 Gy/35 prostate + 6mo ADT   \n",
       "6                                        NaN                      74 Gy/37   \n",
       "7                                        NaN                      74 Gy/37   \n",
       "8                                        NaN                64-69 Gy/35-39   \n",
       "9                                        NaN                        ³78 Gy   \n",
       "10                                       NaN              33.5-40.0 Gy/4-5   \n",
       "11                                       NaN                    79.2 Gy/44   \n",
       "12                                       NaN          68 Gy/25 to Prostate   \n",
       "13                                       NaN          68 Gy/25 to Prostate   \n",
       "14          Adjuvant RT, 26 weeks of surgery     66Gy/33Fx, or 52.5Gy/20Fx   \n",
       "15    Adjuvant RT within 6 months of surgery                     64Gy/32Fx   \n",
       "16  PLNRT(Pelvic lymph node RT)+STAD to PBRT  PLNRT 45Gy; PBRT 64.8-70.2Gy   \n",
       "17                                       NaN                79.2 Gy / 44Fx   \n",
       "18                              Optimal EBRT                           NaN   \n",
       "\n",
       "   Boost Dose (Gy) / Modality Other Therapies.1  TCP Outcomes  \\\n",
       "0                         NaN               NaN           NaN   \n",
       "1                         NaN               NaN           NaN   \n",
       "2                32 Gy/Photon               NaN           NaN   \n",
       "3                         NaN                No           NaN   \n",
       "4                26 Gy/Photon               NaN           NaN   \n",
       "5                         NaN               ADT           NaN   \n",
       "6                         NaN               ADT           NaN   \n",
       "7                         NaN               ADT           NaN   \n",
       "8                         NaN               ADT           NaN   \n",
       "9                     LDR/HDR               ADT           NaN   \n",
       "10                        NaN               ADT           NaN   \n",
       "11                        NaN                No           NaN   \n",
       "12                        NaN          ADT > 2y           NaN   \n",
       "13                        NaN          ADT > 2y           NaN   \n",
       "14                        NaN               NaN           NaN   \n",
       "15                        NaN               NaN           NaN   \n",
       "16                        NaN               NaN           NaN   \n",
       "17                        NaN                No           NaN   \n",
       "18                        NaN      >=2 year ADT           NaN   \n",
       "\n",
       "    Median Follow-up (months)     Local Control (LC)  \\\n",
       "0                       112.0                    NaN   \n",
       "1                       156.0                    NaN   \n",
       "2                        78.0                    NaN   \n",
       "3                        60.0                    NaN   \n",
       "4                       112.0                    NaN   \n",
       "5                       136.0                    NaN   \n",
       "6                        62.4                    NaN   \n",
       "7                         NaN                    NaN   \n",
       "8                        96.0                    NaN   \n",
       "9                        60.0                    NaN   \n",
       "10                       82.8                    NaN   \n",
       "11                        NaN                    NaN   \n",
       "12                       68.0                    NaN   \n",
       "13                        NaN                    NaN   \n",
       "14                       58.8                    NaN   \n",
       "15                       73.2                    NaN   \n",
       "16                       76.8                    NaN   \n",
       "17                      100.8    distant metas 4%/8y   \n",
       "18                        NaN  distant metas 8.7%/5y   \n",
       "\n",
       "               Overall Survival (OS)         PFS  \\\n",
       "0                         85%/120 mo  49%/120 mo   \n",
       "1                                NaN         NaN   \n",
       "2                                NaN         NaN   \n",
       "3                                NaN         NaN   \n",
       "4         86%/5y 18 mo; 91%/5y 36 mo         NaN   \n",
       "5                            69%/10y         NaN   \n",
       "6                                NaN         NaN   \n",
       "7                                NaN         NaN   \n",
       "8                            55%/10y     74%/10y   \n",
       "9                                90%         NaN   \n",
       "10  91.4%/7y(Low); 91.7%/7y (Interm)         NaN   \n",
       "11                               NaN         NaN   \n",
       "12                          90.8%/5y         NaN   \n",
       "13                               NaN         NaN   \n",
       "14                               NaN         NaN   \n",
       "15                               NaN         NaN   \n",
       "16                               NaN      87%/5y   \n",
       "17                            76%/8y         NaN   \n",
       "18                          96.7%/5y         NaN   \n",
       "\n",
       "                                bPFS                           DFS       FFS  \\\n",
       "0                                NaN                           NaN       NaN   \n",
       "1                                NaN                           NaN       NaN   \n",
       "2                                NaN                           NaN       NaN   \n",
       "3                                NaN                           NaN   84%/ 5y   \n",
       "4                                NaN  39%/10y 18 mo; 45%/10y 36 mo       NaN   \n",
       "5                            84%/10y                           NaN       NaN   \n",
       "6                           88.3%/5y                           NaN       NaN   \n",
       "7                                NaN                           NaN       NaN   \n",
       "8                            63%/10y                           NaN       NaN   \n",
       "9                                NaN                           NaN       NaN   \n",
       "10  95.5%/7y(Low); 89.8%/7y/(Interm)                           NaN       NaN   \n",
       "11                               NaN                           NaN       NaN   \n",
       "12                               NaN                      77.2%/5y  81.2%/5y   \n",
       "13                               NaN                           NaN       NaN   \n",
       "14                            85%/5y                           NaN       NaN   \n",
       "15                    86%/5y; 80%/8y                           NaN       NaN   \n",
       "16                               NaN                           NaN       NaN   \n",
       "17       ASTRO:69%/5-8y; Phoenix:80%                           NaN       NaN   \n",
       "18                               NaN                           NaN       NaN   \n",
       "\n",
       "             MFS  CSS      DMFS     (Biochemical Recurrence) BCR  \\\n",
       "0     69%/120 mo  NaN       NaN                              NaN   \n",
       "1   71.3%/144 mo  NaN       NaN                              NaN   \n",
       "2            NaN  NaN       NaN                              NaN   \n",
       "3            NaN  NaN       NaN                              NaN   \n",
       "4            NaN  NaN       NaN                              NaN   \n",
       "5            NaN  NaN       NaN                              NaN   \n",
       "6            NaN  NaN       NaN                              NaN   \n",
       "7            NaN  NaN       NaN                              NaN   \n",
       "8            NaN  NaN       NaN                              NaN   \n",
       "9            NaN  97%       92%                              NaN   \n",
       "10           NaN  NaN       NaN  4.5%/7y(Low); 10.2%/7y/(Interm)   \n",
       "11           NaN  NaN       NaN                              NaN   \n",
       "12           NaN  NaN  87.9%/5y                              NaN   \n",
       "13           NaN  NaN       NaN                              NaN   \n",
       "14           NaN  NaN       NaN                              NaN   \n",
       "15           NaN  NaN       NaN                              NaN   \n",
       "16      95.2%/5y  NaN       NaN                              NaN   \n",
       "17           NaN  NaN       NaN                              NaN   \n",
       "18           NaN  NaN       NaN                              NaN   \n",
       "\n",
       "    NTCP Outcomes  Median Follow-up (months).1  \\\n",
       "0             NaN                        112.0   \n",
       "1             NaN                        156.0   \n",
       "2             NaN                         78.0   \n",
       "3             NaN                         60.0   \n",
       "4             NaN                        112.0   \n",
       "5             NaN                        136.0   \n",
       "6             NaN                          NaN   \n",
       "7             NaN                         50.0   \n",
       "8             NaN                          NaN   \n",
       "9             NaN                          NaN   \n",
       "10            NaN                          NaN   \n",
       "11            NaN                         37.0   \n",
       "12            NaN                         68.0   \n",
       "13            NaN                         44.5   \n",
       "14            NaN                          NaN   \n",
       "15            NaN                          NaN   \n",
       "16            NaN                          NaN   \n",
       "17            NaN                          NaN   \n",
       "18            NaN                          NaN   \n",
       "\n",
       "                       Toxicity System                         Acute  \\\n",
       "0                                  NaN                           NaN   \n",
       "1                                  NaN              11%/Gynecomastia   \n",
       "2                                  NaN                           NaN   \n",
       "3                                 RTOG             28%/Urinary/acute   \n",
       "4                                  NaN                           NaN   \n",
       "5                                  NaN                 8.5%/GI/Acute   \n",
       "6                                 RTOG                           NaN   \n",
       "7                                  PRO                           NaN   \n",
       "8                                  NaN                           NaN   \n",
       "9                                  NaN                           NaN   \n",
       "10                                 NaN                           NaN   \n",
       "11                                 PRO                           NaN   \n",
       "12                                RTOG                           NaN   \n",
       "13                                 NaN                           NaN   \n",
       "14  G1-2: 38%,17%/Diarrhoea/early,Late  22%,13%/Proctitis/early,Late   \n",
       "15                                 NaN                           NaN   \n",
       "16                                 NaN                           NaN   \n",
       "17                                 NaN                           NaN   \n",
       "18                                 NaN                           NaN   \n",
       "\n",
       "                    Unnamed: 74                            G1+  \\\n",
       "0                           NaN                            NaN   \n",
       "1                           NaN                            NaN   \n",
       "2                           NaN                            NaN   \n",
       "3                           NaN                            NaN   \n",
       "4                           NaN                            NaN   \n",
       "5                  30%/GU/Acute                            NaN   \n",
       "6                           NaN                            NaN   \n",
       "7                           NaN                      6%/QoL/2y   \n",
       "8                           NaN                 18.5%/Bowel/2y   \n",
       "9                           NaN                            NaN   \n",
       "10                          NaN                            NaN   \n",
       "11                          NaN                            NaN   \n",
       "12                          NaN                            NaN   \n",
       "13                          NaN                            NaN   \n",
       "14  25%,13%/Cystitis/early,Late  11%,12%/haematuria/early,late   \n",
       "15                          NaN                            NaN   \n",
       "16                          NaN                            NaN   \n",
       "17                          NaN                            NaN   \n",
       "18                          NaN                            NaN   \n",
       "\n",
       "                                    G2+                       Unnamed: 77  \\\n",
       "0                                   NaN                               NaN   \n",
       "1                                   NaN                               NaN   \n",
       "2                                   NaN                               NaN   \n",
       "3                         6%/Urinary/1y                     5%/Urinary/5y   \n",
       "4                                   NaN                               NaN   \n",
       "5                          5.3%/GI/Late                               NaN   \n",
       "6                        13.7%/Bowel/5y                   9.1%/Bladder/5y   \n",
       "7                             5%/QoL/2y                               NaN   \n",
       "8                                   NaN                               NaN   \n",
       "9                                   NaN                               NaN   \n",
       "10                                  NaN                               NaN   \n",
       "11                                  NaN                               NaN   \n",
       "12                         8.9%/GU/late                      4.5%/GI/late   \n",
       "13                         7.5%/GU/late                      3.8%/GI/late   \n",
       "14  6%,6%/Urethral stricture/early,Late  G3-4: 1%,1%/Diarrhoea/early,Late   \n",
       "15                            70%/GU/5y                         14%/GI/5y   \n",
       "16            6.9%, 8.1%/GI/Acute, Late       12.3%, 34.6%/GU/Acute, Late   \n",
       "17                       21%/GI/Late/5y                    12%/GU/Late/5y   \n",
       "18                                  NaN                               NaN   \n",
       "\n",
       "                     Unnamed: 78                        G3+ Unnamed: 80  \\\n",
       "0                            NaN                        NaN         NaN   \n",
       "1                            NaN                        NaN         NaN   \n",
       "2                            NaN                        NaN         NaN   \n",
       "3                    1%/Bowel/5y                        NaN         NaN   \n",
       "4                            NaN                        NaN         NaN   \n",
       "5                            NaN                        NaN         NaN   \n",
       "6                            NaN                        NaN         NaN   \n",
       "7                            NaN                 <1%/QoL/2y         NaN   \n",
       "8                            NaN           0.3%/Diarrhea/2y         NaN   \n",
       "9                            NaN                        NaN         NaN   \n",
       "10                           NaN                 2.4%/GU/7y  0.4%/GI/7y   \n",
       "11                           NaN                        NaN         NaN   \n",
       "12                           NaN                        NaN         NaN   \n",
       "13                           NaN                        NaN         NaN   \n",
       "14    1%,1%/Proctitis/early,Late  2%,1%/Cystitis/early,Late         NaN   \n",
       "15                           NaN                        NaN         NaN   \n",
       "16  5.1%, 4.1%/Blood/Acute, Late   0.7%, 1.1%/GI/Acute,Late         NaN   \n",
       "17                           NaN                        NaN         NaN   \n",
       "18                           NaN                        NaN         NaN   \n",
       "\n",
       "                            G4+                                   G5  \\\n",
       "0                           NaN                                  NaN   \n",
       "1                           NaN                                  NaN   \n",
       "2                           NaN                                  NaN   \n",
       "3                           NaN                                  NaN   \n",
       "4                           NaN                                  NaN   \n",
       "5                           NaN                                  NaN   \n",
       "6                           NaN                                  NaN   \n",
       "7                           NaN                                  NaN   \n",
       "8                           NaN                                  NaN   \n",
       "9                           NaN                                  NaN   \n",
       "10                          NaN                                  NaN   \n",
       "11                          NaN                                  NaN   \n",
       "12                          NaN                                  NaN   \n",
       "13                          NaN                                  NaN   \n",
       "14  3%,4%/haematuria/early,late  5%,4%/Urethral stricture/early,Late   \n",
       "15                          NaN                                  NaN   \n",
       "16    1.5%, 6.0%/GU/Acute, Late         2.6%, 1.1%/Blood/Acute, Late   \n",
       "17                          NaN                                  NaN   \n",
       "18                          NaN                                  NaN   \n",
       "\n",
       "            Regimen II + Base Dose (Gy) / Fractions.1            Unnamed: 85  \\\n",
       "0                    NaN                     66 Gy/33                    NaN   \n",
       "1                    NaN                   64.8 Gy/36                    NaN   \n",
       "2                    NaN              46 Gy/23 Pelvis                    NaN   \n",
       "3                    NaN       78 Gy/39 Prostate only                    NaN   \n",
       "4                    NaN                          NaN                    NaN   \n",
       "5                    NaN   76 Gy/38 prstate + 6 moADT                    NaN   \n",
       "6   60 Gy/20 or 57 Gy/19                          NaN                    NaN   \n",
       "7   60 Gy/20 or 57 Gy/19                          NaN                    NaN   \n",
       "8                    NaN                            0                    NaN   \n",
       "9                    NaN                       <70 Gy                    NaN   \n",
       "10                   NaN                          NaN                    NaN   \n",
       "11                   NaN                          NaN                    NaN   \n",
       "12                   NaN         68 Gy/25 to Prostate  50 Gy/25 Plevic nodes   \n",
       "13                   NaN         68 Gy/25 to Prostate  50 Gy/25 Plevic nodes   \n",
       "14                   NaN    66Gy/33Fx, or 52.5Gy/20Fx                    NaN   \n",
       "15                   NaN                    64Gy/32Fx                    NaN   \n",
       "16                   NaN             PBRT 64.8-70.2Gy                    NaN   \n",
       "17                   NaN                 70.2cGy/39Fx                    NaN   \n",
       "18                   NaN                          NaN                    NaN   \n",
       "\n",
       "   Boost Dose (Gy) / Modality.1 Other Therapies.2  TCP Outcomes.1  \\\n",
       "0                           NaN               ADT             NaN   \n",
       "1                           NaN               ADT             NaN   \n",
       "2                    115 Gy/LDR               NaN             NaN   \n",
       "3                           NaN                No             NaN   \n",
       "4                           NaN               NaN             NaN   \n",
       "5                           NaN               ADT             NaN   \n",
       "6                           NaN               ADT             NaN   \n",
       "7                           NaN               ADT             NaN   \n",
       "8                           NaN               ADT             NaN   \n",
       "9                    No LDR/HDR               ADT             NaN   \n",
       "10                          NaN               NaN             NaN   \n",
       "11                          NaN               NaN             NaN   \n",
       "12                          NaN          ADT > 2y             NaN   \n",
       "13                          NaN          ADT > 2y             NaN   \n",
       "14                          NaN               NaN             NaN   \n",
       "15                          NaN               NaN             NaN   \n",
       "16                          NaN               NaN             NaN   \n",
       "17                          NaN               NaN             NaN   \n",
       "18                          NaN     >= 1 year ADT             NaN   \n",
       "\n",
       "    Median Follow-up (months).2   Local Control (LC).1  \\\n",
       "0                         112.0                    NaN   \n",
       "1                         156.0                    NaN   \n",
       "2                          78.0                    NaN   \n",
       "3                          60.0                    NaN   \n",
       "4                           NaN                    NaN   \n",
       "5                         136.0                    NaN   \n",
       "6                          62.4                    NaN   \n",
       "7                           NaN                    NaN   \n",
       "8                          96.0                    NaN   \n",
       "9                           NaN                    NaN   \n",
       "10                          NaN                    NaN   \n",
       "11                          NaN                    NaN   \n",
       "12                         68.0                    NaN   \n",
       "13                          NaN                    NaN   \n",
       "14                         58.8                    NaN   \n",
       "15                         73.2                    NaN   \n",
       "16                         76.8                    NaN   \n",
       "17                        100.8    distant metas 6%/8y   \n",
       "18                          NaN  distant metas 4.2%/5y   \n",
       "\n",
       "   Overall Survival (OS).1    Unnamed: 92       PFS.1  \\\n",
       "0               86%/120 mo            NaN  64%/120 mo   \n",
       "1                      NaN            NaN         NaN   \n",
       "2                      NaN            NaN         NaN   \n",
       "3                      NaN            NaN         NaN   \n",
       "4                      NaN            NaN         NaN   \n",
       "5                  74%/10y  75%/10y w/ADT         NaN   \n",
       "6                      NaN            NaN         NaN   \n",
       "7                      NaN            NaN         NaN   \n",
       "8                  49%/10y            NaN     46%/10y   \n",
       "9                      82%            NaN         NaN   \n",
       "10                     NaN            NaN         NaN   \n",
       "11                     NaN            NaN         NaN   \n",
       "12                92.5%/5y            NaN         NaN   \n",
       "13                     NaN            NaN         NaN   \n",
       "14                     NaN            NaN         NaN   \n",
       "15                     NaN            NaN         NaN   \n",
       "16                     NaN            NaN      81%/5y   \n",
       "17                70.2%/8y            NaN         NaN   \n",
       "18                96.6%/5y            NaN         NaN   \n",
       "\n",
       "                                bPFS.1     DFS.1   FFS.1         MFS.1 CSS.1  \\\n",
       "0                                  NaN       NaN     NaN    75%/120 mo   NaN   \n",
       "1                                  NaN       NaN     NaN  76.3%/144 mo   NaN   \n",
       "2                                  NaN       NaN     NaN           NaN   NaN   \n",
       "3                                  NaN       NaN  84%/5y           NaN   NaN   \n",
       "4                                  NaN       NaN     NaN           NaN   NaN   \n",
       "5               70%/10y; 87%/10y w/ADT       NaN     NaN           NaN   NaN   \n",
       "6                 90.6%/5y or 85.9%/5y       NaN     NaN           NaN   NaN   \n",
       "7                 90.6%/5y or 85.9%/5y       NaN     NaN           NaN   NaN   \n",
       "8                              27%/10y       NaN     NaN           NaN   NaN   \n",
       "9                                  NaN       NaN     NaN           NaN   87%   \n",
       "10                                 NaN       NaN     NaN           NaN   NaN   \n",
       "11                                 NaN       NaN     NaN           NaN   NaN   \n",
       "12                                 NaN  89.5%/5y  95%/5y           NaN   NaN   \n",
       "13                                 NaN       NaN     NaN           NaN   NaN   \n",
       "14                              88%/5y       NaN     NaN           NaN   NaN   \n",
       "15                      89%/5y; 77%/8y       NaN     NaN           NaN   NaN   \n",
       "16                                 NaN       NaN     NaN      94.4%/5y   NaN   \n",
       "17  ASTRO: 53%/5-8y; Phoenix: 65%/5-8y       NaN     NaN           NaN   NaN   \n",
       "18                                 NaN       NaN     NaN           NaN   NaN   \n",
       "\n",
       "      DMFS.1  NTCP Outcomes.1  Median Follow-up (months).3  \\\n",
       "0        NaN              NaN                        112.0   \n",
       "1        NaN              NaN                        156.0   \n",
       "2        NaN              NaN                         78.0   \n",
       "3        NaN              NaN                         60.0   \n",
       "4        NaN              NaN                          NaN   \n",
       "5        NaN              NaN                        136.0   \n",
       "6        NaN              NaN                          NaN   \n",
       "7        NaN              NaN                         50.0   \n",
       "8        NaN              NaN                          NaN   \n",
       "9        76%              NaN                          NaN   \n",
       "10       NaN              NaN                          NaN   \n",
       "11       NaN              NaN                          NaN   \n",
       "12  95.9%/5y              NaN                          NaN   \n",
       "13       NaN              NaN                         44.5   \n",
       "14       NaN              NaN                          NaN   \n",
       "15       NaN              NaN                          NaN   \n",
       "16       NaN              NaN                          NaN   \n",
       "17       NaN              NaN                          NaN   \n",
       "18       NaN              NaN                          NaN   \n",
       "\n",
       "              Toxicity System.1                     Acute.1  \\\n",
       "0                           NaN                         NaN   \n",
       "1                           NaN          69.7%/Gynecomastia   \n",
       "2                           NaN                         NaN   \n",
       "3                          RTOG           23%/Urinary/acute   \n",
       "4                           NaN                         NaN   \n",
       "5                           NaN                         NaN   \n",
       "6                          RTOG                         NaN   \n",
       "7                           PRO                         NaN   \n",
       "8                           NaN                         NaN   \n",
       "9                           NaN                         NaN   \n",
       "10                          NaN                         NaN   \n",
       "11                          NaN                         NaN   \n",
       "12                         RTOG                         NaN   \n",
       "13                          NaN                         NaN   \n",
       "14  16%,8%/Diarrhoea/early,Late  7%,5%/Proctitis/early,Late   \n",
       "15                          NaN                         NaN   \n",
       "16                          NaN                         NaN   \n",
       "17                          NaN                         NaN   \n",
       "18                          NaN                         NaN   \n",
       "\n",
       "                         G1+.1                        G2+.1  \\\n",
       "0                          NaN                          NaN   \n",
       "1                          NaN                          NaN   \n",
       "2                          NaN                          NaN   \n",
       "3                          NaN                2%/Urinary/1y   \n",
       "4                          NaN                          NaN   \n",
       "5                          NaN                  16%/GI/Late   \n",
       "6                          NaN               11.9%/Bowel/5y   \n",
       "7                    8%/QoL/2y                    6%/QoL/2y   \n",
       "8                5.9%/Bowel/2y                          NaN   \n",
       "9                          NaN                          NaN   \n",
       "10                         NaN                          NaN   \n",
       "11                         NaN                          NaN   \n",
       "12                         NaN                20.0%/GU/late   \n",
       "13                         NaN                17.7%/GU/late   \n",
       "14  12%,7%/Cystitis/early,Late  4%,4%/haematuria/early,late   \n",
       "15                         NaN                    54%/GU/5y   \n",
       "16                         NaN    3.9%, 8.8%/GI/Acute, Late   \n",
       "17                         NaN               15%/GI/Late/5y   \n",
       "18                         NaN                          NaN   \n",
       "\n",
       "                           Unnamed: 106                  Unnamed: 107  \\\n",
       "0                                   NaN                           NaN   \n",
       "1                                   NaN                           NaN   \n",
       "2                                   NaN                           NaN   \n",
       "3                         5%/Urinary/5y                   4%/Bowel/5y   \n",
       "4                                   NaN                           NaN   \n",
       "5                                   NaN                           NaN   \n",
       "6                      11.7%/Bladder/5y                           NaN   \n",
       "7                                   NaN                           NaN   \n",
       "8                                   NaN                           NaN   \n",
       "9                                   NaN                           NaN   \n",
       "10                                  NaN                           NaN   \n",
       "11                                  NaN                           NaN   \n",
       "12                         8.2%/GI/late                           NaN   \n",
       "13                         6.5%/GI/late                           NaN   \n",
       "14  3%,3%/Urethral stricture/early,Late    1%,1%/Diarrhoea/early,Late   \n",
       "15                            10%/GI/5y                           NaN   \n",
       "16            12%, 32.2%/GU/Acute, Late  1.8%, 1.6%/Blood/Acute, Late   \n",
       "17                        7%/GU/Late/5y                           NaN   \n",
       "18                                  NaN                           NaN   \n",
       "\n",
       "                         G3+.1                      G4+.1  \\\n",
       "0                          NaN                        NaN   \n",
       "1                          NaN                        NaN   \n",
       "2                          NaN                        NaN   \n",
       "3                          NaN                        NaN   \n",
       "4                          NaN                        NaN   \n",
       "5                          NaN                        NaN   \n",
       "6                          NaN                        NaN   \n",
       "7                   <1%/QoL/2y                        NaN   \n",
       "8                          NaN                        NaN   \n",
       "9                          NaN                        NaN   \n",
       "10                         NaN                        NaN   \n",
       "11                         NaN                        NaN   \n",
       "12                         NaN                        NaN   \n",
       "13                         NaN                        NaN   \n",
       "14  1%,1%/Proctitis/early,Late  1%,1%/Cystitis/early,Late   \n",
       "15                         NaN                        NaN   \n",
       "16    0.9%, 0.4%/GI/Acute,Late  0.9%, 4.9%/GU/Acute, Late   \n",
       "17                         NaN                        NaN   \n",
       "18                         NaN                        NaN   \n",
       "\n",
       "                            G5.1              8. Treatment Techniques  \\\n",
       "0                            NaN                                  NaN   \n",
       "1                            NaN                                  NaN   \n",
       "2                            NaN                                  NaN   \n",
       "3                            NaN                                  NaN   \n",
       "4                            NaN                                  NaN   \n",
       "5                            NaN                                  NaN   \n",
       "6                            NaN                                  NaN   \n",
       "7                            NaN                                  NaN   \n",
       "8                            NaN                                  NaN   \n",
       "9                            NaN                                  NaN   \n",
       "10                           NaN                                  NaN   \n",
       "11                           NaN                                  NaN   \n",
       "12                           NaN                                  NaN   \n",
       "13                           NaN                                  NaN   \n",
       "14   1%,1%/haematuria/early,late  4%,2%/Urethral stricture/early,Late   \n",
       "15                           NaN                                  NaN   \n",
       "16  0.2%, 0.2%/Blood/Acute, Late                                  NaN   \n",
       "17                           NaN                                  NaN   \n",
       "18                           NaN                                  NaN   \n",
       "\n",
       "                  Modality            Planning                 Delivery  \\\n",
       "0                   Photon                  3D                    Linac   \n",
       "1                   Photon                  3D                    Linac   \n",
       "2   Photon / brachytherapy  3D / brachytherapy  Linac and brachytherapy   \n",
       "3                   Photon   3D/IMRT/VMAT/SBRT                    Linac   \n",
       "4                   Photon                  3D                    Linac   \n",
       "5                   Photon                  3D                    Linac   \n",
       "6                   Photon                IMRT                      NaN   \n",
       "7                   Photon                IMRT                      NaN   \n",
       "8                   Photon                  3D                      NaN   \n",
       "9                      NaN                 NaN                      NaN   \n",
       "10                  Photon                 NaN                 Linac/CK   \n",
       "11                  Photon                IMRT                      NaN   \n",
       "12                  Photon                IMRT                      NaN   \n",
       "13                  Photon                IMRT                      NaN   \n",
       "14                  Photon                 NaN                      NaN   \n",
       "15                  Photon                 NaN                      NaN   \n",
       "16                  Photon                 NaN                      NaN   \n",
       "17                  Photon           3D / IMRT                    Linac   \n",
       "18                  Photon            EBRT, BT                      NaN   \n",
       "\n",
       "   Imaging                    Setup  \\\n",
       "0      NaN                     none   \n",
       "1      NaN                     none   \n",
       "2      NaN                     none   \n",
       "3      NaN        Fiducial/BeamCath   \n",
       "4      NaN                      NaN   \n",
       "5      NaN                      NaN   \n",
       "6      NaN                      NaN   \n",
       "7      NaN                      NaN   \n",
       "8      NaN                      NaN   \n",
       "9      NaN                      NaN   \n",
       "10     NaN                      NaN   \n",
       "11    CBCT  Rectal spacer/Fiducials   \n",
       "12    IGRT                      NaN   \n",
       "13    IGRT                      NaN   \n",
       "14     NaN                      NaN   \n",
       "15     NaN                      NaN   \n",
       "16     NaN                      NaN   \n",
       "17     NaN                      NaN   \n",
       "18     NaN                      NaN   \n",
       "\n",
       "                                    9. Key Conclusion  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6   60 Gy in 20 fractions is non-inferior to 74 Gy...   \n",
       "7   Patient-reported bowel bother was low and similar   \n",
       "8                                                 NaN   \n",
       "9   EBRT+BT with ADT was associated with significa...   \n",
       "10  SBRT had a low biochemical recurrence and low ...   \n",
       "11  Use of a hydrogel spacer decreased dose to the...   \n",
       "12  Prophylactic pelvic irradiation for high-risk,...   \n",
       "13  Pelvic irradiation using hypofractionated IG-I...   \n",
       "14                   Adjuvant RT, 26 weeks of surgery   \n",
       "15             Adjuvant RT within 6 months of surgery   \n",
       "16           PLNRT(Pelvic lymph node RT)+STAD to PBRT   \n",
       "17                                                NaN   \n",
       "18                                       Optimal EBRT   \n",
       "\n",
       "                 Unnamed: 118  \n",
       "0                         NaN  \n",
       "1                         NaN  \n",
       "2                         NaN  \n",
       "3                         NaN  \n",
       "4                         NaN  \n",
       "5                         NaN  \n",
       "6                         NaN  \n",
       "7                         NaN  \n",
       "8                         NaN  \n",
       "9                         NaN  \n",
       "10                        NaN  \n",
       "11  ED data unfit NTCP grades  \n",
       "12                        NaN  \n",
       "13                        NaN  \n",
       "14                        NaN  \n",
       "15                        NaN  \n",
       "16                        NaN  \n",
       "17                        NaN  \n",
       "18                        NaN  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protocol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "722f5834",
   "metadata": {},
   "outputs": [],
   "source": [
    "fields_weights={'Age':3, 'Performance Status':6, 'Treatment Site':10, 'T':10,'N':10,'M':10,\n",
    "                'Indications/Risk Group NCCN':10, 'Primary Site':10, 'Metastasis':10, 'No. of Nodes':10,'Histology/Pathology':10,\n",
    "               'Margin':10,'PSA':10,'Gleason':10, 'Recurrence':10,\n",
    "               'Treatment Intent':10, 'Retreat':10, 'Prior RT':10, 'Surgery':10, 'Other Therapies':10}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "62ff2d4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fields_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "71024468",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Match score (Ex)', 'Data Fields', '1. Study/Protocol ', 'Study Name',\n",
       "       'Study Short Description', 'Study source/institution(s)',\n",
       "       'Publication unique ID (PMID)', 'Publish Date', 'Study Size',\n",
       "       'Study Type',\n",
       "       ...\n",
       "       'G4+.1', 'G5.1', '8. Treatment Techniques', 'Modality', 'Planning',\n",
       "       'Delivery', 'Imaging', 'Setup', '9. Key Conclusion', 'Unnamed: 118'],\n",
       "      dtype='object', length=119)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protocol.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "59379e60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Age: True\n",
      "Performance Status: True\n",
      "Treatment Site: True\n",
      "T: True\n",
      "N: True\n",
      "M: True\n",
      "Indications/Risk Group NCCN: True\n",
      "Primary Site: True\n",
      "Metastasis: True\n",
      "No. of Nodes: True\n",
      "Histology/Pathology: True\n",
      "Margin: True\n",
      "PSA: True\n",
      "Gleason: True\n",
      "Recurrence: True\n",
      "Treatment Intent: True\n",
      "Retreat: True\n",
      "Prior RT: True\n",
      "Surgery: True\n",
      "Other Therapies: True\n"
     ]
    }
   ],
   "source": [
    "for f in fields_weights.keys():\n",
    "    print(f'{f}:', f in protocol.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "4ee74336",
   "metadata": {},
   "outputs": [],
   "source": [
    "protocol_map={}\n",
    "for p in protocol['Study Name']:\n",
    "    protocol_map[p]={}\n",
    "    for f in fields_weights.keys():\n",
    "        protocol_map[p][f]=protocol.loc[protocol['Study Name']==p, f].values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "36d29111",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'GETUG AFU 16': {'Age': nan,\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '2-4a',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'Salvage',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '0.2-2.0',\n",
       "  'Gleason': '0.2-2.0',\n",
       "  'Recurrence': 'Yes',\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': nan,\n",
       "  'Prior RT': nan,\n",
       "  'Surgery': nan,\n",
       "  'Other Therapies': nan},\n",
       " 'RTOG 9601': {'Age': nan,\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '2-3',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'Salvage ',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '0.2-4.0',\n",
       "  'Gleason': '0.2-4.0',\n",
       "  'Recurrence': 'Yes',\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': nan,\n",
       "  'Prior RT': nan,\n",
       "  'Surgery': nan,\n",
       "  'Other Therapies': nan},\n",
       " 'ASCENDE-RT': {'Age': nan,\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate/Pelvis',\n",
       "  'T': '1c-3a',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'Intermediate & High',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '2.4-40',\n",
       "  'Gleason': '2.4-40',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': nan,\n",
       "  'Prior RT': nan,\n",
       "  'Surgery': nan,\n",
       "  'Other Therapies': nan},\n",
       " 'HYPO-RT-PC': {'Age': '64 -72',\n",
       "  'Performance Status': '0 - 2 (WHO)',\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '1c-3a',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'Intermediate & High',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': '0',\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '0-20',\n",
       "  'Gleason': '5-9',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': nan,\n",
       "  'Prior RT': nan,\n",
       "  'Surgery': nan,\n",
       "  'Other Therapies': nan},\n",
       " 'PCS IV': {'Age': nan,\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate/Pelvis',\n",
       "  'T': '3-4',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'High',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '0.6-252',\n",
       "  'Gleason': '0.6-252',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': nan,\n",
       "  'Prior RT': nan,\n",
       "  'Surgery': nan,\n",
       "  'Other Therapies': nan},\n",
       " 'PCS III': {'Age': nan,\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '1c-2c',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'Intermediate',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '6-7',\n",
       "  'Gleason': '10-20',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': nan,\n",
       "  'Prior RT': nan,\n",
       "  'Surgery': nan,\n",
       "  'Other Therapies': nan},\n",
       " 'CHHip': {'Age': '44-85',\n",
       "  'Performance Status': '0-1 (WHO)',\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '1b-3a',\n",
       "  'N': '0',\n",
       "  'M': '0',\n",
       "  'Indications/Risk Group NCCN': 'Low/Intermediate/High',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': '<30%',\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '<30',\n",
       "  'Gleason': '6-8',\n",
       "  'Recurrence': nan,\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'No',\n",
       "  'Other Therapies': nan},\n",
       " 'NCICPR3 ADT +- RT': {'Age': '46.3-80.3',\n",
       "  'Performance Status': '0 - 2 (ECOG)',\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '2-4',\n",
       "  'N': '0-x',\n",
       "  'M': '0',\n",
       "  'Indications/Risk Group NCCN': nan,\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '1-50+',\n",
       "  'Gleason': '1-10',\n",
       "  'Recurrence': nan,\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': nan,\n",
       "  'Prior RT': nan,\n",
       "  'Surgery': nan,\n",
       "  'Other Therapies': nan},\n",
       " 'JAMA G9-10': {'Age': '39-98',\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '1c-4',\n",
       "  'N': '0',\n",
       "  'M': '0',\n",
       "  'Indications/Risk Group NCCN': nan,\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': '16.9',\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '0.1-525.5',\n",
       "  'Gleason': '9-10',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': 'Curative',\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'Yes',\n",
       "  'Other Therapies': nan},\n",
       " 'Long-term SBRT outcomes': {'Age': '41-92',\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '1c-2c',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'Low-intermediate',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '0.09-19.9',\n",
       "  'Gleason': 'I-III (grade)',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'No',\n",
       "  'Other Therapies': nan},\n",
       " 'Sexual quality of life': {'Age': 67,\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': nan,\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'Low-intermediate',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': nan,\n",
       "  'Gleason': nan,\n",
       "  'Recurrence': nan,\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'No',\n",
       "  'Other Therapies': nan},\n",
       " 'POP-RT': {'Age': 66,\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '2-4',\n",
       "  'N': '0',\n",
       "  'M': '0',\n",
       "  'Indications/Risk Group NCCN': 'High-very high',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': '>20% risk',\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '28.2 (median)',\n",
       "  'Gleason': '9.8-26.8',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': nan,\n",
       "  'Retreat': nan,\n",
       "  'Prior RT': nan,\n",
       "  'Surgery': 'Yes (27% TURP)',\n",
       "  'Other Therapies': nan},\n",
       " 'RADICALS-RT': {'Age': '60-68',\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate Bed',\n",
       "  'T': '3-4',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': nan,\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': 'Positive',\n",
       "  'PSA': '>=10',\n",
       "  'Gleason': '7-10',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': 'adjuvant/salvage',\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'radical prostatectomy',\n",
       "  'Other Therapies': nan},\n",
       " 'Anzup Raves': {'Age': '44-76.5',\n",
       "  'Performance Status': '0-1',\n",
       "  'Treatment Site': 'Prostate Bed',\n",
       "  'T': '3b',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'High',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': 'Positive',\n",
       "  'PSA': '0.6-137.0',\n",
       "  'Gleason': '6-9',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': 'adjuvant/salvage',\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'radical prostatectomy',\n",
       "  'Other Therapies': nan},\n",
       " 'RTOG0534': {'Age': '64 (median)',\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate Bed',\n",
       "  'T': '2-3b',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': nan,\n",
       "  'Primary Site': 'prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': 'Positive/Negative',\n",
       "  'PSA': '1.0-2.0',\n",
       "  'Gleason': '8-9',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': 'salvage ',\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'prostatectomy',\n",
       "  'Other Therapies': nan},\n",
       " 'RTOG 0126': {'Age': '49-87 (median)',\n",
       "  'Performance Status': '0-1',\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '1b-2b',\n",
       "  'N': '0-x',\n",
       "  'M': '0-x',\n",
       "  'Indications/Risk Group NCCN': 'Intermediate',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': nan,\n",
       "  'PSA': '10-20',\n",
       "  'Gleason': '2-7',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': 'Definitive',\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'No',\n",
       "  'Other Therapies': nan},\n",
       " 'Multimodal therapies': {'Age': '58-75 (median)',\n",
       "  'Performance Status': nan,\n",
       "  'Treatment Site': 'Prostate',\n",
       "  'T': '3b-4',\n",
       "  'N': 0,\n",
       "  'M': 0,\n",
       "  'Indications/Risk Group NCCN': 'High',\n",
       "  'Primary Site': 'Prostate',\n",
       "  'Metastasis': 'No',\n",
       "  'No. of Nodes': nan,\n",
       "  'Histology/Pathology': 'Carcinoma',\n",
       "  'Margin': 'Positive/Negative',\n",
       "  'PSA': '5.8-34.6',\n",
       "  'Gleason': '9-10',\n",
       "  'Recurrence': 'No',\n",
       "  'Treatment Intent': 'Definitive',\n",
       "  'Retreat': 'No',\n",
       "  'Prior RT': 'No',\n",
       "  'Surgery': 'No',\n",
       "  'Other Therapies': nan}}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protocol_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "1250b746",
   "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>Age</th>\n",
       "      <th>Performance Status</th>\n",
       "      <th>Treatment Site</th>\n",
       "      <th>T</th>\n",
       "      <th>N</th>\n",
       "      <th>M</th>\n",
       "      <th>Indications/Risk Group NCCN</th>\n",
       "      <th>Primary Site</th>\n",
       "      <th>Metastasis</th>\n",
       "      <th>No. of Nodes</th>\n",
       "      <th>Histology/Pathology</th>\n",
       "      <th>Margin</th>\n",
       "      <th>PSA</th>\n",
       "      <th>Gleason</th>\n",
       "      <th>Recurrence</th>\n",
       "      <th>Treatment Intent</th>\n",
       "      <th>Retreat</th>\n",
       "      <th>Prior RT</th>\n",
       "      <th>Surgery</th>\n",
       "      <th>Other Therapies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-4a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Salvage</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.2-2.0</td>\n",
       "      <td>0.2-2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Salvage</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.2-4.0</td>\n",
       "      <td>0.2-4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate/Pelvis</td>\n",
       "      <td>1c-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate &amp; High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.4-40</td>\n",
       "      <td>2.4-40</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>64 -72</td>\n",
       "      <td>0 - 2 (WHO)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1c-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate &amp; High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-20</td>\n",
       "      <td>5-9</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate/Pelvis</td>\n",
       "      <td>3-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6-252</td>\n",
       "      <td>0.6-252</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1c-2c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6-7</td>\n",
       "      <td>10-20</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>44-85</td>\n",
       "      <td>0-1 (WHO)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1b-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low/Intermediate/High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&lt;30%</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;30</td>\n",
       "      <td>6-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>44-85</td>\n",
       "      <td>0-1 (WHO)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1b-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low/Intermediate/High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&lt;30%</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;30</td>\n",
       "      <td>6-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>46.3-80.3</td>\n",
       "      <td>0 - 2 (ECOG)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0-x</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-50+</td>\n",
       "      <td>1-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>39-98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1c-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>16.9</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.1-525.5</td>\n",
       "      <td>9-10</td>\n",
       "      <td>No</td>\n",
       "      <td>Curative</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>41-92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1c-2c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low-intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.09-19.9</td>\n",
       "      <td>I-III (grade)</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low-intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High-very high</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&gt;20% risk</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.2 (median)</td>\n",
       "      <td>9.8-26.8</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (27% TURP)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High-very high</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&gt;20% risk</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.2 (median)</td>\n",
       "      <td>9.8-26.8</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (27% TURP)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>60-68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>3-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive</td>\n",
       "      <td>&gt;=10</td>\n",
       "      <td>7-10</td>\n",
       "      <td>No</td>\n",
       "      <td>adjuvant/salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>radical prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>44-76.5</td>\n",
       "      <td>0-1</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>3b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.6-137.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>No</td>\n",
       "      <td>adjuvant/salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>radical prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>64 (median)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>2-3b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive/Negative</td>\n",
       "      <td>1.0-2.0</td>\n",
       "      <td>8-9</td>\n",
       "      <td>No</td>\n",
       "      <td>salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>49-87 (median)</td>\n",
       "      <td>0-1</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1b-2b</td>\n",
       "      <td>0-x</td>\n",
       "      <td>0-x</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-20</td>\n",
       "      <td>2-7</td>\n",
       "      <td>No</td>\n",
       "      <td>Definitive</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>58-75 (median)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>3b-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive/Negative</td>\n",
       "      <td>5.8-34.6</td>\n",
       "      <td>9-10</td>\n",
       "      <td>No</td>\n",
       "      <td>Definitive</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Age Performance Status   Treatment Site      T    N    M  \\\n",
       "0              NaN                NaN         Prostate   2-4a    0    0   \n",
       "1              NaN                NaN         Prostate    2-3    0    0   \n",
       "2              NaN                NaN  Prostate/Pelvis  1c-3a    0    0   \n",
       "3           64 -72        0 - 2 (WHO)         Prostate  1c-3a    0    0   \n",
       "4              NaN                NaN  Prostate/Pelvis    3-4    0    0   \n",
       "5              NaN                NaN         Prostate  1c-2c    0    0   \n",
       "6            44-85          0-1 (WHO)         Prostate  1b-3a    0    0   \n",
       "7            44-85          0-1 (WHO)         Prostate  1b-3a    0    0   \n",
       "8        46.3-80.3       0 - 2 (ECOG)         Prostate    2-4  0-x    0   \n",
       "9            39-98                NaN         Prostate   1c-4    0    0   \n",
       "10           41-92                NaN         Prostate  1c-2c    0    0   \n",
       "11              67                NaN         Prostate    NaN    0    0   \n",
       "12              66                NaN         Prostate    2-4    0    0   \n",
       "13              66                NaN         Prostate    2-4    0    0   \n",
       "14           60-68                NaN     Prostate Bed    3-4    0    0   \n",
       "15         44-76.5                0-1     Prostate Bed     3b    0    0   \n",
       "16     64 (median)                NaN     Prostate Bed   2-3b    0    0   \n",
       "17  49-87 (median)                0-1         Prostate  1b-2b  0-x  0-x   \n",
       "18  58-75 (median)                NaN         Prostate   3b-4    0    0   \n",
       "\n",
       "   Indications/Risk Group NCCN Primary Site Metastasis No. of Nodes  \\\n",
       "0                      Salvage     Prostate         No          NaN   \n",
       "1                     Salvage      Prostate         No          NaN   \n",
       "2          Intermediate & High     Prostate         No          NaN   \n",
       "3          Intermediate & High     Prostate         No            0   \n",
       "4                         High     Prostate         No          NaN   \n",
       "5                 Intermediate     Prostate         No          NaN   \n",
       "6        Low/Intermediate/High     Prostate         No         <30%   \n",
       "7        Low/Intermediate/High     Prostate         No         <30%   \n",
       "8                          NaN     Prostate         No          NaN   \n",
       "9                          NaN     Prostate         No         16.9   \n",
       "10            Low-intermediate     Prostate         No          NaN   \n",
       "11            Low-intermediate     Prostate         No          NaN   \n",
       "12              High-very high     Prostate         No    >20% risk   \n",
       "13              High-very high     Prostate         No    >20% risk   \n",
       "14                         NaN     Prostate         No          NaN   \n",
       "15                        High     Prostate         No          NaN   \n",
       "16                         NaN     prostate         No          NaN   \n",
       "17                Intermediate     Prostate         No          NaN   \n",
       "18                        High     Prostate         No          NaN   \n",
       "\n",
       "   Histology/Pathology             Margin            PSA        Gleason  \\\n",
       "0            Carcinoma                NaN        0.2-2.0        0.2-2.0   \n",
       "1            Carcinoma                NaN        0.2-4.0        0.2-4.0   \n",
       "2            Carcinoma                NaN         2.4-40         2.4-40   \n",
       "3            Carcinoma                NaN           0-20            5-9   \n",
       "4            Carcinoma                NaN        0.6-252        0.6-252   \n",
       "5            Carcinoma                NaN            6-7          10-20   \n",
       "6            Carcinoma                NaN            <30            6-8   \n",
       "7            Carcinoma                NaN            <30            6-8   \n",
       "8            Carcinoma                NaN          1-50+           1-10   \n",
       "9            Carcinoma                NaN      0.1-525.5           9-10   \n",
       "10           Carcinoma                NaN      0.09-19.9  I-III (grade)   \n",
       "11           Carcinoma                NaN            NaN            NaN   \n",
       "12           Carcinoma                NaN  28.2 (median)       9.8-26.8   \n",
       "13           Carcinoma                NaN  28.2 (median)       9.8-26.8   \n",
       "14           Carcinoma           Positive           >=10           7-10   \n",
       "15           Carcinoma           Positive      0.6-137.0            6-9   \n",
       "16           Carcinoma  Positive/Negative        1.0-2.0            8-9   \n",
       "17           Carcinoma                NaN          10-20            2-7   \n",
       "18           Carcinoma  Positive/Negative       5.8-34.6           9-10   \n",
       "\n",
       "   Recurrence  Treatment Intent Retreat Prior RT                Surgery  \\\n",
       "0         Yes               NaN     NaN      NaN                    NaN   \n",
       "1         Yes               NaN     NaN      NaN                    NaN   \n",
       "2          No               NaN     NaN      NaN                    NaN   \n",
       "3          No               NaN     NaN      NaN                    NaN   \n",
       "4          No               NaN     NaN      NaN                    NaN   \n",
       "5          No               NaN     NaN      NaN                    NaN   \n",
       "6         NaN               NaN      No       No                     No   \n",
       "7         NaN               NaN      No       No                     No   \n",
       "8         NaN               NaN     NaN      NaN                    NaN   \n",
       "9          No          Curative      No       No                    Yes   \n",
       "10         No               NaN      No       No                     No   \n",
       "11        NaN               NaN      No       No                     No   \n",
       "12         No               NaN     NaN      NaN         Yes (27% TURP)   \n",
       "13         No               NaN     NaN      NaN         Yes (27% TURP)   \n",
       "14         No  adjuvant/salvage      No       No  radical prostatectomy   \n",
       "15         No  adjuvant/salvage      No       No  radical prostatectomy   \n",
       "16         No          salvage       No       No          prostatectomy   \n",
       "17         No        Definitive      No       No                     No   \n",
       "18         No        Definitive      No       No                     No   \n",
       "\n",
       "    Other Therapies  \n",
       "0               NaN  \n",
       "1               NaN  \n",
       "2               NaN  \n",
       "3               NaN  \n",
       "4               NaN  \n",
       "5               NaN  \n",
       "6               NaN  \n",
       "7               NaN  \n",
       "8               NaN  \n",
       "9               NaN  \n",
       "10              NaN  \n",
       "11              NaN  \n",
       "12              NaN  \n",
       "13              NaN  \n",
       "14              NaN  \n",
       "15              NaN  \n",
       "16              NaN  \n",
       "17              NaN  \n",
       "18              NaN  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protocol[fields_weights.keys()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "47ecb155",
   "metadata": {},
   "outputs": [],
   "source": [
    "def match(patient, fields, protocols):\n",
    "    score={}\n",
    "    for p in protocols.keys():\n",
    "        score[p]=0\n",
    "        \n",
    "        for f in fields.keys():\n",
    "            if patient[f].values[0]==protocols[p][f]:\n",
    "                score[p]+=fields[f]\n",
    "                \n",
    "    score={k: v for k, v in sorted(score.items(), key=lambda item: item[1], reverse=True)}\n",
    "    return score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "c4df22c3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "scores=match(data.iloc[[0]], fields_weights, protocol_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ba38b56f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Long-term SBRT outcomes': 90,\n",
       " 'Multimodal therapies': 90,\n",
       " 'Sexual quality of life': 80,\n",
       " 'JAMA G9-10': 70,\n",
       " 'RADICALS-RT': 70,\n",
       " 'Anzup Raves': 70,\n",
       " 'RTOG 0126': 70,\n",
       " 'HYPO-RT-PC': 60,\n",
       " 'PCS III': 60,\n",
       " 'CHHip': 60,\n",
       " 'RTOG0534': 60,\n",
       " 'GETUG AFU 16': 50,\n",
       " 'RTOG 9601': 50,\n",
       " 'ASCENDE-RT': 50,\n",
       " 'PCS IV': 50,\n",
       " 'POP-RT': 40,\n",
       " 'NCICPR3 ADT +- RT': 30}"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47972780",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ef36b7d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def match_counts(patient, fields, protocols):\n",
    "    score={}\n",
    "    for p in protocols.keys():\n",
    "        \n",
    "        score[f'matches_{p}']=0\n",
    "        for f in fields.keys():\n",
    "            if patient[f].values[0]==protocols[p][f]:\n",
    "                \n",
    "                score[f'matches_{p}']+=1\n",
    "    score={k: v for k, v in sorted(score.items(), key=lambda item: item[1], reverse=True)}\n",
    "    #avg=sum(score.values())/len(score.values())\n",
    "    #return avg\n",
    "    return score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "cb4b0ba3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "patient 0: {'matches_Long-term SBRT outcomes': 9, 'matches_Multimodal therapies': 9, 'matches_Sexual quality of life': 8, 'matches_JAMA G9-10': 7, 'matches_RADICALS-RT': 7, 'matches_Anzup Raves': 7, 'matches_RTOG 0126': 7, 'matches_HYPO-RT-PC': 6, 'matches_PCS III': 6, 'matches_CHHip': 6, 'matches_RTOG0534': 6, 'matches_GETUG AFU 16': 5, 'matches_RTOG 9601': 5, 'matches_ASCENDE-RT': 5, 'matches_PCS IV': 5, 'matches_POP-RT': 4, 'matches_NCICPR3 ADT +- RT': 3}\n",
      "----------------------------------------\n",
      "patient 1: {'matches_HYPO-RT-PC': 6, 'matches_PCS III': 6, 'matches_Long-term SBRT outcomes': 6, 'matches_Anzup Raves': 6, 'matches_Multimodal therapies': 6, 'matches_GETUG AFU 16': 5, 'matches_RTOG 9601': 5, 'matches_ASCENDE-RT': 5, 'matches_PCS IV': 5, 'matches_JAMA G9-10': 5, 'matches_Sexual quality of life': 5, 'matches_RADICALS-RT': 5, 'matches_POP-RT': 4, 'matches_RTOG0534': 4, 'matches_RTOG 0126': 4, 'matches_CHHip': 3, 'matches_NCICPR3 ADT +- RT': 3}\n",
      "----------------------------------------\n",
      "patient 2: {'matches_GETUG AFU 16': 6, 'matches_RTOG 9601': 5, 'matches_RADICALS-RT': 5, 'matches_Anzup Raves': 5, 'matches_ASCENDE-RT': 4, 'matches_HYPO-RT-PC': 4, 'matches_PCS IV': 4, 'matches_PCS III': 4, 'matches_JAMA G9-10': 4, 'matches_Long-term SBRT outcomes': 4, 'matches_Sexual quality of life': 4, 'matches_RTOG0534': 4, 'matches_Multimodal therapies': 4, 'matches_CHHip': 2, 'matches_NCICPR3 ADT +- RT': 2, 'matches_POP-RT': 2, 'matches_RTOG 0126': 2}\n",
      "----------------------------------------\n",
      "patient 3: {'matches_HYPO-RT-PC': 6, 'matches_PCS III': 6, 'matches_Long-term SBRT outcomes': 6, 'matches_Sexual quality of life': 6, 'matches_Multimodal therapies': 6, 'matches_GETUG AFU 16': 5, 'matches_RTOG 9601': 5, 'matches_ASCENDE-RT': 5, 'matches_PCS IV': 5, 'matches_JAMA G9-10': 5, 'matches_RADICALS-RT': 5, 'matches_Anzup Raves': 5, 'matches_POP-RT': 4, 'matches_RTOG0534': 4, 'matches_RTOG 0126': 4, 'matches_CHHip': 3, 'matches_NCICPR3 ADT +- RT': 3}\n",
      "----------------------------------------\n",
      "patient 4: {'matches_GETUG AFU 16': 6, 'matches_RTOG 9601': 6, 'matches_HYPO-RT-PC': 5, 'matches_PCS III': 5, 'matches_Long-term SBRT outcomes': 5, 'matches_Sexual quality of life': 5, 'matches_Multimodal therapies': 5, 'matches_ASCENDE-RT': 4, 'matches_PCS IV': 4, 'matches_RADICALS-RT': 4, 'matches_Anzup Raves': 4, 'matches_CHHip': 3, 'matches_NCICPR3 ADT +- RT': 3, 'matches_JAMA G9-10': 3, 'matches_POP-RT': 3, 'matches_RTOG0534': 3, 'matches_RTOG 0126': 3}\n",
      "----------------------------------------\n",
      "patient 5: {'matches_HYPO-RT-PC': 6, 'matches_PCS III': 6, 'matches_Long-term SBRT outcomes': 6, 'matches_Multimodal therapies': 6, 'matches_GETUG AFU 16': 5, 'matches_RTOG 9601': 5, 'matches_ASCENDE-RT': 5, 'matches_PCS IV': 5, 'matches_Sexual quality of life': 5, 'matches_RADICALS-RT': 5, 'matches_Anzup Raves': 5, 'matches_JAMA G9-10': 4, 'matches_POP-RT': 4, 'matches_RTOG0534': 4, 'matches_RTOG 0126': 4, 'matches_CHHip': 3, 'matches_NCICPR3 ADT +- RT': 3}\n",
      "----------------------------------------\n",
      "patient 6: {'matches_ASCENDE-RT': 5, 'matches_HYPO-RT-PC': 5, 'matches_PCS IV': 5, 'matches_PCS III': 5, 'matches_Long-term SBRT outcomes': 5, 'matches_RADICALS-RT': 5, 'matches_Anzup Raves': 5, 'matches_Multimodal therapies': 5, 'matches_GETUG AFU 16': 4, 'matches_RTOG 9601': 4, 'matches_Sexual quality of life': 4, 'matches_RTOG0534': 4, 'matches_JAMA G9-10': 3, 'matches_POP-RT': 3, 'matches_RTOG 0126': 3, 'matches_CHHip': 2, 'matches_NCICPR3 ADT +- RT': 2}\n",
      "----------------------------------------\n",
      "patient 7: {'matches_PCS IV': 6, 'matches_Anzup Raves': 6, 'matches_Multimodal therapies': 6, 'matches_ASCENDE-RT': 5, 'matches_HYPO-RT-PC': 5, 'matches_PCS III': 5, 'matches_Long-term SBRT outcomes': 5, 'matches_RADICALS-RT': 5, 'matches_GETUG AFU 16': 4, 'matches_RTOG 9601': 4, 'matches_JAMA G9-10': 4, 'matches_Sexual quality of life': 4, 'matches_RTOG0534': 4, 'matches_POP-RT': 3, 'matches_RTOG 0126': 3, 'matches_CHHip': 2, 'matches_NCICPR3 ADT +- RT': 2}\n",
      "----------------------------------------\n",
      "patient 8: {'matches_Long-term SBRT outcomes': 7, 'matches_RADICALS-RT': 7, 'matches_Anzup Raves': 7, 'matches_Multimodal therapies': 7, 'matches_JAMA G9-10': 6, 'matches_Sexual quality of life': 6, 'matches_RTOG0534': 6, 'matches_ASCENDE-RT': 5, 'matches_HYPO-RT-PC': 5, 'matches_PCS IV': 5, 'matches_PCS III': 5, 'matches_RTOG 0126': 5, 'matches_GETUG AFU 16': 4, 'matches_RTOG 9601': 4, 'matches_CHHip': 4, 'matches_POP-RT': 3, 'matches_NCICPR3 ADT +- RT': 2}\n",
      "----------------------------------------\n",
      "patient 9: {'matches_Anzup Raves': 6, 'matches_JAMA G9-10': 5, 'matches_Long-term SBRT outcomes': 5, 'matches_Sexual quality of life': 5, 'matches_RADICALS-RT': 5, 'matches_RTOG0534': 5, 'matches_Multimodal therapies': 5, 'matches_GETUG AFU 16': 4, 'matches_RTOG 9601': 4, 'matches_ASCENDE-RT': 3, 'matches_HYPO-RT-PC': 3, 'matches_PCS IV': 3, 'matches_PCS III': 3, 'matches_CHHip': 3, 'matches_RTOG 0126': 3, 'matches_NCICPR3 ADT +- RT': 1, 'matches_POP-RT': 1}\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(data)):\n",
    "    matches=match_counts(data.iloc[[i]], fields_weights, protocol_map)\n",
    "    print(f'patient {i}:', matches)\n",
    "    print('-'*40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "ad681cb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.1\n",
       "1    0.1\n",
       "2    0.2\n",
       "3    0.1\n",
       "4    0.4\n",
       "5    0.4\n",
       "6    0.1\n",
       "7    0.1\n",
       "8    0.1\n",
       "9    0.1\n",
       "dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[fields_weights.keys()].isnull().sum(axis=1)/len(fields_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "a37a6e64",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>Age</th>\n",
       "      <th>Performance Status</th>\n",
       "      <th>Treatment Site</th>\n",
       "      <th>T</th>\n",
       "      <th>N</th>\n",
       "      <th>M</th>\n",
       "      <th>Indications/Risk Group NCCN</th>\n",
       "      <th>Primary Site</th>\n",
       "      <th>Metastasis</th>\n",
       "      <th>No. of Nodes</th>\n",
       "      <th>Histology/Pathology</th>\n",
       "      <th>Margin</th>\n",
       "      <th>PSA</th>\n",
       "      <th>Gleason</th>\n",
       "      <th>Recurrence</th>\n",
       "      <th>Treatment Intent</th>\n",
       "      <th>Retreat</th>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Age  Performance Status  Treatment Site      T      N      M  \\\n",
       "0  False               False           False  False  False  False   \n",
       "1  False               False           False  False  False  False   \n",
       "2  False               False           False  False  False  False   \n",
       "3  False               False           False  False  False  False   \n",
       "4  False               False           False  False  False  False   \n",
       "5  False               False           False  False  False  False   \n",
       "6  False               False           False  False  False  False   \n",
       "7  False               False           False  False  False  False   \n",
       "8  False               False           False  False  False  False   \n",
       "9  False               False           False  False  False  False   \n",
       "\n",
       "   Indications/Risk Group NCCN  Primary Site  Metastasis  No. of Nodes  \\\n",
       "0                        False         False       False         False   \n",
       "1                        False         False       False         False   \n",
       "2                        False         False        True          True   \n",
       "3                        False         False       False         False   \n",
       "4                        False         False        True          True   \n",
       "5                        False         False        True          True   \n",
       "6                        False         False       False         False   \n",
       "7                        False         False       False         False   \n",
       "8                        False         False       False         False   \n",
       "9                        False         False       False         False   \n",
       "\n",
       "   Histology/Pathology  Margin    PSA  Gleason  Recurrence  Treatment Intent  \\\n",
       "0                False    True  False    False       False             False   \n",
       "1                False    True  False    False       False             False   \n",
       "2                False    True  False    False       False             False   \n",
       "3                False    True  False    False       False             False   \n",
       "4                False    True  False    False       False              True   \n",
       "5                False    True  False    False       False              True   \n",
       "6                False    True  False    False       False             False   \n",
       "7                False    True  False    False       False             False   \n",
       "8                False    True  False    False       False             False   \n",
       "9                False    True  False    False       False             False   \n",
       "\n",
       "   Retreat  Prior RT  Surgery  Other Therapies  \n",
       "0    False     False    False             True  \n",
       "1    False     False    False             True  \n",
       "2    False     False    False             True  \n",
       "3    False     False    False             True  \n",
       "4     True      True     True             True  \n",
       "5     True      True     True             True  \n",
       "6    False     False    False             True  \n",
       "7    False     False    False             True  \n",
       "8    False     False    False             True  \n",
       "9    False     False    False             True  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[fields_weights.keys()].isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "def0d710",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0.45\n",
       "1     0.45\n",
       "2     0.45\n",
       "3     0.30\n",
       "4     0.45\n",
       "5     0.45\n",
       "6     0.20\n",
       "7     0.20\n",
       "8     0.45\n",
       "9     0.20\n",
       "10    0.25\n",
       "11    0.45\n",
       "12    0.30\n",
       "13    0.30\n",
       "14    0.20\n",
       "15    0.10\n",
       "16    0.20\n",
       "17    0.15\n",
       "18    0.15\n",
       "dtype: float64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protocol[fields_weights.keys()].isnull().sum(axis=1)/len(fields_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "0a07a92b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>Age</th>\n",
       "      <th>Performance Status</th>\n",
       "      <th>Treatment Site</th>\n",
       "      <th>T</th>\n",
       "      <th>N</th>\n",
       "      <th>M</th>\n",
       "      <th>Indications/Risk Group NCCN</th>\n",
       "      <th>Primary Site</th>\n",
       "      <th>Metastasis</th>\n",
       "      <th>No. of Nodes</th>\n",
       "      <th>Histology/Pathology</th>\n",
       "      <th>Margin</th>\n",
       "      <th>PSA</th>\n",
       "      <th>Gleason</th>\n",
       "      <th>Recurrence</th>\n",
       "      <th>Treatment Intent</th>\n",
       "      <th>Retreat</th>\n",
       "      <th>Prior RT</th>\n",
       "      <th>Surgery</th>\n",
       "      <th>Other Therapies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Age  Performance Status  Treatment Site      T      N      M  \\\n",
       "0    True                True           False  False  False  False   \n",
       "1    True                True           False  False  False  False   \n",
       "2    True                True           False  False  False  False   \n",
       "3   False               False           False  False  False  False   \n",
       "4    True                True           False  False  False  False   \n",
       "5    True                True           False  False  False  False   \n",
       "6   False               False           False  False  False  False   \n",
       "7   False               False           False  False  False  False   \n",
       "8   False               False           False  False  False  False   \n",
       "9   False                True           False  False  False  False   \n",
       "10  False                True           False  False  False  False   \n",
       "11  False                True           False   True  False  False   \n",
       "12  False                True           False  False  False  False   \n",
       "13  False                True           False  False  False  False   \n",
       "14  False                True           False  False  False  False   \n",
       "15  False               False           False  False  False  False   \n",
       "16  False                True           False  False  False  False   \n",
       "17  False               False           False  False  False  False   \n",
       "18  False                True           False  False  False  False   \n",
       "\n",
       "    Indications/Risk Group NCCN  Primary Site  Metastasis  No. of Nodes  \\\n",
       "0                         False         False       False          True   \n",
       "1                         False         False       False          True   \n",
       "2                         False         False       False          True   \n",
       "3                         False         False       False         False   \n",
       "4                         False         False       False          True   \n",
       "5                         False         False       False          True   \n",
       "6                         False         False       False         False   \n",
       "7                         False         False       False         False   \n",
       "8                          True         False       False          True   \n",
       "9                          True         False       False         False   \n",
       "10                        False         False       False          True   \n",
       "11                        False         False       False          True   \n",
       "12                        False         False       False         False   \n",
       "13                        False         False       False         False   \n",
       "14                         True         False       False          True   \n",
       "15                        False         False       False          True   \n",
       "16                         True         False       False          True   \n",
       "17                        False         False       False          True   \n",
       "18                        False         False       False          True   \n",
       "\n",
       "    Histology/Pathology  Margin    PSA  Gleason  Recurrence  Treatment Intent  \\\n",
       "0                 False    True  False    False       False              True   \n",
       "1                 False    True  False    False       False              True   \n",
       "2                 False    True  False    False       False              True   \n",
       "3                 False    True  False    False       False              True   \n",
       "4                 False    True  False    False       False              True   \n",
       "5                 False    True  False    False       False              True   \n",
       "6                 False    True  False    False        True              True   \n",
       "7                 False    True  False    False        True              True   \n",
       "8                 False    True  False    False        True              True   \n",
       "9                 False    True  False    False       False             False   \n",
       "10                False    True  False    False       False              True   \n",
       "11                False    True   True     True        True              True   \n",
       "12                False    True  False    False       False              True   \n",
       "13                False    True  False    False       False              True   \n",
       "14                False   False  False    False       False             False   \n",
       "15                False   False  False    False       False             False   \n",
       "16                False   False  False    False       False             False   \n",
       "17                False    True  False    False       False             False   \n",
       "18                False   False  False    False       False             False   \n",
       "\n",
       "    Retreat  Prior RT  Surgery  Other Therapies  \n",
       "0      True      True     True             True  \n",
       "1      True      True     True             True  \n",
       "2      True      True     True             True  \n",
       "3      True      True     True             True  \n",
       "4      True      True     True             True  \n",
       "5      True      True     True             True  \n",
       "6     False     False    False             True  \n",
       "7     False     False    False             True  \n",
       "8      True      True     True             True  \n",
       "9     False     False    False             True  \n",
       "10    False     False    False             True  \n",
       "11    False     False    False             True  \n",
       "12     True      True    False             True  \n",
       "13     True      True    False             True  \n",
       "14    False     False    False             True  \n",
       "15    False     False    False             True  \n",
       "16    False     False    False             True  \n",
       "17    False     False    False             True  \n",
       "18    False     False    False             True  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protocol[fields_weights.keys()].isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "53a89120",
   "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>Age</th>\n",
       "      <th>Performance Status</th>\n",
       "      <th>Treatment Site</th>\n",
       "      <th>T</th>\n",
       "      <th>N</th>\n",
       "      <th>M</th>\n",
       "      <th>Indications/Risk Group NCCN</th>\n",
       "      <th>Primary Site</th>\n",
       "      <th>Metastasis</th>\n",
       "      <th>No. of Nodes</th>\n",
       "      <th>Histology/Pathology</th>\n",
       "      <th>Margin</th>\n",
       "      <th>PSA</th>\n",
       "      <th>Gleason</th>\n",
       "      <th>Recurrence</th>\n",
       "      <th>Treatment Intent</th>\n",
       "      <th>Retreat</th>\n",
       "      <th>Prior RT</th>\n",
       "      <th>Surgery</th>\n",
       "      <th>Other Therapies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-4a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Salvage</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.2-2.0</td>\n",
       "      <td>0.2-2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Salvage</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.2-4.0</td>\n",
       "      <td>0.2-4.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate/Pelvis</td>\n",
       "      <td>1c-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate &amp; High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.4-40</td>\n",
       "      <td>2.4-40</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>64 -72</td>\n",
       "      <td>0 - 2 (WHO)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1c-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate &amp; High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-20</td>\n",
       "      <td>5-9</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate/Pelvis</td>\n",
       "      <td>3-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6-252</td>\n",
       "      <td>0.6-252</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1c-2c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6-7</td>\n",
       "      <td>10-20</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>44-85</td>\n",
       "      <td>0-1 (WHO)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1b-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low/Intermediate/High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&lt;30%</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;30</td>\n",
       "      <td>6-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>44-85</td>\n",
       "      <td>0-1 (WHO)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1b-3a</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low/Intermediate/High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&lt;30%</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;30</td>\n",
       "      <td>6-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>46.3-80.3</td>\n",
       "      <td>0 - 2 (ECOG)</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0-x</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-50+</td>\n",
       "      <td>1-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>39-98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1c-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>16.9</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.1-525.5</td>\n",
       "      <td>9-10</td>\n",
       "      <td>No</td>\n",
       "      <td>Curative</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>41-92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1c-2c</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low-intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.09-19.9</td>\n",
       "      <td>I-III (grade)</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Low-intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High-very high</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&gt;20% risk</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.2 (median)</td>\n",
       "      <td>9.8-26.8</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (27% TURP)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>2-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High-very high</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>&gt;20% risk</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.2 (median)</td>\n",
       "      <td>9.8-26.8</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes (27% TURP)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>60-68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>3-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive</td>\n",
       "      <td>&gt;=10</td>\n",
       "      <td>7-10</td>\n",
       "      <td>No</td>\n",
       "      <td>adjuvant/salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>radical prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>44-76.5</td>\n",
       "      <td>0-1</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>3b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive</td>\n",
       "      <td>0.6-137.0</td>\n",
       "      <td>6-9</td>\n",
       "      <td>No</td>\n",
       "      <td>adjuvant/salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>radical prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>64 (median)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate Bed</td>\n",
       "      <td>2-3b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive/Negative</td>\n",
       "      <td>1.0-2.0</td>\n",
       "      <td>8-9</td>\n",
       "      <td>No</td>\n",
       "      <td>salvage</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>prostatectomy</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>49-87 (median)</td>\n",
       "      <td>0-1</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>1b-2b</td>\n",
       "      <td>0-x</td>\n",
       "      <td>0-x</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-20</td>\n",
       "      <td>2-7</td>\n",
       "      <td>No</td>\n",
       "      <td>Definitive</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>58-75 (median)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>3b-4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>High</td>\n",
       "      <td>Prostate</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carcinoma</td>\n",
       "      <td>Positive/Negative</td>\n",
       "      <td>5.8-34.6</td>\n",
       "      <td>9-10</td>\n",
       "      <td>No</td>\n",
       "      <td>Definitive</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Age Performance Status   Treatment Site      T    N    M  \\\n",
       "0              NaN                NaN         Prostate   2-4a    0    0   \n",
       "1              NaN                NaN         Prostate    2-3    0    0   \n",
       "2              NaN                NaN  Prostate/Pelvis  1c-3a    0    0   \n",
       "3           64 -72        0 - 2 (WHO)         Prostate  1c-3a    0    0   \n",
       "4              NaN                NaN  Prostate/Pelvis    3-4    0    0   \n",
       "5              NaN                NaN         Prostate  1c-2c    0    0   \n",
       "6            44-85          0-1 (WHO)         Prostate  1b-3a    0    0   \n",
       "7            44-85          0-1 (WHO)         Prostate  1b-3a    0    0   \n",
       "8        46.3-80.3       0 - 2 (ECOG)         Prostate    2-4  0-x    0   \n",
       "9            39-98                NaN         Prostate   1c-4    0    0   \n",
       "10           41-92                NaN         Prostate  1c-2c    0    0   \n",
       "11              67                NaN         Prostate    NaN    0    0   \n",
       "12              66                NaN         Prostate    2-4    0    0   \n",
       "13              66                NaN         Prostate    2-4    0    0   \n",
       "14           60-68                NaN     Prostate Bed    3-4    0    0   \n",
       "15         44-76.5                0-1     Prostate Bed     3b    0    0   \n",
       "16     64 (median)                NaN     Prostate Bed   2-3b    0    0   \n",
       "17  49-87 (median)                0-1         Prostate  1b-2b  0-x  0-x   \n",
       "18  58-75 (median)                NaN         Prostate   3b-4    0    0   \n",
       "\n",
       "   Indications/Risk Group NCCN Primary Site Metastasis No. of Nodes  \\\n",
       "0                      Salvage     Prostate         No          NaN   \n",
       "1                     Salvage      Prostate         No          NaN   \n",
       "2          Intermediate & High     Prostate         No          NaN   \n",
       "3          Intermediate & High     Prostate         No            0   \n",
       "4                         High     Prostate         No          NaN   \n",
       "5                 Intermediate     Prostate         No          NaN   \n",
       "6        Low/Intermediate/High     Prostate         No         <30%   \n",
       "7        Low/Intermediate/High     Prostate         No         <30%   \n",
       "8                          NaN     Prostate         No          NaN   \n",
       "9                          NaN     Prostate         No         16.9   \n",
       "10            Low-intermediate     Prostate         No          NaN   \n",
       "11            Low-intermediate     Prostate         No          NaN   \n",
       "12              High-very high     Prostate         No    >20% risk   \n",
       "13              High-very high     Prostate         No    >20% risk   \n",
       "14                         NaN     Prostate         No          NaN   \n",
       "15                        High     Prostate         No          NaN   \n",
       "16                         NaN     prostate         No          NaN   \n",
       "17                Intermediate     Prostate         No          NaN   \n",
       "18                        High     Prostate         No          NaN   \n",
       "\n",
       "   Histology/Pathology             Margin            PSA        Gleason  \\\n",
       "0            Carcinoma                NaN        0.2-2.0        0.2-2.0   \n",
       "1            Carcinoma                NaN        0.2-4.0        0.2-4.0   \n",
       "2            Carcinoma                NaN         2.4-40         2.4-40   \n",
       "3            Carcinoma                NaN           0-20            5-9   \n",
       "4            Carcinoma                NaN        0.6-252        0.6-252   \n",
       "5            Carcinoma                NaN            6-7          10-20   \n",
       "6            Carcinoma                NaN            <30            6-8   \n",
       "7            Carcinoma                NaN            <30            6-8   \n",
       "8            Carcinoma                NaN          1-50+           1-10   \n",
       "9            Carcinoma                NaN      0.1-525.5           9-10   \n",
       "10           Carcinoma                NaN      0.09-19.9  I-III (grade)   \n",
       "11           Carcinoma                NaN            NaN            NaN   \n",
       "12           Carcinoma                NaN  28.2 (median)       9.8-26.8   \n",
       "13           Carcinoma                NaN  28.2 (median)       9.8-26.8   \n",
       "14           Carcinoma           Positive           >=10           7-10   \n",
       "15           Carcinoma           Positive      0.6-137.0            6-9   \n",
       "16           Carcinoma  Positive/Negative        1.0-2.0            8-9   \n",
       "17           Carcinoma                NaN          10-20            2-7   \n",
       "18           Carcinoma  Positive/Negative       5.8-34.6           9-10   \n",
       "\n",
       "   Recurrence  Treatment Intent Retreat Prior RT                Surgery  \\\n",
       "0         Yes               NaN     NaN      NaN                    NaN   \n",
       "1         Yes               NaN     NaN      NaN                    NaN   \n",
       "2          No               NaN     NaN      NaN                    NaN   \n",
       "3          No               NaN     NaN      NaN                    NaN   \n",
       "4          No               NaN     NaN      NaN                    NaN   \n",
       "5          No               NaN     NaN      NaN                    NaN   \n",
       "6         NaN               NaN      No       No                     No   \n",
       "7         NaN               NaN      No       No                     No   \n",
       "8         NaN               NaN     NaN      NaN                    NaN   \n",
       "9          No          Curative      No       No                    Yes   \n",
       "10         No               NaN      No       No                     No   \n",
       "11        NaN               NaN      No       No                     No   \n",
       "12         No               NaN     NaN      NaN         Yes (27% TURP)   \n",
       "13         No               NaN     NaN      NaN         Yes (27% TURP)   \n",
       "14         No  adjuvant/salvage      No       No  radical prostatectomy   \n",
       "15         No  adjuvant/salvage      No       No  radical prostatectomy   \n",
       "16         No          salvage       No       No          prostatectomy   \n",
       "17         No        Definitive      No       No                     No   \n",
       "18         No        Definitive      No       No                     No   \n",
       "\n",
       "    Other Therapies  \n",
       "0               NaN  \n",
       "1               NaN  \n",
       "2               NaN  \n",
       "3               NaN  \n",
       "4               NaN  \n",
       "5               NaN  \n",
       "6               NaN  \n",
       "7               NaN  \n",
       "8               NaN  \n",
       "9               NaN  \n",
       "10              NaN  \n",
       "11              NaN  \n",
       "12              NaN  \n",
       "13              NaN  \n",
       "14              NaN  \n",
       "15              NaN  \n",
       "16              NaN  \n",
       "17              NaN  \n",
       "18              NaN  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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   ]
  },
  {
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   "execution_count": null,
   "id": "105c625e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bdb278d6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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