Topic Modeling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import regex as re\n",
    "from collections import defaultdict\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Case</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Abbott v. Perez</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abbott v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Abdur_Rahman v. Bell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Abramski v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Abuelhawa v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Adoptive Couple v. Baby Girl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Advocate Health Care Network v. Stapleton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Aetna Health Inc. v. Davila</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Air Wisconsin Airlines Corp. v. Hoeper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Air _ Liquid Systems Corp. v. DeVries</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Alabama Dept. of Revenue v. CSX Transp., Inc.....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alabama Dept. of Revenue v. CSX Transp., Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alabama Legislative Black Caucus v. Alabama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alabama v. Bozeman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alabama v. North Carolina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alabama v. Shelton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Alaska Dept. of Environmental Conservation v. EPA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alaska v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alexander v. Sandoval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Ali v. Federal Bureau of Prisons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Alice Corp. v. CLS Bank Int’l</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Alleyne v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Allison Engine Co. v. United States Ex Rel. Sa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Already, LLC v. Nike, Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Altria Group, Inc. v. Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1272</th>\n",
       "      <td>Williams-Yulee v. Florida Bar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1273</th>\n",
       "      <td>Williamson v. Mazda Motor of America, Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1274</th>\n",
       "      <td>Wilson v. Sellers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1275</th>\n",
       "      <td>Winkelman v. Parma City School Distr.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1276</th>\n",
       "      <td>Winter v. Natural Resources Defense Council, Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1277</th>\n",
       "      <td>Wisconsin Central Ltd. v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1278</th>\n",
       "      <td>Wisconsin Dept. of Health and Family Servs. v....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>Wisconsin Right to Life, Inc. v. Federal Elect...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>Wittman v. Personhuballah</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>Wood v. Allen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>Wood v. Milyard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>Wood v. Moss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>Woodford v. Garceau</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>Woodford v. Ngo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>Wyeth v. Levine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>Yarborough v. Alvarado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>Yates v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>Yeager v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>Yellow Transp. Inc. v. Michigan, et al</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>Young v. United Parcel Service, Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>Young v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>Zedner v. United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>Zelman v. Simmons-Harris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>Ziglar v. Abbasi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>Zivotofsky v. Clinton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>Zivotofsky v. Kerry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>Zubik v. Burwell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1302 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Case\n",
       "0                            14 Penn Plaza LLC v. Pyett\n",
       "1                                       Abbott v. Perez\n",
       "2                               Abbott v. United States\n",
       "3                             Abdul-Kabir v. Quarterman\n",
       "4                                  Abdur_Rahman v. Bell\n",
       "5                             Abramski v. United States\n",
       "6                            Abuelhawa v. United States\n",
       "7                          Adams v. Florida Power Corp.\n",
       "8                  Adarand Constructors, Inc. v. Mineta\n",
       "9                          Adoptive Couple v. Baby Girl\n",
       "10            Advocate Health Care Network v. Stapleton\n",
       "11                          Aetna Health Inc. v. Davila\n",
       "12    Agency for Int_l Development v. Alliance for O...\n",
       "13               Air Wisconsin Airlines Corp. v. Hoeper\n",
       "14                Air _ Liquid Systems Corp. v. DeVries\n",
       "15    Alabama Dept. of Revenue v. CSX Transp., Inc.....\n",
       "16        Alabama Dept. of Revenue v. CSX Transp., Inc.\n",
       "17          Alabama Legislative Black Caucus v. Alabama\n",
       "18                                   Alabama v. Bozeman\n",
       "19                            Alabama v. North Carolina\n",
       "20                                   Alabama v. Shelton\n",
       "21    Alaska Dept. of Environmental Conservation v. EPA\n",
       "22                              Alaska v. United States\n",
       "23                                Alexander v. Sandoval\n",
       "24                     Ali v. Federal Bureau of Prisons\n",
       "25                        Alice Corp. v. CLS Bank Int’l\n",
       "26                             Alleyne v. United States\n",
       "27    Allison Engine Co. v. United States Ex Rel. Sa...\n",
       "28                           Already, LLC v. Nike, Inc.\n",
       "29                           Altria Group, Inc. v. Good\n",
       "...                                                 ...\n",
       "1272                      Williams-Yulee v. Florida Bar\n",
       "1273         Williamson v. Mazda Motor of America, Inc.\n",
       "1274                                  Wilson v. Sellers\n",
       "1275              Winkelman v. Parma City School Distr.\n",
       "1276  Winter v. Natural Resources Defense Council, Inc.\n",
       "1277            Wisconsin Central Ltd. v. United States\n",
       "1278  Wisconsin Dept. of Health and Family Servs. v....\n",
       "1279  Wisconsin Right to Life, Inc. v. Federal Elect...\n",
       "1280                          Wittman v. Personhuballah\n",
       "1281                                      Wood v. Allen\n",
       "1282                                    Wood v. Milyard\n",
       "1283                                       Wood v. Moss\n",
       "1284                                Woodford v. Garceau\n",
       "1285                                    Woodford v. Ngo\n",
       "1286                                    Wyeth v. Levine\n",
       "1287                             Yarborough v. Alvarado\n",
       "1288                             Yates v. United States\n",
       "1289                            Yeager v. United States\n",
       "1290             Yellow Transp. Inc. v. Michigan, et al\n",
       "1291               Young v. United Parcel Service, Inc.\n",
       "1292                             Young v. United States\n",
       "1293                      Ysursa v. Pocatello Ed. Assn.\n",
       "1294                              Zadvydas v. Underdown\n",
       "1295                            Zedner v. United States\n",
       "1296                           Zelman v. Simmons-Harris\n",
       "1297                                   Ziglar v. Abbasi\n",
       "1298                              Zivotofsky v. Clinton\n",
       "1299                                Zivotofsky v. Kerry\n",
       "1300                                   Zubik v. Burwell\n",
       "1301  Zuni Public School Dist. v. Department of Educ...\n",
       "\n",
       "[1302 rows x 1 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "case_df = pd.read_csv(\"cases.csv\")\n",
    "case_df = pd.DataFrame({\n",
    "    'Case' : case_df[\"title\"]\n",
    "})\n",
    "case_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "act_df = pd.read_csv(\"act_df.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
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       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
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       "      <td>69</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
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       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
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       "      <td>69</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
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       "      <td>69</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
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       "      <td>68</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>review</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>salvatore</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>bargaining</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>right</td>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>individual</td>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>collective</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>court</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>well</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>agreement</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>frederick</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>case</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>employer</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>think</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>employee</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>question</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>chief</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>discrimination</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>scalia</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>claims</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>rights</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65070</th>\n",
       "      <td>65070</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>district</td>\n",
       "      <td>42</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65071</th>\n",
       "      <td>65071</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>statute</td>\n",
       "      <td>42</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65072</th>\n",
       "      <td>65072</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>perpupil</td>\n",
       "      <td>42</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65073</th>\n",
       "      <td>65073</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>districts</td>\n",
       "      <td>41</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65074</th>\n",
       "      <td>65074</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>roberts</td>\n",
       "      <td>39</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65075</th>\n",
       "      <td>65075</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>percentile</td>\n",
       "      <td>37</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65076</th>\n",
       "      <td>65076</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>breyer</td>\n",
       "      <td>36</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65077</th>\n",
       "      <td>65077</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>take</td>\n",
       "      <td>35</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65078</th>\n",
       "      <td>65078</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>scalia</td>\n",
       "      <td>33</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65079</th>\n",
       "      <td>65079</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>one</td>\n",
       "      <td>33</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65080</th>\n",
       "      <td>65080</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>expenditures</td>\n",
       "      <td>33</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65081</th>\n",
       "      <td>65081</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>number</td>\n",
       "      <td>33</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65082</th>\n",
       "      <td>65082</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>percent</td>\n",
       "      <td>32</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65083</th>\n",
       "      <td>65083</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>regulation</td>\n",
       "      <td>31</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65084</th>\n",
       "      <td>65084</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>language</td>\n",
       "      <td>29</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65085</th>\n",
       "      <td>65085</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>leas</td>\n",
       "      <td>29</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65086</th>\n",
       "      <td>65086</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>pupils</td>\n",
       "      <td>29</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65087</th>\n",
       "      <td>65087</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>says</td>\n",
       "      <td>24</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65088</th>\n",
       "      <td>65088</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>pupil</td>\n",
       "      <td>24</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65089</th>\n",
       "      <td>65089</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>say</td>\n",
       "      <td>22</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65090</th>\n",
       "      <td>65090</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>different</td>\n",
       "      <td>22</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65091</th>\n",
       "      <td>65091</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>new</td>\n",
       "      <td>22</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65092</th>\n",
       "      <td>65092</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>education</td>\n",
       "      <td>21</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65093</th>\n",
       "      <td>65093</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>argument</td>\n",
       "      <td>21</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65094</th>\n",
       "      <td>65094</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>manasevit</td>\n",
       "      <td>21</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65095</th>\n",
       "      <td>65095</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>methodology</td>\n",
       "      <td>21</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65096</th>\n",
       "      <td>65096</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>ginsburg</td>\n",
       "      <td>21</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65097</th>\n",
       "      <td>65097</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>could</td>\n",
       "      <td>21</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65098</th>\n",
       "      <td>65098</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>disparity</td>\n",
       "      <td>21</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65099</th>\n",
       "      <td>65099</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>local</td>\n",
       "      <td>20</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0                                               Case  \\\n",
       "0               0                         14 Penn Plaza LLC v. Pyett   \n",
       "1               1                         14 Penn Plaza LLC v. Pyett   \n",
       "2               2                         14 Penn Plaza LLC v. Pyett   \n",
       "3               3                         14 Penn Plaza LLC v. Pyett   \n",
       "4               4                         14 Penn Plaza LLC v. Pyett   \n",
       "5               5                         14 Penn Plaza LLC v. Pyett   \n",
       "6               6                         14 Penn Plaza LLC v. Pyett   \n",
       "7               7                         14 Penn Plaza LLC v. Pyett   \n",
       "8               8                         14 Penn Plaza LLC v. Pyett   \n",
       "9               9                         14 Penn Plaza LLC v. Pyett   \n",
       "10             10                         14 Penn Plaza LLC v. Pyett   \n",
       "11             11                         14 Penn Plaza LLC v. Pyett   \n",
       "12             12                         14 Penn Plaza LLC v. Pyett   \n",
       "13             13                         14 Penn Plaza LLC v. Pyett   \n",
       "14             14                         14 Penn Plaza LLC v. Pyett   \n",
       "15             15                         14 Penn Plaza LLC v. Pyett   \n",
       "16             16                         14 Penn Plaza LLC v. Pyett   \n",
       "17             17                         14 Penn Plaza LLC v. Pyett   \n",
       "18             18                         14 Penn Plaza LLC v. Pyett   \n",
       "19             19                         14 Penn Plaza LLC v. Pyett   \n",
       "20             20                         14 Penn Plaza LLC v. Pyett   \n",
       "21             21                         14 Penn Plaza LLC v. Pyett   \n",
       "22             22                         14 Penn Plaza LLC v. Pyett   \n",
       "23             23                         14 Penn Plaza LLC v. Pyett   \n",
       "24             24                         14 Penn Plaza LLC v. Pyett   \n",
       "25             25                         14 Penn Plaza LLC v. Pyett   \n",
       "26             26                         14 Penn Plaza LLC v. Pyett   \n",
       "27             27                         14 Penn Plaza LLC v. Pyett   \n",
       "28             28                         14 Penn Plaza LLC v. Pyett   \n",
       "29             29                         14 Penn Plaza LLC v. Pyett   \n",
       "...           ...                                                ...   \n",
       "65070       65070  Zuni Public School Dist. v. Department of Educ...   \n",
       "65071       65071  Zuni Public School Dist. v. Department of Educ...   \n",
       "65072       65072  Zuni Public School Dist. v. Department of Educ...   \n",
       "65073       65073  Zuni Public School Dist. v. Department of Educ...   \n",
       "65074       65074  Zuni Public School Dist. v. Department of Educ...   \n",
       "65075       65075  Zuni Public School Dist. v. Department of Educ...   \n",
       "65076       65076  Zuni Public School Dist. v. Department of Educ...   \n",
       "65077       65077  Zuni Public School Dist. v. Department of Educ...   \n",
       "65078       65078  Zuni Public School Dist. v. Department of Educ...   \n",
       "65079       65079  Zuni Public School Dist. v. Department of Educ...   \n",
       "65080       65080  Zuni Public School Dist. v. Department of Educ...   \n",
       "65081       65081  Zuni Public School Dist. v. Department of Educ...   \n",
       "65082       65082  Zuni Public School Dist. v. Department of Educ...   \n",
       "65083       65083  Zuni Public School Dist. v. Department of Educ...   \n",
       "65084       65084  Zuni Public School Dist. v. Department of Educ...   \n",
       "65085       65085  Zuni Public School Dist. v. Department of Educ...   \n",
       "65086       65086  Zuni Public School Dist. v. Department of Educ...   \n",
       "65087       65087  Zuni Public School Dist. v. Department of Educ...   \n",
       "65088       65088  Zuni Public School Dist. v. Department of Educ...   \n",
       "65089       65089  Zuni Public School Dist. v. Department of Educ...   \n",
       "65090       65090  Zuni Public School Dist. v. Department of Educ...   \n",
       "65091       65091  Zuni Public School Dist. v. Department of Educ...   \n",
       "65092       65092  Zuni Public School Dist. v. Department of Educ...   \n",
       "65093       65093  Zuni Public School Dist. v. Department of Educ...   \n",
       "65094       65094  Zuni Public School Dist. v. Department of Educ...   \n",
       "65095       65095  Zuni Public School Dist. v. Department of Educ...   \n",
       "65096       65096  Zuni Public School Dist. v. Department of Educ...   \n",
       "65097       65097  Zuni Public School Dist. v. Department of Educ...   \n",
       "65098       65098  Zuni Public School Dist. v. Department of Educ...   \n",
       "65099       65099  Zuni Public School Dist. v. Department of Educ...   \n",
       "\n",
       "                words  frequencies  Case_ID  \n",
       "0             justice          165        1  \n",
       "1               union          125        1  \n",
       "2             subject           80        1  \n",
       "3               would           74        1  \n",
       "4             company           71        1  \n",
       "5            official           69        1  \n",
       "6               final           69        1  \n",
       "7            alderson           69        1  \n",
       "8           reporting           69        1  \n",
       "9         arbitration           68        1  \n",
       "10             review           65        1  \n",
       "11          salvatore           61        1  \n",
       "12         bargaining           60        1  \n",
       "13              right           51        1  \n",
       "14         individual           51        1  \n",
       "15         collective           50        1  \n",
       "16              court           49        1  \n",
       "17               well           47        1  \n",
       "18          agreement           46        1  \n",
       "19          frederick           44        1  \n",
       "20               case           42        1  \n",
       "21           employer           41        1  \n",
       "22              think           40        1  \n",
       "23           employee           36        1  \n",
       "24           question           35        1  \n",
       "25              chief           32        1  \n",
       "26     discrimination           32        1  \n",
       "27             scalia           32        1  \n",
       "28             claims           30        1  \n",
       "29             rights           28        1  \n",
       "...               ...          ...      ...  \n",
       "65070        district           42     1302  \n",
       "65071         statute           42     1302  \n",
       "65072        perpupil           42     1302  \n",
       "65073       districts           41     1302  \n",
       "65074         roberts           39     1302  \n",
       "65075      percentile           37     1302  \n",
       "65076          breyer           36     1302  \n",
       "65077            take           35     1302  \n",
       "65078          scalia           33     1302  \n",
       "65079             one           33     1302  \n",
       "65080    expenditures           33     1302  \n",
       "65081          number           33     1302  \n",
       "65082         percent           32     1302  \n",
       "65083      regulation           31     1302  \n",
       "65084        language           29     1302  \n",
       "65085            leas           29     1302  \n",
       "65086          pupils           29     1302  \n",
       "65087            says           24     1302  \n",
       "65088           pupil           24     1302  \n",
       "65089             say           22     1302  \n",
       "65090       different           22     1302  \n",
       "65091             new           22     1302  \n",
       "65092       education           21     1302  \n",
       "65093        argument           21     1302  \n",
       "65094       manasevit           21     1302  \n",
       "65095     methodology           21     1302  \n",
       "65096        ginsburg           21     1302  \n",
       "65097           could           21     1302  \n",
       "65098       disparity           21     1302  \n",
       "65099           local           20     1302  \n",
       "\n",
       "[65100 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_df = pd.read_csv('keywords.csv')\n",
    "key_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Topic Modeling\n",
    "--\n",
    "\n",
    "Create a dictionary that contains label as 10 categories of cases, for example, property, relationships, trade licenses, content as the corresponding key words, for example, \"child\",\"mother\" for the category \"relationship\".  Macth each case with the 10 categories to see the frequencies of keywords in each case. The category with the most hitted keyword is the label of the case.\n",
    "\n",
    "The dictionary comes from a research \"READING THE HIGH COURT AT A DISTANCE: TOPIC MODELLING THE LEGAL SUBJECT MATTER AND JUDICIAL ACTIVITY OF THE HIGH COURT OF AUSTRALIA, 1903–2015\", conducted by UNSW Law School. The dictionary was built through an iterative process, first by having intuitive labels based on the dominant words in each topic, and refined by analysing the cases that is categories as certain topic based on the greatest alignment with the topic. \n",
    "\n",
    "Topic = [G, B, Tr, Tra, D, C, J, E, Con]\n",
    "\n",
    "G = \"Government action in relation to immigration\"\n",
    "\n",
    "B = 'Beneficiaries’ rights to property in an estate'\n",
    "\n",
    "Tr = 'Trial process for criminal matters'\n",
    "\n",
    "Tra = 'Trade licencing, regulation and IP'\n",
    "\n",
    "D = 'Damage to persons through injury'\n",
    "\n",
    "C = 'Company financial flows'\n",
    "\n",
    "J = 'Jurisdictional divisions and actions'\n",
    "\n",
    "E = 'Employment entitlements and disputes'\n",
    "\n",
    "L = 'Land contracts and agreements'\n",
    "\n",
    "Con = 'Constitutional actors and relationships'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_df = pd.DataFrame({\n",
    "    'Topic' : [\"Government action in relation to immigration\",\n",
    "               'Beneficiaries’ rights to property in an estate', \n",
    "               'Trial process for criminal matters',\n",
    "               'Trade licensing, regulation and IP',\n",
    "               'Damage to persons through injury',\n",
    "               'Company financial flows',\n",
    "               'Jurisdictional divisions and actions',\n",
    "               'Employment entitlements and disputes',\n",
    "               'Land contracts and agreements',\n",
    "               'Constitutional actors and relationships',\n",
    "              'Other']\n",
    "})\n",
    "topic_df\n",
    "topic_df = topic_df.to_csv('topic_df.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['minister', 'tribunal', 'immigration', 'review', 'protection', 'conduct', 'submission', 'convention', 'child', 'trust', 'property', 'trustee', 'estate', 'wife', 'death', 'husband', 'trial', 'offence', 'criminal', 'jury', 'accused', 'crime', 'police', 'prosecution', 'trade', 'licence', 'board', 'mark', 'sale', 'patent', 'price', 'business', 'damage', 'negligence', 'injury', 'loss', 'liability', 'care', 'reasonable', 'income', 'share', 'commissioner', 'money', 'assessment', 'payment', 'jurisdiction', 'federal', 'judicial', 'applicant', 'hearing', 'officer', 'federal_court', 'document', 'award', 'employee', 'dispute', 'employer', 'industrial', 'employment', 'compensation', 'work', 'land', 'contract', 'agreement', 'lease', 'title', 'owner', 'constitution', 'parliament', 'government', 'regulation', 'territory', 'legislative', 'constitutional'])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "myDict = {}\n",
    "for key in [\"minister\",\"tribunal\",\"immigration\",\"review\", \"protection\",\"conduct\",\"submission\",\"convention\"]:\n",
    "    myDict[key] = 'G'\n",
    "for key in['child', 'trust', 'property', 'trustee', 'estate', 'wife', 'death','husband']:\n",
    "    myDict[key] = 'B'\n",
    "for key in ['trial', 'offence', 'criminal', 'jury', 'accused', 'crime', 'police','prosecution']:\n",
    "    myDict[key] = 'Tr'\n",
    "for key in ['trade', 'licence', 'board', 'mark', 'sale', 'patent', 'price','business']:\n",
    "    myDict[key] = 'Tra'\n",
    "for key in ['damage', 'negligence', 'injury', 'loss', 'liability', 'care','reasonable', 'trial' ]:\n",
    "    myDict[key] = 'D'\n",
    "for key in ['income', 'share', 'commissioner', 'money','assessment', 'business', 'payment']:\n",
    "    myDict[key] = 'C'\n",
    "for key in ['jurisdiction', 'federal', 'judicial', 'applicant', 'hearing', 'officer','federal_court', 'document']:\n",
    "    myDict[key] = 'J'\n",
    "for key in ['award', 'employee', 'dispute', 'employer', 'industrial','employment', 'compensation', 'work']:\n",
    "    myDict[key] = 'E'\n",
    "for key in ['land', 'contract', 'agreement', 'property', 'lease', 'title', 'sale', 'owner']:\n",
    "    myDict[key] = 'L'\n",
    "for key in ['constitution', 'parliament', 'government', 'regulation','territory', 'legislative', 'federal', 'constitutional']:\n",
    "    myDict[key] = 'Con'\n",
    "\n",
    "myDict.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Case</th>\n",
       "      <th>words</th>\n",
       "      <th>frequencies</th>\n",
       "      <th>Case_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>review</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>agreement</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>employer</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>employee</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>122</td>\n",
       "      <td>Abbott v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>149</td>\n",
       "      <td>Abbott v. United States</td>\n",
       "      <td>crime</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>155</td>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "      <td>review</td>\n",
       "      <td>66</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>162</td>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "      <td>jury</td>\n",
       "      <td>57</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>180</td>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "      <td>reasonable</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>246</td>\n",
       "      <td>Abdur_Rahman v. Bell</td>\n",
       "      <td>jurisdiction</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>269</td>\n",
       "      <td>Abramski v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>292</td>\n",
       "      <td>Abramski v. United States</td>\n",
       "      <td>sale</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>313</td>\n",
       "      <td>Abuelhawa v. United States</td>\n",
       "      <td>review</td>\n",
       "      <td>64</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>367</td>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "      <td>reasonable</td>\n",
       "      <td>43</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>368</td>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "      <td>employer</td>\n",
       "      <td>42</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>374</td>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "      <td>title</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>417</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>government</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>436</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>contract</td>\n",
       "      <td>21</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>437</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>compensation</td>\n",
       "      <td>21</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>444</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>business</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>446</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>federal</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>451</td>\n",
       "      <td>Adoptive Couple v. Baby Girl</td>\n",
       "      <td>child</td>\n",
       "      <td>99</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>492</td>\n",
       "      <td>Adoptive Couple v. Baby Girl</td>\n",
       "      <td>federal</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>506</td>\n",
       "      <td>Advocate Health Care Network v. Stapleton</td>\n",
       "      <td>review</td>\n",
       "      <td>76</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>565</td>\n",
       "      <td>Aetna Health Inc. v. Davila</td>\n",
       "      <td>care</td>\n",
       "      <td>48</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>601</td>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "      <td>government</td>\n",
       "      <td>107</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>641</td>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "      <td>federal</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>643</td>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "      <td>money</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>656</td>\n",
       "      <td>Air Wisconsin Airlines Corp. v. Hoeper</td>\n",
       "      <td>jury</td>\n",
       "      <td>73</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>706</td>\n",
       "      <td>Air _ Liquid Systems Corp. v. DeVries</td>\n",
       "      <td>review</td>\n",
       "      <td>76</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64355</th>\n",
       "      <td>64355</td>\n",
       "      <td>Yarborough v. Alvarado</td>\n",
       "      <td>reasonable</td>\n",
       "      <td>52</td>\n",
       "      <td>1288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64388</th>\n",
       "      <td>64388</td>\n",
       "      <td>Yarborough v. Alvarado</td>\n",
       "      <td>police</td>\n",
       "      <td>21</td>\n",
       "      <td>1288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64420</th>\n",
       "      <td>64420</td>\n",
       "      <td>Yates v. United States</td>\n",
       "      <td>document</td>\n",
       "      <td>26</td>\n",
       "      <td>1289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64425</th>\n",
       "      <td>64425</td>\n",
       "      <td>Yates v. United States</td>\n",
       "      <td>federal</td>\n",
       "      <td>22</td>\n",
       "      <td>1289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64450</th>\n",
       "      <td>64450</td>\n",
       "      <td>Yeager v. United States</td>\n",
       "      <td>jury</td>\n",
       "      <td>131</td>\n",
       "      <td>1290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64460</th>\n",
       "      <td>64460</td>\n",
       "      <td>Yeager v. United States</td>\n",
       "      <td>review</td>\n",
       "      <td>59</td>\n",
       "      <td>1290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64462</th>\n",
       "      <td>64462</td>\n",
       "      <td>Yeager v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>55</td>\n",
       "      <td>1290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64543</th>\n",
       "      <td>64543</td>\n",
       "      <td>Yellow Transp. Inc. v. Michigan, et al</td>\n",
       "      <td>agreement</td>\n",
       "      <td>20</td>\n",
       "      <td>1291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64566</th>\n",
       "      <td>64566</td>\n",
       "      <td>Young v. United Parcel Service, Inc.</td>\n",
       "      <td>employer</td>\n",
       "      <td>38</td>\n",
       "      <td>1292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64575</th>\n",
       "      <td>64575</td>\n",
       "      <td>Young v. United Parcel Service, Inc.</td>\n",
       "      <td>work</td>\n",
       "      <td>33</td>\n",
       "      <td>1292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64608</th>\n",
       "      <td>64608</td>\n",
       "      <td>Young v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>60</td>\n",
       "      <td>1293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64656</th>\n",
       "      <td>64656</td>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>government</td>\n",
       "      <td>64</td>\n",
       "      <td>1294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64660</th>\n",
       "      <td>64660</td>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>review</td>\n",
       "      <td>58</td>\n",
       "      <td>1294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64669</th>\n",
       "      <td>64669</td>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>money</td>\n",
       "      <td>33</td>\n",
       "      <td>1294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64687</th>\n",
       "      <td>64687</td>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>federal</td>\n",
       "      <td>22</td>\n",
       "      <td>1294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64726</th>\n",
       "      <td>64726</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>government</td>\n",
       "      <td>36</td>\n",
       "      <td>1295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64738</th>\n",
       "      <td>64738</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>constitutional</td>\n",
       "      <td>28</td>\n",
       "      <td>1295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64745</th>\n",
       "      <td>64745</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>review</td>\n",
       "      <td>26</td>\n",
       "      <td>1295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64746</th>\n",
       "      <td>64746</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>reasonable</td>\n",
       "      <td>25</td>\n",
       "      <td>1295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64747</th>\n",
       "      <td>64747</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>criminal</td>\n",
       "      <td>25</td>\n",
       "      <td>1295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64768</th>\n",
       "      <td>64768</td>\n",
       "      <td>Zedner v. United States</td>\n",
       "      <td>trial</td>\n",
       "      <td>54</td>\n",
       "      <td>1296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64786</th>\n",
       "      <td>64786</td>\n",
       "      <td>Zedner v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>28</td>\n",
       "      <td>1296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64820</th>\n",
       "      <td>64820</td>\n",
       "      <td>Zelman v. Simmons-Harris</td>\n",
       "      <td>money</td>\n",
       "      <td>60</td>\n",
       "      <td>1297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64839</th>\n",
       "      <td>64839</td>\n",
       "      <td>Zelman v. Simmons-Harris</td>\n",
       "      <td>government</td>\n",
       "      <td>28</td>\n",
       "      <td>1297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64853</th>\n",
       "      <td>64853</td>\n",
       "      <td>Ziglar v. Abbasi</td>\n",
       "      <td>review</td>\n",
       "      <td>70</td>\n",
       "      <td>1298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64978</th>\n",
       "      <td>64978</td>\n",
       "      <td>Zivotofsky v. Kerry</td>\n",
       "      <td>government</td>\n",
       "      <td>31</td>\n",
       "      <td>1300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65001</th>\n",
       "      <td>65001</td>\n",
       "      <td>Zubik v. Burwell</td>\n",
       "      <td>government</td>\n",
       "      <td>121</td>\n",
       "      <td>1301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65007</th>\n",
       "      <td>65007</td>\n",
       "      <td>Zubik v. Burwell</td>\n",
       "      <td>review</td>\n",
       "      <td>108</td>\n",
       "      <td>1301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65056</th>\n",
       "      <td>65056</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>review</td>\n",
       "      <td>67</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65083</th>\n",
       "      <td>65083</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>regulation</td>\n",
       "      <td>31</td>\n",
       "      <td>1302</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3118 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0                                               Case  \\\n",
       "10             10                         14 Penn Plaza LLC v. Pyett   \n",
       "18             18                         14 Penn Plaza LLC v. Pyett   \n",
       "21             21                         14 Penn Plaza LLC v. Pyett   \n",
       "23             23                         14 Penn Plaza LLC v. Pyett   \n",
       "122           122                            Abbott v. United States   \n",
       "149           149                            Abbott v. United States   \n",
       "155           155                          Abdul-Kabir v. Quarterman   \n",
       "162           162                          Abdul-Kabir v. Quarterman   \n",
       "180           180                          Abdul-Kabir v. Quarterman   \n",
       "246           246                               Abdur_Rahman v. Bell   \n",
       "269           269                          Abramski v. United States   \n",
       "292           292                          Abramski v. United States   \n",
       "313           313                         Abuelhawa v. United States   \n",
       "367           367                       Adams v. Florida Power Corp.   \n",
       "368           368                       Adams v. Florida Power Corp.   \n",
       "374           374                       Adams v. Florida Power Corp.   \n",
       "417           417               Adarand Constructors, Inc. v. Mineta   \n",
       "436           436               Adarand Constructors, Inc. v. Mineta   \n",
       "437           437               Adarand Constructors, Inc. v. Mineta   \n",
       "444           444               Adarand Constructors, Inc. v. Mineta   \n",
       "446           446               Adarand Constructors, Inc. v. Mineta   \n",
       "451           451                       Adoptive Couple v. Baby Girl   \n",
       "492           492                       Adoptive Couple v. Baby Girl   \n",
       "506           506          Advocate Health Care Network v. Stapleton   \n",
       "565           565                        Aetna Health Inc. v. Davila   \n",
       "601           601  Agency for Int_l Development v. Alliance for O...   \n",
       "641           641  Agency for Int_l Development v. Alliance for O...   \n",
       "643           643  Agency for Int_l Development v. Alliance for O...   \n",
       "656           656             Air Wisconsin Airlines Corp. v. Hoeper   \n",
       "706           706              Air _ Liquid Systems Corp. v. DeVries   \n",
       "...           ...                                                ...   \n",
       "64355       64355                             Yarborough v. Alvarado   \n",
       "64388       64388                             Yarborough v. Alvarado   \n",
       "64420       64420                             Yates v. United States   \n",
       "64425       64425                             Yates v. United States   \n",
       "64450       64450                            Yeager v. United States   \n",
       "64460       64460                            Yeager v. United States   \n",
       "64462       64462                            Yeager v. United States   \n",
       "64543       64543             Yellow Transp. Inc. v. Michigan, et al   \n",
       "64566       64566               Young v. United Parcel Service, Inc.   \n",
       "64575       64575               Young v. United Parcel Service, Inc.   \n",
       "64608       64608                             Young v. United States   \n",
       "64656       64656                      Ysursa v. Pocatello Ed. Assn.   \n",
       "64660       64660                      Ysursa v. Pocatello Ed. Assn.   \n",
       "64669       64669                      Ysursa v. Pocatello Ed. Assn.   \n",
       "64687       64687                      Ysursa v. Pocatello Ed. Assn.   \n",
       "64726       64726                              Zadvydas v. Underdown   \n",
       "64738       64738                              Zadvydas v. Underdown   \n",
       "64745       64745                              Zadvydas v. Underdown   \n",
       "64746       64746                              Zadvydas v. Underdown   \n",
       "64747       64747                              Zadvydas v. Underdown   \n",
       "64768       64768                            Zedner v. United States   \n",
       "64786       64786                            Zedner v. United States   \n",
       "64820       64820                           Zelman v. Simmons-Harris   \n",
       "64839       64839                           Zelman v. Simmons-Harris   \n",
       "64853       64853                                   Ziglar v. Abbasi   \n",
       "64978       64978                                Zivotofsky v. Kerry   \n",
       "65001       65001                                   Zubik v. Burwell   \n",
       "65007       65007                                   Zubik v. Burwell   \n",
       "65056       65056  Zuni Public School Dist. v. Department of Educ...   \n",
       "65083       65083  Zuni Public School Dist. v. Department of Educ...   \n",
       "\n",
       "                words  frequencies  Case_ID  \n",
       "10             review           65        1  \n",
       "18          agreement           46        1  \n",
       "21           employer           41        1  \n",
       "23           employee           36        1  \n",
       "122        government           32        3  \n",
       "149             crime           18        3  \n",
       "155            review           66        4  \n",
       "162              jury           57        4  \n",
       "180        reasonable           25        4  \n",
       "246      jurisdiction           18        5  \n",
       "269        government           38        6  \n",
       "292              sale           21        6  \n",
       "313            review           64        7  \n",
       "367        reasonable           43        8  \n",
       "368          employer           42        8  \n",
       "374             title           32        8  \n",
       "417        government           34        9  \n",
       "436          contract           21        9  \n",
       "437      compensation           21        9  \n",
       "444          business           16        9  \n",
       "446           federal           15        9  \n",
       "451             child           99       10  \n",
       "492           federal           23       10  \n",
       "506            review           76       11  \n",
       "565              care           48       12  \n",
       "601        government          107       13  \n",
       "641           federal           18       13  \n",
       "643             money           18       13  \n",
       "656              jury           73       14  \n",
       "706            review           76       15  \n",
       "...               ...          ...      ...  \n",
       "64355      reasonable           52     1288  \n",
       "64388          police           21     1288  \n",
       "64420        document           26     1289  \n",
       "64425         federal           22     1289  \n",
       "64450            jury          131     1290  \n",
       "64460          review           59     1290  \n",
       "64462      government           55     1290  \n",
       "64543       agreement           20     1291  \n",
       "64566        employer           38     1292  \n",
       "64575            work           33     1292  \n",
       "64608      government           60     1293  \n",
       "64656      government           64     1294  \n",
       "64660          review           58     1294  \n",
       "64669           money           33     1294  \n",
       "64687         federal           22     1294  \n",
       "64726      government           36     1295  \n",
       "64738  constitutional           28     1295  \n",
       "64745          review           26     1295  \n",
       "64746      reasonable           25     1295  \n",
       "64747        criminal           25     1295  \n",
       "64768           trial           54     1296  \n",
       "64786      government           28     1296  \n",
       "64820           money           60     1297  \n",
       "64839      government           28     1297  \n",
       "64853          review           70     1298  \n",
       "64978      government           31     1300  \n",
       "65001      government          121     1301  \n",
       "65007          review          108     1301  \n",
       "65056          review           67     1302  \n",
       "65083      regulation           31     1302  \n",
       "\n",
       "[3118 rows x 5 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "    k = key_df.loc[\n",
    "    (key_df['words'] == 'minister')|\n",
    "    (key_df['words'] == 'tribunal')|\n",
    "    (key_df['words'] == 'immigration')|\n",
    "    (key_df['words'] == 'review')|\n",
    "    (key_df['words'] == 'protection')|\n",
    "    (key_df['words'] == 'conduct')|\n",
    "    (key_df['words'] == 'submission')|\n",
    "    (key_df['words'] == 'convention')|\n",
    "    (key_df['words'] == 'child')|\n",
    "    (key_df['words'] == 'trust')|\n",
    "    (key_df['words'] == 'property')|\n",
    "    (key_df['words'] == 'trustee')|\n",
    "    (key_df['words'] == 'estate')|\n",
    "    (key_df['words'] == 'wife')|\n",
    "    (key_df['words'] == 'death')|\n",
    "    (key_df['words'] == 'husband')|\n",
    "    (key_df['words'] == 'trial')|\n",
    "    (key_df['words'] == 'offence')|\n",
    "    (key_df['words'] == 'criminal')|\n",
    "    (key_df['words'] == 'jury')|\n",
    "    (key_df['words'] == 'accused')|\n",
    "    (key_df['words'] == 'crime')|\n",
    "    (key_df['words'] == 'police')|\n",
    "    (key_df['words'] == 'prosecution')|\n",
    "    (key_df['words'] == 'trade')|\n",
    "    (key_df['words'] == 'licence')|\n",
    "    (key_df['words'] == 'board')|\n",
    "    (key_df['words'] == 'mark')|\n",
    "    (key_df['words'] == 'sale')|\n",
    "    (key_df['words'] == 'patent')|\n",
    "    (key_df['words'] == 'price')|\n",
    "    (key_df['words'] == 'business')|\n",
    "    (key_df['words'] == 'damage')|\n",
    "    (key_df['words'] == 'negligence')|\n",
    "    (key_df['words'] == 'injury')|\n",
    "    (key_df['words'] == 'loss')|\n",
    "    (key_df['words'] == 'liability')|\n",
    "    (key_df['words'] == 'care')|\n",
    "    (key_df['words'] == 'reasonable')|\n",
    "    (key_df['words'] == 'income')|\n",
    "    (key_df['words'] == 'share')|\n",
    "    (key_df['words'] == 'commissioner')|\n",
    "    (key_df['words'] == 'money')|\n",
    "    (key_df['words'] == 'assessment')|\n",
    "    (key_df['words'] == 'payment')|\n",
    "    (key_df['words'] == 'jurisdiction')|\n",
    "    (key_df['words'] == 'federal')|\n",
    "    (key_df['words'] == 'judicial')|\n",
    "    (key_df['words'] == 'applicant')|\n",
    "    (key_df['words'] == 'hearing')|\n",
    "    (key_df['words'] == 'officer')|\n",
    "    (key_df['words'] == 'federal_court')|\n",
    "    (key_df['words'] == 'document')|\n",
    "    (key_df['words'] == 'award')|\n",
    "    (key_df['words'] == 'employee')|\n",
    "    (key_df['words'] == 'dispute')|\n",
    "    (key_df['words'] == 'employer')|\n",
    "    (key_df['words'] == 'industrial')|\n",
    "    (key_df['words'] == 'employment')|\n",
    "    (key_df['words'] == 'compensation')|\n",
    "    (key_df['words'] == 'work')|\n",
    "    (key_df['words'] == 'land')|\n",
    "    (key_df['words'] == 'contract')|\n",
    "    (key_df['words'] == 'agreement')|\n",
    "    (key_df['words'] == 'lease')|\n",
    "    (key_df['words'] == 'title')|\n",
    "    (key_df['words'] == 'owner')|\n",
    "    (key_df['words'] == 'constitution')|\n",
    "    (key_df['words'] == 'parliament')|\n",
    "    (key_df['words'] == 'government')|\n",
    "    (key_df['words'] == 'regulation')|\n",
    "    (key_df['words'] == 'territory')|\n",
    "    (key_df['words'] == 'legislative')|\n",
    "    (key_df['words'] == 'constitutional')\n",
    "]\n",
    "k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Case</th>\n",
       "      <th>words</th>\n",
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       "      <th>G</th>\n",
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       "      <th>Con</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>review</td>\n",
       "      <td>65</td>\n",
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       "      <td>18</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>agreement</td>\n",
       "      <td>46</td>\n",
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       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>employer</td>\n",
       "      <td>41</td>\n",
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       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>employee</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
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       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>122</td>\n",
       "      <td>Abbott v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>149</td>\n",
       "      <td>Abbott v. United States</td>\n",
       "      <td>crime</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>155</td>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "      <td>review</td>\n",
       "      <td>66</td>\n",
       "      <td>4</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>162</td>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "      <td>jury</td>\n",
       "      <td>57</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
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       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>180</td>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "      <td>reasonable</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>246</td>\n",
       "      <td>Abdur_Rahman v. Bell</td>\n",
       "      <td>jurisdiction</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>269</td>\n",
       "      <td>Abramski v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>292</td>\n",
       "      <td>Abramski v. United States</td>\n",
       "      <td>sale</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>313</td>\n",
       "      <td>Abuelhawa v. United States</td>\n",
       "      <td>review</td>\n",
       "      <td>64</td>\n",
       "      <td>7</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>367</td>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "      <td>reasonable</td>\n",
       "      <td>43</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>368</td>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "      <td>employer</td>\n",
       "      <td>42</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>374</td>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "      <td>title</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>417</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>government</td>\n",
       "      <td>34</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>436</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>contract</td>\n",
       "      <td>21</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>437</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>compensation</td>\n",
       "      <td>21</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>444</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>business</td>\n",
       "      <td>16</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>446</td>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>federal</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>451</td>\n",
       "      <td>Adoptive Couple v. Baby Girl</td>\n",
       "      <td>child</td>\n",
       "      <td>99</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>492</td>\n",
       "      <td>Adoptive Couple v. Baby Girl</td>\n",
       "      <td>federal</td>\n",
       "      <td>23</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>506</td>\n",
       "      <td>Advocate Health Care Network v. Stapleton</td>\n",
       "      <td>review</td>\n",
       "      <td>76</td>\n",
       "      <td>11</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>565</td>\n",
       "      <td>Aetna Health Inc. v. Davila</td>\n",
       "      <td>care</td>\n",
       "      <td>48</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>601</td>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "      <td>government</td>\n",
       "      <td>107</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>641</td>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "      <td>federal</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>643</td>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "      <td>money</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>656</td>\n",
       "      <td>Air Wisconsin Airlines Corp. v. Hoeper</td>\n",
       "      <td>jury</td>\n",
       "      <td>73</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>706</td>\n",
       "      <td>Air _ Liquid Systems Corp. v. DeVries</td>\n",
       "      <td>review</td>\n",
       "      <td>76</td>\n",
       "      <td>15</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64355</th>\n",
       "      <td>64355</td>\n",
       "      <td>Yarborough v. Alvarado</td>\n",
       "      <td>reasonable</td>\n",
       "      <td>52</td>\n",
       "      <td>1288</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64388</th>\n",
       "      <td>64388</td>\n",
       "      <td>Yarborough v. Alvarado</td>\n",
       "      <td>police</td>\n",
       "      <td>21</td>\n",
       "      <td>1288</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64420</th>\n",
       "      <td>64420</td>\n",
       "      <td>Yates v. United States</td>\n",
       "      <td>document</td>\n",
       "      <td>26</td>\n",
       "      <td>1289</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64425</th>\n",
       "      <td>64425</td>\n",
       "      <td>Yates v. United States</td>\n",
       "      <td>federal</td>\n",
       "      <td>22</td>\n",
       "      <td>1289</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64450</th>\n",
       "      <td>64450</td>\n",
       "      <td>Yeager v. United States</td>\n",
       "      <td>jury</td>\n",
       "      <td>131</td>\n",
       "      <td>1290</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64460</th>\n",
       "      <td>64460</td>\n",
       "      <td>Yeager v. United States</td>\n",
       "      <td>review</td>\n",
       "      <td>59</td>\n",
       "      <td>1290</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64462</th>\n",
       "      <td>64462</td>\n",
       "      <td>Yeager v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>55</td>\n",
       "      <td>1290</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64543</th>\n",
       "      <td>64543</td>\n",
       "      <td>Yellow Transp. Inc. v. Michigan, et al</td>\n",
       "      <td>agreement</td>\n",
       "      <td>20</td>\n",
       "      <td>1291</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64566</th>\n",
       "      <td>64566</td>\n",
       "      <td>Young v. United Parcel Service, Inc.</td>\n",
       "      <td>employer</td>\n",
       "      <td>38</td>\n",
       "      <td>1292</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64575</th>\n",
       "      <td>64575</td>\n",
       "      <td>Young v. United Parcel Service, Inc.</td>\n",
       "      <td>work</td>\n",
       "      <td>33</td>\n",
       "      <td>1292</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64608</th>\n",
       "      <td>64608</td>\n",
       "      <td>Young v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>60</td>\n",
       "      <td>1293</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64656</th>\n",
       "      <td>64656</td>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>government</td>\n",
       "      <td>64</td>\n",
       "      <td>1294</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64660</th>\n",
       "      <td>64660</td>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>review</td>\n",
       "      <td>58</td>\n",
       "      <td>1294</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64669</th>\n",
       "      <td>64669</td>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>money</td>\n",
       "      <td>33</td>\n",
       "      <td>1294</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64687</th>\n",
       "      <td>64687</td>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>federal</td>\n",
       "      <td>22</td>\n",
       "      <td>1294</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64726</th>\n",
       "      <td>64726</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>government</td>\n",
       "      <td>36</td>\n",
       "      <td>1295</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64738</th>\n",
       "      <td>64738</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>constitutional</td>\n",
       "      <td>28</td>\n",
       "      <td>1295</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64745</th>\n",
       "      <td>64745</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>review</td>\n",
       "      <td>26</td>\n",
       "      <td>1295</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64746</th>\n",
       "      <td>64746</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>reasonable</td>\n",
       "      <td>25</td>\n",
       "      <td>1295</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64747</th>\n",
       "      <td>64747</td>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>criminal</td>\n",
       "      <td>25</td>\n",
       "      <td>1295</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64768</th>\n",
       "      <td>64768</td>\n",
       "      <td>Zedner v. United States</td>\n",
       "      <td>trial</td>\n",
       "      <td>54</td>\n",
       "      <td>1296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64786</th>\n",
       "      <td>64786</td>\n",
       "      <td>Zedner v. United States</td>\n",
       "      <td>government</td>\n",
       "      <td>28</td>\n",
       "      <td>1296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64820</th>\n",
       "      <td>64820</td>\n",
       "      <td>Zelman v. Simmons-Harris</td>\n",
       "      <td>money</td>\n",
       "      <td>60</td>\n",
       "      <td>1297</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64839</th>\n",
       "      <td>64839</td>\n",
       "      <td>Zelman v. Simmons-Harris</td>\n",
       "      <td>government</td>\n",
       "      <td>28</td>\n",
       "      <td>1297</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64853</th>\n",
       "      <td>64853</td>\n",
       "      <td>Ziglar v. Abbasi</td>\n",
       "      <td>review</td>\n",
       "      <td>70</td>\n",
       "      <td>1298</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64978</th>\n",
       "      <td>64978</td>\n",
       "      <td>Zivotofsky v. Kerry</td>\n",
       "      <td>government</td>\n",
       "      <td>31</td>\n",
       "      <td>1300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65001</th>\n",
       "      <td>65001</td>\n",
       "      <td>Zubik v. Burwell</td>\n",
       "      <td>government</td>\n",
       "      <td>121</td>\n",
       "      <td>1301</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65007</th>\n",
       "      <td>65007</td>\n",
       "      <td>Zubik v. Burwell</td>\n",
       "      <td>review</td>\n",
       "      <td>108</td>\n",
       "      <td>1301</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65056</th>\n",
       "      <td>65056</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>review</td>\n",
       "      <td>67</td>\n",
       "      <td>1302</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65083</th>\n",
       "      <td>65083</td>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>regulation</td>\n",
       "      <td>31</td>\n",
       "      <td>1302</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3118 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0                                               Case  \\\n",
       "10             10                         14 Penn Plaza LLC v. Pyett   \n",
       "18             18                         14 Penn Plaza LLC v. Pyett   \n",
       "21             21                         14 Penn Plaza LLC v. Pyett   \n",
       "23             23                         14 Penn Plaza LLC v. Pyett   \n",
       "122           122                            Abbott v. United States   \n",
       "149           149                            Abbott v. United States   \n",
       "155           155                          Abdul-Kabir v. Quarterman   \n",
       "162           162                          Abdul-Kabir v. Quarterman   \n",
       "180           180                          Abdul-Kabir v. Quarterman   \n",
       "246           246                               Abdur_Rahman v. Bell   \n",
       "269           269                          Abramski v. United States   \n",
       "292           292                          Abramski v. United States   \n",
       "313           313                         Abuelhawa v. United States   \n",
       "367           367                       Adams v. Florida Power Corp.   \n",
       "368           368                       Adams v. Florida Power Corp.   \n",
       "374           374                       Adams v. Florida Power Corp.   \n",
       "417           417               Adarand Constructors, Inc. v. Mineta   \n",
       "436           436               Adarand Constructors, Inc. v. Mineta   \n",
       "437           437               Adarand Constructors, Inc. v. Mineta   \n",
       "444           444               Adarand Constructors, Inc. v. Mineta   \n",
       "446           446               Adarand Constructors, Inc. v. Mineta   \n",
       "451           451                       Adoptive Couple v. Baby Girl   \n",
       "492           492                       Adoptive Couple v. Baby Girl   \n",
       "506           506          Advocate Health Care Network v. Stapleton   \n",
       "565           565                        Aetna Health Inc. v. Davila   \n",
       "601           601  Agency for Int_l Development v. Alliance for O...   \n",
       "641           641  Agency for Int_l Development v. Alliance for O...   \n",
       "643           643  Agency for Int_l Development v. Alliance for O...   \n",
       "656           656             Air Wisconsin Airlines Corp. v. Hoeper   \n",
       "706           706              Air _ Liquid Systems Corp. v. DeVries   \n",
       "...           ...                                                ...   \n",
       "64355       64355                             Yarborough v. Alvarado   \n",
       "64388       64388                             Yarborough v. Alvarado   \n",
       "64420       64420                             Yates v. United States   \n",
       "64425       64425                             Yates v. United States   \n",
       "64450       64450                            Yeager v. United States   \n",
       "64460       64460                            Yeager v. United States   \n",
       "64462       64462                            Yeager v. United States   \n",
       "64543       64543             Yellow Transp. Inc. v. Michigan, et al   \n",
       "64566       64566               Young v. United Parcel Service, Inc.   \n",
       "64575       64575               Young v. United Parcel Service, Inc.   \n",
       "64608       64608                             Young v. United States   \n",
       "64656       64656                      Ysursa v. Pocatello Ed. Assn.   \n",
       "64660       64660                      Ysursa v. Pocatello Ed. Assn.   \n",
       "64669       64669                      Ysursa v. Pocatello Ed. Assn.   \n",
       "64687       64687                      Ysursa v. Pocatello Ed. Assn.   \n",
       "64726       64726                              Zadvydas v. Underdown   \n",
       "64738       64738                              Zadvydas v. Underdown   \n",
       "64745       64745                              Zadvydas v. Underdown   \n",
       "64746       64746                              Zadvydas v. Underdown   \n",
       "64747       64747                              Zadvydas v. Underdown   \n",
       "64768       64768                            Zedner v. United States   \n",
       "64786       64786                            Zedner v. United States   \n",
       "64820       64820                           Zelman v. Simmons-Harris   \n",
       "64839       64839                           Zelman v. Simmons-Harris   \n",
       "64853       64853                                   Ziglar v. Abbasi   \n",
       "64978       64978                                Zivotofsky v. Kerry   \n",
       "65001       65001                                   Zubik v. Burwell   \n",
       "65007       65007                                   Zubik v. Burwell   \n",
       "65056       65056  Zuni Public School Dist. v. Department of Educ...   \n",
       "65083       65083  Zuni Public School Dist. v. Department of Educ...   \n",
       "\n",
       "                words  frequencies  Case_ID    G   B   Tr  Tra   D   C   J  \\\n",
       "10             review           65        1   65   0    0    0   0   0   0   \n",
       "18          agreement           46        1    0   0    0    0   0   0   0   \n",
       "21           employer           41        1    0   0    0    0   0   0   0   \n",
       "23           employee           36        1    0   0    0    0   0   0   0   \n",
       "122        government           32        3    0   0    0    0   0   0   0   \n",
       "149             crime           18        3    0   0   18    0   0   0   0   \n",
       "155            review           66        4   66   0    0    0   0   0   0   \n",
       "162              jury           57        4    0   0   57    0   0   0   0   \n",
       "180        reasonable           25        4    0   0    0    0  25   0   0   \n",
       "246      jurisdiction           18        5    0   0    0    0   0   0  18   \n",
       "269        government           38        6    0   0    0    0   0   0   0   \n",
       "292              sale           21        6    0   0    0    0   0   0   0   \n",
       "313            review           64        7   64   0    0    0   0   0   0   \n",
       "367        reasonable           43        8    0   0    0    0  43   0   0   \n",
       "368          employer           42        8    0   0    0    0   0   0   0   \n",
       "374             title           32        8    0   0    0    0   0   0   0   \n",
       "417        government           34        9    0   0    0    0   0   0   0   \n",
       "436          contract           21        9    0   0    0    0   0   0   0   \n",
       "437      compensation           21        9    0   0    0    0   0   0   0   \n",
       "444          business           16        9    0   0    0    0   0  16   0   \n",
       "446           federal           15        9    0   0    0    0   0   0   0   \n",
       "451             child           99       10    0  99    0    0   0   0   0   \n",
       "492           federal           23       10    0   0    0    0   0   0   0   \n",
       "506            review           76       11   76   0    0    0   0   0   0   \n",
       "565              care           48       12    0   0    0    0  48   0   0   \n",
       "601        government          107       13    0   0    0    0   0   0   0   \n",
       "641           federal           18       13    0   0    0    0   0   0   0   \n",
       "643             money           18       13    0   0    0    0   0  18   0   \n",
       "656              jury           73       14    0   0   73    0   0   0   0   \n",
       "706            review           76       15   76   0    0    0   0   0   0   \n",
       "...               ...          ...      ...  ...  ..  ...  ...  ..  ..  ..   \n",
       "64355      reasonable           52     1288    0   0    0    0  52   0   0   \n",
       "64388          police           21     1288    0   0   21    0   0   0   0   \n",
       "64420        document           26     1289    0   0    0    0   0   0  26   \n",
       "64425         federal           22     1289    0   0    0    0   0   0   0   \n",
       "64450            jury          131     1290    0   0  131    0   0   0   0   \n",
       "64460          review           59     1290   59   0    0    0   0   0   0   \n",
       "64462      government           55     1290    0   0    0    0   0   0   0   \n",
       "64543       agreement           20     1291    0   0    0    0   0   0   0   \n",
       "64566        employer           38     1292    0   0    0    0   0   0   0   \n",
       "64575            work           33     1292    0   0    0    0   0   0   0   \n",
       "64608      government           60     1293    0   0    0    0   0   0   0   \n",
       "64656      government           64     1294    0   0    0    0   0   0   0   \n",
       "64660          review           58     1294   58   0    0    0   0   0   0   \n",
       "64669           money           33     1294    0   0    0    0   0  33   0   \n",
       "64687         federal           22     1294    0   0    0    0   0   0   0   \n",
       "64726      government           36     1295    0   0    0    0   0   0   0   \n",
       "64738  constitutional           28     1295    0   0    0    0   0   0   0   \n",
       "64745          review           26     1295   26   0    0    0   0   0   0   \n",
       "64746      reasonable           25     1295    0   0    0    0  25   0   0   \n",
       "64747        criminal           25     1295    0   0   25    0   0   0   0   \n",
       "64768           trial           54     1296    0   0    0    0  54   0   0   \n",
       "64786      government           28     1296    0   0    0    0   0   0   0   \n",
       "64820           money           60     1297    0   0    0    0   0  60   0   \n",
       "64839      government           28     1297    0   0    0    0   0   0   0   \n",
       "64853          review           70     1298   70   0    0    0   0   0   0   \n",
       "64978      government           31     1300    0   0    0    0   0   0   0   \n",
       "65001      government          121     1301    0   0    0    0   0   0   0   \n",
       "65007          review          108     1301  108   0    0    0   0   0   0   \n",
       "65056          review           67     1302   67   0    0    0   0   0   0   \n",
       "65083      regulation           31     1302    0   0    0    0   0   0   0   \n",
       "\n",
       "        E   L  Con  \n",
       "10      0   0    0  \n",
       "18      0  46    0  \n",
       "21     41   0    0  \n",
       "23     36   0    0  \n",
       "122     0   0   32  \n",
       "149     0   0    0  \n",
       "155     0   0    0  \n",
       "162     0   0    0  \n",
       "180     0   0    0  \n",
       "246     0   0    0  \n",
       "269     0   0   38  \n",
       "292     0  21    0  \n",
       "313     0   0    0  \n",
       "367     0   0    0  \n",
       "368    42   0    0  \n",
       "374     0  32    0  \n",
       "417     0   0   34  \n",
       "436     0  21    0  \n",
       "437    21   0    0  \n",
       "444     0   0    0  \n",
       "446     0   0   15  \n",
       "451     0   0    0  \n",
       "492     0   0   23  \n",
       "506     0   0    0  \n",
       "565     0   0    0  \n",
       "601     0   0  107  \n",
       "641     0   0   18  \n",
       "643     0   0    0  \n",
       "656     0   0    0  \n",
       "706     0   0    0  \n",
       "...    ..  ..  ...  \n",
       "64355   0   0    0  \n",
       "64388   0   0    0  \n",
       "64420   0   0    0  \n",
       "64425   0   0   22  \n",
       "64450   0   0    0  \n",
       "64460   0   0    0  \n",
       "64462   0   0   55  \n",
       "64543   0  20    0  \n",
       "64566  38   0    0  \n",
       "64575  33   0    0  \n",
       "64608   0   0   60  \n",
       "64656   0   0   64  \n",
       "64660   0   0    0  \n",
       "64669   0   0    0  \n",
       "64687   0   0   22  \n",
       "64726   0   0   36  \n",
       "64738   0   0   28  \n",
       "64745   0   0    0  \n",
       "64746   0   0    0  \n",
       "64747   0   0    0  \n",
       "64768   0   0    0  \n",
       "64786   0   0   28  \n",
       "64820   0   0    0  \n",
       "64839   0   0   28  \n",
       "64853   0   0    0  \n",
       "64978   0   0   31  \n",
       "65001   0   0  121  \n",
       "65007   0   0    0  \n",
       "65056   0   0    0  \n",
       "65083   0   0   31  \n",
       "\n",
       "[3118 rows x 15 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k = k.assign(G = 0, B = 0, Tr = 0, Tra = 0, D = 0, C = 0, J = 0, E = 0, L = 0, Con = 0)\n",
    "Topic = ['G', 'B', 'Tr', 'Tra', 'D','C', 'J', 'E', 'L', 'Con']\n",
    "\n",
    "threshold = 10\n",
    "\n",
    "for index, row in k.iterrows():\n",
    "    for i in Topic: \n",
    "        if (myDict[row['words']] == i and row['frequencies'] > threshold):\n",
    "            k.at[index, i] = row['frequencies']\n",
    "k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_k = k[['Case','G','B','Tr','Tra','D','C','E','J','L','Con']]\n",
    "new_k = new_k.pivot_table(new_k, index=[\"Case\"], aggfunc=np.sum)\n",
    "new_k = new_k.reset_index(level=['Case'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Case</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>Con</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "      <th>G</th>\n",
       "      <th>J</th>\n",
       "      <th>L</th>\n",
       "      <th>Tr</th>\n",
       "      <th>Tra</th>\n",
       "      <th>Topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>77</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AT_T Corp. v. Hulteen</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AT_T Mobility LLC v. Concepcion</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abbott v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Abdur_Rahman v. Bell</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>J</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Abramski v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Abuelhawa v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Adoptive Couple v. Baby Girl</td>\n",
       "      <td>99</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Advocate Health Care Network v. Stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aetna Health Inc. v. Davila</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Air Wisconsin Airlines Corp. v. Hoeper</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>Tr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Air _ Liquid Systems Corp. v. DeVries</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alabama v. Bozeman</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alabama v. North Carolina</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alabama v. Shelton</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>Tr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alaska Dept. of Environmental Conservation v. EPA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alexander v. Sandoval</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ali v. Federal Bureau of Prisons</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>68</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alice Corp. v. CLS Bank Int’l</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>Tra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alleyne v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>Tr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Allison Engine Co. v. United States Ex Rel. Sa...</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>238</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Already, LLC v. Nike, Inc.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Altria Group, Inc. v. Good</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alvarez v. Smith</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>88</td>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>American Elec. Power Co. v. Connecticut</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>American Express Co. v. Italian Colors Restaurant</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>Wilkinson v. Dotson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>J</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>Will v. Hallock</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>Williams v. Pennsylvania</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>Williams-Yulee v. Florida Bar</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>Williamson v. Mazda Motor of America, Inc.</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>Wilson v. Sellers</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>Winkelman v. Parma City School Distr.</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>Winter v. Natural Resources Defense Council, Inc.</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>Wisconsin Central Ltd. v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>Wisconsin Dept. of Health and Family Servs. v....</td>\n",
       "      <td>0</td>\n",
       "      <td>143</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>Wisconsin Right to Life, Inc. v. Federal Elect...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>Wittman v. Personhuballah</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>Wood v. Allen</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>Woodford v. Ngo</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>Wyeth v. Levine</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1185</th>\n",
       "      <td>Yarborough v. Alvarado</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>Yates v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>J</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1187</th>\n",
       "      <td>Yeager v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>Tr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1188</th>\n",
       "      <td>Yellow Transp. Inc. v. Michigan, et al</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1189</th>\n",
       "      <td>Young v. United Parcel Service, Inc.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190</th>\n",
       "      <td>Young v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>Zedner v. United States</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>Zelman v. Simmons-Harris</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>Ziglar v. Abbasi</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1196</th>\n",
       "      <td>Zivotofsky v. Kerry</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>Zubik v. Burwell</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Con</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198</th>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1199</th>\n",
       "      <td>eBay Inc. v. MercExchange, L.L.C.</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>Tra</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1200 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Case   B    C  Con   D   E  \\\n",
       "0                            14 Penn Plaza LLC v. Pyett   0    0    0   0  77   \n",
       "1                                 AT_T Corp. v. Hulteen   0    0    0   0   0   \n",
       "2                       AT_T Mobility LLC v. Concepcion   0    0    0   0   0   \n",
       "3                               Abbott v. United States   0    0   32   0   0   \n",
       "4                             Abdul-Kabir v. Quarterman   0    0    0  25   0   \n",
       "5                                  Abdur_Rahman v. Bell   0    0    0   0   0   \n",
       "6                             Abramski v. United States   0    0   38   0   0   \n",
       "7                            Abuelhawa v. United States   0    0    0   0   0   \n",
       "8                          Adams v. Florida Power Corp.   0    0    0  43  42   \n",
       "9                  Adarand Constructors, Inc. v. Mineta   0   16   49   0  21   \n",
       "10                         Adoptive Couple v. Baby Girl  99    0   23   0   0   \n",
       "11            Advocate Health Care Network v. Stapleton   0    0    0   0   0   \n",
       "12                          Aetna Health Inc. v. Davila   0    0    0  48   0   \n",
       "13    Agency for Int_l Development v. Alliance for O...   0   18  125   0   0   \n",
       "14               Air Wisconsin Airlines Corp. v. Hoeper   0    0    0   0   0   \n",
       "15                Air _ Liquid Systems Corp. v. DeVries   0    0    0   0   0   \n",
       "16                                   Alabama v. Bozeman   0    0   24  39   0   \n",
       "17                            Alabama v. North Carolina   0   85    0   0   0   \n",
       "18                                   Alabama v. Shelton   0    0    0  33   0   \n",
       "19    Alaska Dept. of Environmental Conservation v. EPA   0    0   39   0   0   \n",
       "20                                Alexander v. Sandoval   0    0   40   0   0   \n",
       "21                     Ali v. Federal Bureau of Prisons   0    0   44   0   0   \n",
       "22                        Alice Corp. v. CLS Bank Int’l   0   26    0   0   0   \n",
       "23                             Alleyne v. United States   0    0   22   0   0   \n",
       "24    Allison Engine Co. v. United States Ex Rel. Sa...   0   42  238   0   0   \n",
       "25                           Already, LLC v. Nike, Inc.   0    0    0  24   0   \n",
       "26                           Altria Group, Inc. v. Good   0    0    0   0   0   \n",
       "27                                     Alvarez v. Smith   0    0   39   0   0   \n",
       "28              American Elec. Power Co. v. Connecticut   0    0   86   0   0   \n",
       "29    American Express Co. v. Italian Colors Restaurant   0    0   24   0   0   \n",
       "...                                                 ...  ..  ...  ...  ..  ..   \n",
       "1170                                Wilkinson v. Dotson   0    0    0   0   0   \n",
       "1171                                    Will v. Hallock   0    0   45   0  41   \n",
       "1172                           Williams v. Pennsylvania  28    0   21   0   0   \n",
       "1173                      Williams-Yulee v. Florida Bar   0   24    0   0   0   \n",
       "1174         Williamson v. Mazda Motor of America, Inc.  25    0   71   0   0   \n",
       "1175                                  Wilson v. Sellers   0    0   40   0   0   \n",
       "1176              Winkelman v. Parma City School Distr.  85    0    0   0   0   \n",
       "1177  Winter v. Natural Resources Defense Council, Inc.   0   21    0  27   0   \n",
       "1178            Wisconsin Central Ltd. v. United States   0   91   41   0  41   \n",
       "1179  Wisconsin Dept. of Health and Family Servs. v....   0  143    0   0   0   \n",
       "1180  Wisconsin Right to Life, Inc. v. Federal Elect...   0    0   19   0   0   \n",
       "1181                          Wittman v. Personhuballah   0    0    0   0   0   \n",
       "1182                                      Wood v. Allen   0    0    0  19   0   \n",
       "1183                                    Woodford v. Ngo   0    0   31   0   0   \n",
       "1184                                    Wyeth v. Levine   0    0    0  19   0   \n",
       "1185                             Yarborough v. Alvarado   0    0    0  52   0   \n",
       "1186                             Yates v. United States   0    0   22   0   0   \n",
       "1187                            Yeager v. United States   0    0   55   0   0   \n",
       "1188             Yellow Transp. Inc. v. Michigan, et al   0    0    0   0   0   \n",
       "1189               Young v. United Parcel Service, Inc.   0    0    0   0  71   \n",
       "1190                             Young v. United States   0    0   60   0   0   \n",
       "1191                      Ysursa v. Pocatello Ed. Assn.   0   33   86   0   0   \n",
       "1192                              Zadvydas v. Underdown   0    0   64  25   0   \n",
       "1193                            Zedner v. United States   0    0   28  54   0   \n",
       "1194                           Zelman v. Simmons-Harris   0   60   28   0   0   \n",
       "1195                                   Ziglar v. Abbasi   0    0    0   0   0   \n",
       "1196                                Zivotofsky v. Kerry   0    0   31   0   0   \n",
       "1197                                   Zubik v. Burwell   0    0  121   0   0   \n",
       "1198  Zuni Public School Dist. v. Department of Educ...   0    0   31   0   0   \n",
       "1199                  eBay Inc. v. MercExchange, L.L.C.   0   18   17   0   0   \n",
       "\n",
       "        G   J    L   Tr  Tra Topic  \n",
       "0      65   0   46    0    0     E  \n",
       "1      65   0   19    0    0     G  \n",
       "2      64   0   64    0    0     G  \n",
       "3       0   0    0   18    0   Con  \n",
       "4      66   0    0   57    0     G  \n",
       "5       0  18    0    0    0     J  \n",
       "6       0   0   21    0    0   Con  \n",
       "7      64   0    0    0    0     G  \n",
       "8       0   0   32    0    0     D  \n",
       "9       0   0   21    0    0   Con  \n",
       "10      0   0    0    0    0     B  \n",
       "11     76   0    0    0    0     G  \n",
       "12      0   0    0    0    0     D  \n",
       "13      0   0    0    0    0   Con  \n",
       "14      0   0    0   73    0    Tr  \n",
       "15     76   0    0    0    0     G  \n",
       "16      0   0   25    0    0     D  \n",
       "17      0   0    0    0    0     C  \n",
       "18      0   0    0   46    0    Tr  \n",
       "19     28   0    0    0    0   Con  \n",
       "20      0   0   30    0    0   Con  \n",
       "21     69  68   32    0    0     G  \n",
       "22      0   0    0    0   50   Tra  \n",
       "23      0   0    0  121    0    Tr  \n",
       "24     71   0   26    0    0   Con  \n",
       "25      0   0    0    0    0     D  \n",
       "26     62   0    0    0    0     G  \n",
       "27      0  88  116    0    0     L  \n",
       "28     79   0    0    0    0   Con  \n",
       "29      0   0   37    0    0     L  \n",
       "...   ...  ..  ...  ...  ...   ...  \n",
       "1170    0  48    0    0    0     J  \n",
       "1171    0   0    0    0    0   Con  \n",
       "1172    0   0    0    0    0     B  \n",
       "1173    0  21    0    0    0     C  \n",
       "1174   57   0    0    0    0   Con  \n",
       "1175    0   0    0    0    0   Con  \n",
       "1176   76  21    0    0    0     B  \n",
       "1177   67   0    0    0    0     G  \n",
       "1178    0   0    0    0    0     C  \n",
       "1179    0   0    0    0    0     C  \n",
       "1180    0   0    0    0    0   Con  \n",
       "1181   85   0    0    0    0     G  \n",
       "1182   67   0    0    0    0     G  \n",
       "1183    0   0    0    0    0   Con  \n",
       "1184   63   0    0    0    0     G  \n",
       "1185    0   0    0   21    0     D  \n",
       "1186    0  26    0    0    0     J  \n",
       "1187   59   0    0  131    0    Tr  \n",
       "1188    0   0   20    0    0     L  \n",
       "1189    0   0    0    0    0     E  \n",
       "1190    0   0    0    0    0   Con  \n",
       "1191   58   0    0    0    0   Con  \n",
       "1192   26   0    0   25    0   Con  \n",
       "1193    0   0    0    0    0     D  \n",
       "1194    0   0    0    0    0     C  \n",
       "1195   70   0    0    0    0     G  \n",
       "1196    0   0    0    0    0   Con  \n",
       "1197  108   0    0    0    0   Con  \n",
       "1198   67   0    0    0    0     G  \n",
       "1199    0   0   18    0   81   Tra  \n",
       "\n",
       "[1200 rows x 12 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_case = new_k.drop(['Case'], axis=1)\n",
    "new_k['Topic'] = no_case.idxmax(axis=1)\n",
    "new_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_k['Topic'] = new_k['Topic'].replace({\n",
    "    'G' : \"Government action in relation to immigration\",\n",
    "    'B' : 'Beneficiaries’ rights to property in an estate',\n",
    "    'Tr' : 'Trial process for criminal matters',\n",
    "    'Tra' : 'Trade licensing, regulation and IP',\n",
    "    'D' : 'Damage to persons through injury',\n",
    "    'C' : 'Company financial flows',\n",
    "    'J' : 'Jurisdictional divisions and actions',\n",
    "    'E' : 'Employment entitlements and disputes',\n",
    "    'L' : 'Land contracts and agreements',\n",
    "    'Con' : 'Constitutional actors and relationships'\n",
    "})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Case</th>\n",
       "      <th>Topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14 Penn Plaza LLC v. Pyett</td>\n",
       "      <td>Employment entitlements and disputes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AT_T Corp. v. Hulteen</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AT_T Mobility LLC v. Concepcion</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abbott v. United States</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Abdul-Kabir v. Quarterman</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Abdur_Rahman v. Bell</td>\n",
       "      <td>Jurisdictional divisions and actions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Abramski v. United States</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Abuelhawa v. United States</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adams v. Florida Power Corp.</td>\n",
       "      <td>Damage to persons through injury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Adarand Constructors, Inc. v. Mineta</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Adoptive Couple v. Baby Girl</td>\n",
       "      <td>Beneficiaries’ rights to property in an estate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Advocate Health Care Network v. Stapleton</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aetna Health Inc. v. Davila</td>\n",
       "      <td>Damage to persons through injury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Agency for Int_l Development v. Alliance for O...</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Air Wisconsin Airlines Corp. v. Hoeper</td>\n",
       "      <td>Trial process for criminal matters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Air _ Liquid Systems Corp. v. DeVries</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Alabama v. Bozeman</td>\n",
       "      <td>Damage to persons through injury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Alabama v. North Carolina</td>\n",
       "      <td>Company financial flows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Alabama v. Shelton</td>\n",
       "      <td>Trial process for criminal matters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Alaska Dept. of Environmental Conservation v. EPA</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alexander v. Sandoval</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ali v. Federal Bureau of Prisons</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alice Corp. v. CLS Bank Int’l</td>\n",
       "      <td>Trade licensing, regulation and IP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Alleyne v. United States</td>\n",
       "      <td>Trial process for criminal matters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Allison Engine Co. v. United States Ex Rel. Sa...</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Already, LLC v. Nike, Inc.</td>\n",
       "      <td>Damage to persons through injury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Altria Group, Inc. v. Good</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alvarez v. Smith</td>\n",
       "      <td>Land contracts and agreements</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>American Elec. Power Co. v. Connecticut</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>American Express Co. v. Italian Colors Restaurant</td>\n",
       "      <td>Land contracts and agreements</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>Wilkinson v. Dotson</td>\n",
       "      <td>Jurisdictional divisions and actions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>Will v. Hallock</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>Williams v. Pennsylvania</td>\n",
       "      <td>Beneficiaries’ rights to property in an estate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>Williams-Yulee v. Florida Bar</td>\n",
       "      <td>Company financial flows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>Williamson v. Mazda Motor of America, Inc.</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>Wilson v. Sellers</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>Winkelman v. Parma City School Distr.</td>\n",
       "      <td>Beneficiaries’ rights to property in an estate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>Winter v. Natural Resources Defense Council, Inc.</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>Wisconsin Central Ltd. v. United States</td>\n",
       "      <td>Company financial flows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>Wisconsin Dept. of Health and Family Servs. v....</td>\n",
       "      <td>Company financial flows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>Wisconsin Right to Life, Inc. v. Federal Elect...</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>Wittman v. Personhuballah</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>Wood v. Allen</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>Woodford v. Ngo</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>Wyeth v. Levine</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1185</th>\n",
       "      <td>Yarborough v. Alvarado</td>\n",
       "      <td>Damage to persons through injury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>Yates v. United States</td>\n",
       "      <td>Jurisdictional divisions and actions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1187</th>\n",
       "      <td>Yeager v. United States</td>\n",
       "      <td>Trial process for criminal matters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1188</th>\n",
       "      <td>Yellow Transp. Inc. v. Michigan, et al</td>\n",
       "      <td>Land contracts and agreements</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1189</th>\n",
       "      <td>Young v. United Parcel Service, Inc.</td>\n",
       "      <td>Employment entitlements and disputes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190</th>\n",
       "      <td>Young v. United States</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>Ysursa v. Pocatello Ed. Assn.</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>Zadvydas v. Underdown</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>Zedner v. United States</td>\n",
       "      <td>Damage to persons through injury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>Zelman v. Simmons-Harris</td>\n",
       "      <td>Company financial flows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>Ziglar v. Abbasi</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1196</th>\n",
       "      <td>Zivotofsky v. Kerry</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>Zubik v. Burwell</td>\n",
       "      <td>Constitutional actors and relationships</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198</th>\n",
       "      <td>Zuni Public School Dist. v. Department of Educ...</td>\n",
       "      <td>Government action in relation to immigration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1199</th>\n",
       "      <td>eBay Inc. v. MercExchange, L.L.C.</td>\n",
       "      <td>Trade licensing, regulation and IP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1200 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   Case  \\\n",
       "0                            14 Penn Plaza LLC v. Pyett   \n",
       "1                                 AT_T Corp. v. Hulteen   \n",
       "2                       AT_T Mobility LLC v. Concepcion   \n",
       "3                               Abbott v. United States   \n",
       "4                             Abdul-Kabir v. Quarterman   \n",
       "5                                  Abdur_Rahman v. Bell   \n",
       "6                             Abramski v. United States   \n",
       "7                            Abuelhawa v. United States   \n",
       "8                          Adams v. Florida Power Corp.   \n",
       "9                  Adarand Constructors, Inc. v. Mineta   \n",
       "10                         Adoptive Couple v. Baby Girl   \n",
       "11            Advocate Health Care Network v. Stapleton   \n",
       "12                          Aetna Health Inc. v. Davila   \n",
       "13    Agency for Int_l Development v. Alliance for O...   \n",
       "14               Air Wisconsin Airlines Corp. v. Hoeper   \n",
       "15                Air _ Liquid Systems Corp. v. DeVries   \n",
       "16                                   Alabama v. Bozeman   \n",
       "17                            Alabama v. North Carolina   \n",
       "18                                   Alabama v. Shelton   \n",
       "19    Alaska Dept. of Environmental Conservation v. EPA   \n",
       "20                                Alexander v. Sandoval   \n",
       "21                     Ali v. Federal Bureau of Prisons   \n",
       "22                        Alice Corp. v. CLS Bank Int’l   \n",
       "23                             Alleyne v. United States   \n",
       "24    Allison Engine Co. v. United States Ex Rel. Sa...   \n",
       "25                           Already, LLC v. Nike, Inc.   \n",
       "26                           Altria Group, Inc. v. Good   \n",
       "27                                     Alvarez v. Smith   \n",
       "28              American Elec. Power Co. v. Connecticut   \n",
       "29    American Express Co. v. Italian Colors Restaurant   \n",
       "...                                                 ...   \n",
       "1170                                Wilkinson v. Dotson   \n",
       "1171                                    Will v. Hallock   \n",
       "1172                           Williams v. Pennsylvania   \n",
       "1173                      Williams-Yulee v. Florida Bar   \n",
       "1174         Williamson v. Mazda Motor of America, Inc.   \n",
       "1175                                  Wilson v. Sellers   \n",
       "1176              Winkelman v. Parma City School Distr.   \n",
       "1177  Winter v. Natural Resources Defense Council, Inc.   \n",
       "1178            Wisconsin Central Ltd. v. United States   \n",
       "1179  Wisconsin Dept. of Health and Family Servs. v....   \n",
       "1180  Wisconsin Right to Life, Inc. v. Federal Elect...   \n",
       "1181                          Wittman v. Personhuballah   \n",
       "1182                                      Wood v. Allen   \n",
       "1183                                    Woodford v. Ngo   \n",
       "1184                                    Wyeth v. Levine   \n",
       "1185                             Yarborough v. Alvarado   \n",
       "1186                             Yates v. United States   \n",
       "1187                            Yeager v. United States   \n",
       "1188             Yellow Transp. Inc. v. Michigan, et al   \n",
       "1189               Young v. United Parcel Service, Inc.   \n",
       "1190                             Young v. United States   \n",
       "1191                      Ysursa v. Pocatello Ed. Assn.   \n",
       "1192                              Zadvydas v. Underdown   \n",
       "1193                            Zedner v. United States   \n",
       "1194                           Zelman v. Simmons-Harris   \n",
       "1195                                   Ziglar v. Abbasi   \n",
       "1196                                Zivotofsky v. Kerry   \n",
       "1197                                   Zubik v. Burwell   \n",
       "1198  Zuni Public School Dist. v. Department of Educ...   \n",
       "1199                  eBay Inc. v. MercExchange, L.L.C.   \n",
       "\n",
       "                                               Topic  \n",
       "0               Employment entitlements and disputes  \n",
       "1       Government action in relation to immigration  \n",
       "2       Government action in relation to immigration  \n",
       "3            Constitutional actors and relationships  \n",
       "4       Government action in relation to immigration  \n",
       "5               Jurisdictional divisions and actions  \n",
       "6            Constitutional actors and relationships  \n",
       "7       Government action in relation to immigration  \n",
       "8                   Damage to persons through injury  \n",
       "9            Constitutional actors and relationships  \n",
       "10    Beneficiaries’ rights to property in an estate  \n",
       "11      Government action in relation to immigration  \n",
       "12                  Damage to persons through injury  \n",
       "13           Constitutional actors and relationships  \n",
       "14                Trial process for criminal matters  \n",
       "15      Government action in relation to immigration  \n",
       "16                  Damage to persons through injury  \n",
       "17                           Company financial flows  \n",
       "18                Trial process for criminal matters  \n",
       "19           Constitutional actors and relationships  \n",
       "20           Constitutional actors and relationships  \n",
       "21      Government action in relation to immigration  \n",
       "22                Trade licensing, regulation and IP  \n",
       "23                Trial process for criminal matters  \n",
       "24           Constitutional actors and relationships  \n",
       "25                  Damage to persons through injury  \n",
       "26      Government action in relation to immigration  \n",
       "27                     Land contracts and agreements  \n",
       "28           Constitutional actors and relationships  \n",
       "29                     Land contracts and agreements  \n",
       "...                                              ...  \n",
       "1170            Jurisdictional divisions and actions  \n",
       "1171         Constitutional actors and relationships  \n",
       "1172  Beneficiaries’ rights to property in an estate  \n",
       "1173                         Company financial flows  \n",
       "1174         Constitutional actors and relationships  \n",
       "1175         Constitutional actors and relationships  \n",
       "1176  Beneficiaries’ rights to property in an estate  \n",
       "1177    Government action in relation to immigration  \n",
       "1178                         Company financial flows  \n",
       "1179                         Company financial flows  \n",
       "1180         Constitutional actors and relationships  \n",
       "1181    Government action in relation to immigration  \n",
       "1182    Government action in relation to immigration  \n",
       "1183         Constitutional actors and relationships  \n",
       "1184    Government action in relation to immigration  \n",
       "1185                Damage to persons through injury  \n",
       "1186            Jurisdictional divisions and actions  \n",
       "1187              Trial process for criminal matters  \n",
       "1188                   Land contracts and agreements  \n",
       "1189            Employment entitlements and disputes  \n",
       "1190         Constitutional actors and relationships  \n",
       "1191         Constitutional actors and relationships  \n",
       "1192         Constitutional actors and relationships  \n",
       "1193                Damage to persons through injury  \n",
       "1194                         Company financial flows  \n",
       "1195    Government action in relation to immigration  \n",
       "1196         Constitutional actors and relationships  \n",
       "1197         Constitutional actors and relationships  \n",
       "1198    Government action in relation to immigration  \n",
       "1199              Trade licensing, regulation and IP  \n",
       "\n",
       "[1200 rows x 2 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_df = new_k.drop(['G','B','Tr','Tra','D','C','J','E','L','Con'], axis=1)\n",
    "topic_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "mixed = pd.merge(topic_df, case_df, on='Case', how='outer')\n",
    "mixed = mixed.fillna('Other')\n",
    "mixed\n",
    "topic_modeling_df = mixed.to_csv('Topic Modeling Dataframe',index=False )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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