R analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# R Analysis\n",
    "© 2021 Gabriel Orellana Diaz and Colin Conrad\n",
    "\n",
    "Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:\n",
    "\n",
    "The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n",
    "\n",
    "THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"package 'psych' was built under R version 3.6.3\""
     ]
    }
   ],
   "source": [
    "library('psych')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dat <- read.csv('gabriel_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "foo <- na.omit(dat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Q1</th><th scope=col>Q2</th><th scope=col>Q3</th><th scope=col>Q3_10_TEXT</th><th scope=col>Q5</th><th scope=col>Q5_6_TEXT</th><th scope=col>Q6</th><th scope=col>Q7</th><th scope=col>Q8</th><th scope=col>Q9</th><th scope=col>...</th><th scope=col>Q22</th><th scope=col>Q23</th><th scope=col>Q24</th><th scope=col>Q25</th><th scope=col>Q26</th><th scope=col>Q27</th><th scope=col>Q28</th><th scope=col>Q29</th><th scope=col>Q30</th><th scope=col>Random.ID</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>36-45                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder,Plenty of Fish                                                                                                                                  </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships                                                                                                    </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>83547                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>2</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Plenty of Fish                                                                                                                                         </td><td>                                                                                                                                                       </td><td>Finding long-term romantic or sexual relationships                                                                                                     </td><td>                                                                                                                                                       </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>17119                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>25-35                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>Tinder,Bumble,Match,Plenty of Fish,OKCupid,Grindr                                                                                                      </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                 </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>47216                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>36-45                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder                                                                                                                                                 </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment                                   </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>33917                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder,Bumble,OKCupid                                                                                                                                  </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                  </td><td>                                                                                                                                                       </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>42654                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>6</th><td>46-55                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>70556                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>7</th><td>25-35                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>82981                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>8</th><td>36-45                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>Tinder                                                                                                                                                 </td><td>                                                                                                                                                       </td><td>Finding long-term romantic or sexual relationships                                                                                                     </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>77694                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>9</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder,Match,OKCupid                                                                                                                                   </td><td>                                                                                                                                                       </td><td>Finding long-term romantic or sexual relationships                                                                                                     </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>61988                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>10</th><td><span style=white-space:pre-wrap>25-35      </span>                                                                                                                                            </td><td>Woman                                                                                                                                                                                          </td><td><span style=white-space:pre-wrap>Match,Coffee &amp; Bagel                             </span>                                                                                                  </td><td>                                                                                                                                                                                               </td><td><span style=white-space:pre-wrap>Finding long-term romantic or sexual relationships                                                                                                     </span></td><td>                                                                                                                                                                                               </td><td>2                                                                                                                                                                                              </td><td>3                                                                                                                                                                                              </td><td>6                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>...                                                                                                                                                                                            </td><td>5                                                                                                                                                                                              </td><td>6                                                                                                                                                                                              </td><td>6                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>6                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>6                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>43264                                                                                                                                                                                          </td></tr>\n",
       "\t<tr><th scope=row>11</th><td>18-24                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Plenty of Fish                                                                                                                                         </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Making friends,Entertainment                                                                       </td><td>                                                                                                                                                       </td><td>4                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>27597                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>12</th><td>25-35                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>Tinder,Bumble,Plenty of Fish                                                                                                                           </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Personal validation,Entertainment</td><td>                                                                                                                                                       </td><td>3                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>44496                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>13</th><td>36-45                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Bumble,Match,OKCupid                                                                                                                                   </td><td>                                                                                                                                                       </td><td>Finding long-term romantic or sexual relationships                                                                                                     </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>43101                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>14</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder,Plenty of Fish                                                                                                                                  </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                 </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>75463                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>15</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Bumble,Match,OKCupid                                                                                                                                   </td><td>                                                                                                                                                       </td><td>Finding long-term romantic or sexual relationships,Making friends,Personal validation                                                                  </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>16429                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>16</th><td>25-35                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>Tinder,OKCupid                                                                                                                                         </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships                                                                                                    </td><td>                                                                                                                                                       </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>81535                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>17</th><td>36-45                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>Tinder,Match,OKCupid                                                                                                                                   </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships                                                                                                    </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>42653                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>18</th><td><span style=white-space:pre-wrap>25-35      </span>                                                                                                                                            </td><td><span style=white-space:pre-wrap>Man  </span>                                                                                                                                                  </td><td><span style=white-space:pre-wrap>Tinder,Match,Hinge,Coffee &amp; Bagel                </span>                                                                                                  </td><td>                                                                                                                                                                                               </td><td><span style=white-space:pre-wrap>Finding long-term romantic or sexual relationships                                                                                                     </span></td><td>                                                                                                                                                                                               </td><td>2                                                                                                                                                                                              </td><td>3                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>...                                                                                                                                                                                            </td><td>5                                                                                                                                                                                              </td><td>4                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>4                                                                                                                                                                                              </td><td>2                                                                                                                                                                                              </td><td>5                                                                                                                                                                                              </td><td>2                                                                                                                                                                                              </td><td>6                                                                                                                                                                                              </td><td>72316                                                                                                                                                                                          </td></tr>\n",
       "\t<tr><th scope=row>19</th><td>36-45                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder                                                                                                                                                 </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships                                                                                                    </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>31110                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>20</th><td>46-55                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>34508                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>21</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>36010                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>22</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder,Match,OKCupid,Grindr                                                                                                                            </td><td>                                                                                                                                                       </td><td>Finding long-term romantic or sexual relationships                                                                                                     </td><td>                                                                                                                                                       </td><td>1                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>35006                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>23</th><td>55 or older                                                                                                                                            </td><td>Man                                                                                                                                                    </td><td>Tinder,I have never used a dating app                                                                                                                  </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships                                                                                                    </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>97973                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>24</th><td>36-45                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder,Bumble,Plenty of Fish,OKCupid                                                                                                                   </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                 </td><td>                                                                                                                                                       </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>37612                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>25</th><td>25-35                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>I have never used a dating app                                                                                                                         </td><td>                                                                                                                                                       </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>69526                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>26</th><td>25-35                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>Tinder,OKCupid                                                                                                                                         </td><td>                                                                                                                                                       </td><td>Finding long-term romantic or sexual relationships,Making friends                                                                                      </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>36775                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>27</th><td>36-45                                                                                                                                                  </td><td>Woman                                                                                                                                                  </td><td>Tinder                                                                                                                                                 </td><td>                                                                                                                                                       </td><td>Making friends                                                                                                                                         </td><td>                                                                                                                                                       </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>7                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>32517                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>28</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder,Bumble                                                                                                                                          </td><td>                                                                                                                                                       </td><td>Finding long-term romantic or sexual relationships                                                                                                     </td><td>                                                                                                                                                       </td><td>3                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>1                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>40601                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>30</th><td>36-45                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder                                                                                                                                                 </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                 </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>24342                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>31</th><td>25-35                                                                                                                                                  </td><td>Man                                                                                                                                                    </td><td>Tinder,Match,OKCupid                                                                                                                                   </td><td>                                                                                                                                                       </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                  </td><td>                                                                                                                                                       </td><td>2                                                                                                                                                      </td><td>2                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>...                                                                                                                                                    </td><td>5                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>4                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>3                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>6                                                                                                                                                      </td><td>5                                                                                                                                                      </td><td>7                                                                                                                                                      </td><td>89150                                                                                                                                                  </td></tr>\n",
       "\t<tr><th scope=row>...</th><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>   </td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "\t<tr><th scope=row>171</th><td>36-45                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>I have never used a dating app                                                                                                                                                              </td><td>                                                                                                                                                                                            </td><td>I have never used a dating app                                                                                                                                                              </td><td>                                                                                                                                                                                            </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>93867                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>172</th><td>25-35                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder                                                                                                                                                                                      </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      </td><td>                                                                                                                                                                                            </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>68028                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>173</th><td>36-45                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Bumble,Match,Plenty of Fish                                                                                                                                                          </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>49820                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>174</th><td>25-35                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,OKCupid,Hinge,Grindr                                                                                                                                                                 </td><td>                                                                                                                                                                                            </td><td>Finding long-term romantic or sexual relationships                                                                                                                                          </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>90601                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>175</th><td>18-24                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Match                                                                                                                                                                                </td><td>                                                                                                                                                                                            </td><td>Finding long-term romantic or sexual relationships,Making friends                                                                                                                           </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>69553                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>176</th><td>18-24                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Bumble                                                                                                                                                                               </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Personal validation,Entertainment                                                                                                       </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>52470                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>177</th><td>18-24                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Bumble,Match,Clover                                                                                                                                                                  </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      </td><td>                                                                                                                                                                                            </td><td>1                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>67310                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>178</th><td>25-35                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Match,Plenty of Fish                                                                                                                                                                 </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Making friends                                                                                                                          </td><td>                                                                                                                                                                                            </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>27352                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>179</th><td>25-35                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder                                                                                                                                                                                      </td><td>                                                                                                                                                                                            </td><td>Finding long-term romantic or sexual relationships                                                                                                                                          </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>48118                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>180</th><td>25-35                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge                                                                                                                                            </td><td>                                                                                                                                                                                            </td><td>Finding long-term romantic or sexual relationships,Making friends                                                                                                                           </td><td>                                                                                                                                                                                            </td><td>1                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>30329                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>181</th><td>25-35                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Tinder                                                                                                                                                                                      </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                       </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>76570                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>182</th><td>25-35                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Grindr                                                                                                                                                                               </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Making friends,Personal validation,Entertainment                                                                                        </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>26190                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>183</th><td>25-35                                                                                                                                                                                                                               </td><td><span style=white-space:pre-wrap>Man  </span>                                                                                                                                                                                       </td><td><span style=white-space:pre-wrap>Match,Coffee &amp; Bagel                                           </span>                                                                                                                         </td><td><span style=white-space:pre-wrap>        </span>                                                                                                                                                                                    </td><td><span style=white-space:pre-wrap>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment                                                                        </span></td><td>                                                                                                                                                                                                                                    </td><td>3                                                                                                                                                                                                                                   </td><td>4                                                                                                                                                                                                                                   </td><td>5                                                                                                                                                                                                                                   </td><td>6                                                                                                                                                                                                                                   </td><td>...                                                                                                                                                                                                                                 </td><td>5                                                                                                                                                                                                                                   </td><td>6                                                                                                                                                                                                                                   </td><td>5                                                                                                                                                                                                                                   </td><td>6                                                                                                                                                                                                                                   </td><td>5                                                                                                                                                                                                                                   </td><td>5                                                                                                                                                                                                                                   </td><td>4                                                                                                                                                                                                                                   </td><td>5                                                                                                                                                                                                                                   </td><td>6                                                                                                                                                                                                                                   </td><td>97871                                                                                                                                                                                                                               </td></tr>\n",
       "\t<tr><th scope=row>184</th><td>25-35                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Match,Plenty of Fish                                                                                                                                                                 </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>16241                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>185</th><td>36-45                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge                                                                                                                                            </td><td>                                                                                                                                                                                            </td><td>Finding long-term romantic or sexual relationships                                                                                                                                          </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>44060                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>186</th><td>18-24                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Tinder,Bumble,Hinge                                                                                                                                                                         </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Entertainment                                                                                                                           </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>3                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>82655                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>187</th><td>36-45                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>OKCupid,Other (please describe)                                                                                                                                                             </td><td>eharmony                                                                                                                                                                                    </td><td>Finding long-term romantic or sexual relationships                                                                                                                                          </td><td>                                                                                                                                                                                            </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>84796                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>188</th><td>36-45                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Plenty of Fish,OKCupid,Grindr                                                                                                                                                        </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>7                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>98179                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>189</th><td>25-35                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Tinder,Bumble,Other (please describe)                                                                                                                                                       </td><td>meetme                                                                                                                                                                                      </td><td>Finding long-term romantic or sexual relationships,Making friends,Personal validation                                                                                                       </td><td>                                                                                                                                                                                            </td><td>1                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>6                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>84147                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>190</th><td>25-35                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Plenty of Fish,OKCupid                                                                                                                                                               </td><td>                                                                                                                                                                                            </td><td>Entertainment                                                                                                                                                                               </td><td>                                                                                                                                                                                            </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>66431                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>191</th><td>25-35                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Plenty of Fish                                                                                                                                                                              </td><td>                                                                                                                                                                                            </td><td>Finding long-term romantic or sexual relationships                                                                                                                                          </td><td>                                                                                                                                                                                            </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>29441                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>192</th><td>36-45                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Match,Plenty of Fish                                                                                                                                                                        </td><td>                                                                                                                                                                                            </td><td>Finding long-term romantic or sexual relationships,Making friends,Entertainment                                                                                                             </td><td>                                                                                                                                                                                            </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>54453                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>193</th><td>25-35                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder,Plenty of Fish,OKCupid                                                                                                                                                               </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>82035                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>194</th><td>18-24                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Plenty of Fish                                                                                                                                                                              </td><td>                                                                                                                                                                                            </td><td>Making friends,Entertainment                                                                                                                                                                </td><td>                                                                                                                                                                                            </td><td>3                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>48976                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>195</th><td>25-35                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td><span style=white-space:pre-wrap>Coffee &amp; Bagel                                                 </span>                                                                                 </td><td><span style=white-space:pre-wrap>        </span>                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Personal validation,Entertainment,Other,I have never used a dating app</td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>7                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>7                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>33614                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>196</th><td>36-45                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Match                                                                                                                                                                                       </td><td>                                                                                                                                                                                            </td><td>Finding long-term romantic or sexual relationships                                                                                                                                          </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>1                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>89391                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>197</th><td>36-45                                                                                                                                                                                       </td><td>Man                                                                                                                                                                                         </td><td>Tinder                                                                                                                                                                                      </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Entertainment                                                         </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>56346                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>198</th><td>46-55                                                                                                                                                                                       </td><td>Woman                                                                                                                                                                                       </td><td>Tinder,Match,Plenty of Fish                                                                                                                                                                 </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                       </td><td>                                                                                                                                                                                            </td><td>1                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>2                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>6                                                                                                                                                                                           </td><td>64287                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>199</th><td>18-24                                                                                                                                                                                       </td><td>                                                                                                                                                                                            </td><td>Tinder,Bumble                                                                                                                                                                               </td><td>                                                                                                                                                                                            </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      </td><td>                                                                                                                                                                                            </td><td>2                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>...                                                                                                                                                                                         </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>3                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>5                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>4                                                                                                                                                                                           </td><td>37544                                                                                                                                                                                       </td></tr>\n",
       "\t<tr><th scope=row>200</th><td>25-35                                                                                                                                                                                                                               </td><td><span style=white-space:pre-wrap>Man  </span>                                                                                                                                                                                       </td><td>Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge,Coffee &amp; Bagel                                                                                                                                                                 </td><td><span style=white-space:pre-wrap>        </span>                                                                                                                                                                                    </td><td><span style=white-space:pre-wrap>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      </span></td><td>                                                                                                                                                                                                                                    </td><td>3                                                                                                                                                                                                                                   </td><td>3                                                                                                                                                                                                                                   </td><td>2                                                                                                                                                                                                                                   </td><td>2                                                                                                                                                                                                                                   </td><td>...                                                                                                                                                                                                                                 </td><td>2                                                                                                                                                                                                                                   </td><td>3                                                                                                                                                                                                                                   </td><td>2                                                                                                                                                                                                                                   </td><td>5                                                                                                                                                                                                                                   </td><td>3                                                                                                                                                                                                                                   </td><td>1                                                                                                                                                                                                                                   </td><td>3                                                                                                                                                                                                                                   </td><td>1                                                                                                                                                                                                                                   </td><td>5                                                                                                                                                                                                                                   </td><td>30820                                                                                                                                                                                                                               </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllllllllll}\n",
       "  & Q1 & Q2 & Q3 & Q3\\_10\\_TEXT & Q5 & Q5\\_6\\_TEXT & Q6 & Q7 & Q8 & Q9 & ... & Q22 & Q23 & Q24 & Q25 & Q26 & Q27 & Q28 & Q29 & Q30 & Random.ID\\\\\n",
       "\\hline\n",
       "\t1 & 36-45                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Plenty of Fish                                                                                                                                   &                                                                                                                                                         & Finding short-term romantic or sexual relationships                                                                                                     &                                                                                                                                                         & 2                                                                                                                                                       & 2                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 5                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 5                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 7                                                                                                                                                       & 83547                                                                                                                                                  \\\\\n",
       "\t2 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Plenty of Fish                                                                                                                                          &                                                                                                                                                         & Finding long-term romantic or sexual relationships                                                                                                      &                                                                                                                                                         & 3                                                                                                                                                       & 3                                                                                                                                                       & 6                                                                                                                                                       & 7                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 7                                                                                                                                                       & 5                                                                                                                                                       & 7                                                                                                                                                       & 7                                                                                                                                                       & 7                                                                                                                                                       & 17119                                                                                                                                                  \\\\\n",
       "\t3 & 25-35                                                                                                                                                   & Woman                                                                                                                                                   & Tinder,Bumble,Match,Plenty of Fish,OKCupid,Grindr                                                                                                       &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                  &                                                                                                                                                         & 2                                                                                                                                                       & 2                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 47216                                                                                                                                                  \\\\\n",
       "\t4 & 36-45                                                                                                                                                   & Man                                                                                                                                                     & Tinder                                                                                                                                                  &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment                                    &                                                                                                                                                         & 2                                                                                                                                                       & 3                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 3                                                                                                                                                       & 2                                                                                                                                                       & 3                                                                                                                                                       & 3                                                                                                                                                       & 3                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 5                                                                                                                                                       & 33917                                                                                                                                                  \\\\\n",
       "\t5 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Bumble,OKCupid                                                                                                                                   &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                   &                                                                                                                                                         & 3                                                                                                                                                       & 2                                                                                                                                                       & 3                                                                                                                                                       & 3                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 3                                                                                                                                                       & 5                                                                                                                                                       & 2                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 6                                                                                                                                                       & 42654                                                                                                                                                  \\\\\n",
       "\t6 & 46-55                                                                                                                                                   & Man                                                                                                                                                     & I have never used a dating app                                                                                                                          &                                                                                                                                                         & I have never used a dating app                                                                                                                          &                                                                                                                                                         & 5                                                                                                                                                       & 5                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & ...                                                                                                                                                     & 3                                                                                                                                                       & 3                                                                                                                                                       & 3                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 2                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 70556                                                                                                                                                  \\\\\n",
       "\t7 & 25-35                                                                                                                                                   & Woman                                                                                                                                                   & I have never used a dating app                                                                                                                          &                                                                                                                                                         & I have never used a dating app                                                                                                                          &                                                                                                                                                         & 5                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 82981                                                                                                                                                  \\\\\n",
       "\t8 & 36-45                                                                                                                                                   & Woman                                                                                                                                                   & Tinder                                                                                                                                                  &                                                                                                                                                         & Finding long-term romantic or sexual relationships                                                                                                      &                                                                                                                                                         & 2                                                                                                                                                       & 2                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & 5                                                                                                                                                       & 77694                                                                                                                                                  \\\\\n",
       "\t9 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Match,OKCupid                                                                                                                                    &                                                                                                                                                         & Finding long-term romantic or sexual relationships                                                                                                      &                                                                                                                                                         & 2                                                                                                                                                       & 3                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 3                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & 7                                                                                                                                                       & 61988                                                                                                                                                  \\\\\n",
       "\t10 & 25-35                                                                                                                                                   & Woman                                                                                                                                                   & Match,Coffee \\& Bagel                                                                                                                                  &                                                                                                                                                         & Finding long-term romantic or sexual relationships                                                                                                      &                                                                                                                                                         & 2                                                                                                                                                       & 3                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 43264                                                                                                                                                  \\\\\n",
       "\t11 & 18-24                                                                                                                                                   & Man                                                                                                                                                     & Plenty of Fish                                                                                                                                          &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Making friends,Entertainment                                                                        &                                                                                                                                                         & 4                                                                                                                                                       & 3                                                                                                                                                       & 3                                                                                                                                                       & 6                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 27597                                                                                                                                                  \\\\\n",
       "\t12 & 25-35                                                                                                                                                   & Woman                                                                                                                                                   & Tinder,Bumble,Plenty of Fish                                                                                                                            &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Personal validation,Entertainment &                                                                                                                                                         & 3                                                                                                                                                       & 4                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 6                                                                                                                                                       & 7                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 2                                                                                                                                                       & 6                                                                                                                                                       & 1                                                                                                                                                       & 6                                                                                                                                                       & 44496                                                                                                                                                  \\\\\n",
       "\t13 & 36-45                                                                                                                                                   & Man                                                                                                                                                     & Bumble,Match,OKCupid                                                                                                                                    &                                                                                                                                                         & Finding long-term romantic or sexual relationships                                                                                                      &                                                                                                                                                         & 2                                                                                                                                                       & 2                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 7                                                                                                                                                       & 43101                                                                                                                                                  \\\\\n",
       "\t14 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Plenty of Fish                                                                                                                                   &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                  &                                                                                                                                                         & 2                                                                                                                                                       & 3                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 4                                                                                                                                                       & 5                                                                                                                                                       & 3                                                                                                                                                       & 4                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 6                                                                                                                                                       & 75463                                                                                                                                                  \\\\\n",
       "\t15 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Bumble,Match,OKCupid                                                                                                                                    &                                                                                                                                                         & Finding long-term romantic or sexual relationships,Making friends,Personal validation                                                                   &                                                                                                                                                         & 2                                                                                                                                                       & 1                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 7                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 16429                                                                                                                                                  \\\\\n",
       "\t16 & 25-35                                                                                                                                                   & Woman                                                                                                                                                   & Tinder,OKCupid                                                                                                                                          &                                                                                                                                                         & Finding short-term romantic or sexual relationships                                                                                                     &                                                                                                                                                         & 3                                                                                                                                                       & 3                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & 1                                                                                                                                                       & 2                                                                                                                                                       & 81535                                                                                                                                                  \\\\\n",
       "\t17 & 36-45                                                                                                                                                   & Woman                                                                                                                                                   & Tinder,Match,OKCupid                                                                                                                                    &                                                                                                                                                         & Finding short-term romantic or sexual relationships                                                                                                     &                                                                                                                                                         & 2                                                                                                                                                       & 1                                                                                                                                                       & 5                                                                                                                                                       & 7                                                                                                                                                       & ...                                                                                                                                                     & 3                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & 1                                                                                                                                                       & 2                                                                                                                                                       & 1                                                                                                                                                       & 3                                                                                                                                                       & 42653                                                                                                                                                  \\\\\n",
       "\t18 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Match,Hinge,Coffee \\& Bagel                                                                                                                     &                                                                                                                                                         & Finding long-term romantic or sexual relationships                                                                                                      &                                                                                                                                                         & 2                                                                                                                                                       & 3                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 4                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 2                                                                                                                                                       & 5                                                                                                                                                       & 2                                                                                                                                                       & 6                                                                                                                                                       & 72316                                                                                                                                                  \\\\\n",
       "\t19 & 36-45                                                                                                                                                   & Man                                                                                                                                                     & Tinder                                                                                                                                                  &                                                                                                                                                         & Finding short-term romantic or sexual relationships                                                                                                     &                                                                                                                                                         & 2                                                                                                                                                       & 3                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & 2                                                                                                                                                       & 3                                                                                                                                                       & 1                                                                                                                                                       & 3                                                                                                                                                       & 31110                                                                                                                                                  \\\\\n",
       "\t20 & 46-55                                                                                                                                                   & Man                                                                                                                                                     & I have never used a dating app                                                                                                                          &                                                                                                                                                         & I have never used a dating app                                                                                                                          &                                                                                                                                                         & 5                                                                                                                                                       & 5                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & ...                                                                                                                                                     & 3                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 3                                                                                                                                                       & 34508                                                                                                                                                  \\\\\n",
       "\t21 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & I have never used a dating app                                                                                                                          &                                                                                                                                                         & I have never used a dating app                                                                                                                          &                                                                                                                                                         & 5                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 6                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 2                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 6                                                                                                                                                       & 36010                                                                                                                                                  \\\\\n",
       "\t22 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Match,OKCupid,Grindr                                                                                                                             &                                                                                                                                                         & Finding long-term romantic or sexual relationships                                                                                                      &                                                                                                                                                         & 1                                                                                                                                                       & 3                                                                                                                                                       & 6                                                                                                                                                       & 6                                                                                                                                                       & ...                                                                                                                                                     & 2                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 1                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 35006                                                                                                                                                  \\\\\n",
       "\t23 & 55 or older                                                                                                                                             & Man                                                                                                                                                     & Tinder,I have never used a dating app                                                                                                                   &                                                                                                                                                         & Finding short-term romantic or sexual relationships                                                                                                     &                                                                                                                                                         & 2                                                                                                                                                       & 2                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 2                                                                                                                                                       & 97973                                                                                                                                                  \\\\\n",
       "\t24 & 36-45                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Bumble,Plenty of Fish,OKCupid                                                                                                                    &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                  &                                                                                                                                                         & 3                                                                                                                                                       & 3                                                                                                                                                       & 2                                                                                                                                                       & 1                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 2                                                                                                                                                       & 5                                                                                                                                                       & 2                                                                                                                                                       & 4                                                                                                                                                       & 37612                                                                                                                                                  \\\\\n",
       "\t25 & 25-35                                                                                                                                                   & Woman                                                                                                                                                   & I have never used a dating app                                                                                                                          &                                                                                                                                                         & I have never used a dating app                                                                                                                          &                                                                                                                                                         & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & ...                                                                                                                                                     & 4                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 4                                                                                                                                                       & 69526                                                                                                                                                  \\\\\n",
       "\t26 & 25-35                                                                                                                                                   & Woman                                                                                                                                                   & Tinder,OKCupid                                                                                                                                          &                                                                                                                                                         & Finding long-term romantic or sexual relationships,Making friends                                                                                       &                                                                                                                                                         & 2                                                                                                                                                       & 3                                                                                                                                                       & 5                                                                                                                                                       & 7                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 4                                                                                                                                                       & 5                                                                                                                                                       & 7                                                                                                                                                       & 4                                                                                                                                                       & 7                                                                                                                                                       & 7                                                                                                                                                       & 5                                                                                                                                                       & 7                                                                                                                                                       & 36775                                                                                                                                                  \\\\\n",
       "\t27 & 36-45                                                                                                                                                   & Woman                                                                                                                                                   & Tinder                                                                                                                                                  &                                                                                                                                                         & Making friends                                                                                                                                          &                                                                                                                                                         & 3                                                                                                                                                       & 3                                                                                                                                                       & 7                                                                                                                                                       & 7                                                                                                                                                       & ...                                                                                                                                                     & 7                                                                                                                                                       & 7                                                                                                                                                       & 7                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 7                                                                                                                                                       & 5                                                                                                                                                       & 1                                                                                                                                                       & 5                                                                                                                                                       & 32517                                                                                                                                                  \\\\\n",
       "\t28 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Bumble                                                                                                                                           &                                                                                                                                                         & Finding long-term romantic or sexual relationships                                                                                                      &                                                                                                                                                         & 3                                                                                                                                                       & 4                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 1                                                                                                                                                       & 5                                                                                                                                                       & 40601                                                                                                                                                  \\\\\n",
       "\t30 & 36-45                                                                                                                                                   & Man                                                                                                                                                     & Tinder                                                                                                                                                  &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                  &                                                                                                                                                         & 2                                                                                                                                                       & 3                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 3                                                                                                                                                       & 5                                                                                                                                                       & 24342                                                                                                                                                  \\\\\n",
       "\t31 & 25-35                                                                                                                                                   & Man                                                                                                                                                     & Tinder,Match,OKCupid                                                                                                                                    &                                                                                                                                                         & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                   &                                                                                                                                                         & 2                                                                                                                                                       & 2                                                                                                                                                       & 4                                                                                                                                                       & 5                                                                                                                                                       & ...                                                                                                                                                     & 5                                                                                                                                                       & 5                                                                                                                                                       & 4                                                                                                                                                       & 3                                                                                                                                                       & 3                                                                                                                                                       & 5                                                                                                                                                       & 6                                                                                                                                                       & 5                                                                                                                                                       & 7                                                                                                                                                       & 89150                                                                                                                                                  \\\\\n",
       "\t... & ... & ... & ... & ... & ... & ... & ... & ... & ... & ... &     & ... & ... & ... & ... & ... & ... & ... & ... & ... & ...\\\\\n",
       "\t171 & 36-45                                                                                                                                                                                        & Man                                                                                                                                                                                          & I have never used a dating app                                                                                                                                                               &                                                                                                                                                                                              & I have never used a dating app                                                                                                                                                               &                                                                                                                                                                                              & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 93867                                                                                                                                                                                       \\\\\n",
       "\t172 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder                                                                                                                                                                                       &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 6                                                                                                                                                                                            & 68028                                                                                                                                                                                       \\\\\n",
       "\t173 & 36-45                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Bumble,Match,Plenty of Fish                                                                                                                                                           &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & ...                                                                                                                                                                                          & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 1                                                                                                                                                                                            & 4                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 49820                                                                                                                                                                                       \\\\\n",
       "\t174 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,OKCupid,Hinge,Grindr                                                                                                                                                                  &                                                                                                                                                                                              & Finding long-term romantic or sexual relationships                                                                                                                                           &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 1                                                                                                                                                                                            & 6                                                                                                                                                                                            & 1                                                                                                                                                                                            & 2                                                                                                                                                                                            & 90601                                                                                                                                                                                       \\\\\n",
       "\t175 & 18-24                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Match                                                                                                                                                                                 &                                                                                                                                                                                              & Finding long-term romantic or sexual relationships,Making friends                                                                                                                            &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 69553                                                                                                                                                                                       \\\\\n",
       "\t176 & 18-24                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Bumble                                                                                                                                                                                &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Personal validation,Entertainment                                                                                                        &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 52470                                                                                                                                                                                       \\\\\n",
       "\t177 & 18-24                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Bumble,Match,Clover                                                                                                                                                                   &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       &                                                                                                                                                                                              & 1                                                                                                                                                                                            & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & ...                                                                                                                                                                                          & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 6                                                                                                                                                                                            & 67310                                                                                                                                                                                       \\\\\n",
       "\t178 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Match,Plenty of Fish                                                                                                                                                                  &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Making friends                                                                                                                           &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 3                                                                                                                                                                                            & 6                                                                                                                                                                                            & 27352                                                                                                                                                                                       \\\\\n",
       "\t179 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder                                                                                                                                                                                       &                                                                                                                                                                                              & Finding long-term romantic or sexual relationships                                                                                                                                           &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 1                                                                                                                                                                                            & 4                                                                                                                                                                                            & 2                                                                                                                                                                                            & 1                                                                                                                                                                                            & 5                                                                                                                                                                                            & 2                                                                                                                                                                                            & 7                                                                                                                                                                                            & 48118                                                                                                                                                                                       \\\\\n",
       "\t180 & 25-35                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge                                                                                                                                             &                                                                                                                                                                                              & Finding long-term romantic or sexual relationships,Making friends                                                                                                                            &                                                                                                                                                                                              & 1                                                                                                                                                                                            & 2                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 30329                                                                                                                                                                                       \\\\\n",
       "\t181 & 25-35                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Tinder                                                                                                                                                                                       &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                        &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 2                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & 76570                                                                                                                                                                                       \\\\\n",
       "\t182 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Grindr                                                                                                                                                                                &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Making friends,Personal validation,Entertainment                                                                                         &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & ...                                                                                                                                                                                          & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 6                                                                                                                                                                                            & 2                                                                                                                                                                                            & 6                                                                                                                                                                                            & 26190                                                                                                                                                                                       \\\\\n",
       "\t183 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Match,Coffee \\& Bagel                                                                                                                                                                       &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment                                                                         &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 97871                                                                                                                                                                                       \\\\\n",
       "\t184 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Match,Plenty of Fish                                                                                                                                                                  &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 4                                                                                                                                                                                            & 2                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 1                                                                                                                                                                                            & 5                                                                                                                                                                                            & 16241                                                                                                                                                                                       \\\\\n",
       "\t185 & 36-45                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge                                                                                                                                             &                                                                                                                                                                                              & Finding long-term romantic or sexual relationships                                                                                                                                           &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 2                                                                                                                                                                                            & 1                                                                                                                                                                                            & 6                                                                                                                                                                                            & 44060                                                                                                                                                                                       \\\\\n",
       "\t186 & 18-24                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Tinder,Bumble,Hinge                                                                                                                                                                          &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Entertainment                                                                                                                            &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 4                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 2                                                                                                                                                                                            & 82655                                                                                                                                                                                       \\\\\n",
       "\t187 & 36-45                                                                                                                                                                                        & Woman                                                                                                                                                                                        & OKCupid,Other (please describe)                                                                                                                                                              & eharmony                                                                                                                                                                                     & Finding long-term romantic or sexual relationships                                                                                                                                           &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 6                                                                                                                                                                                            & 1                                                                                                                                                                                            & 1                                                                                                                                                                                            & 5                                                                                                                                                                                            & 84796                                                                                                                                                                                       \\\\\n",
       "\t188 & 36-45                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Plenty of Fish,OKCupid,Grindr                                                                                                                                                         &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 7                                                                                                                                                                                            & 1                                                                                                                                                                                            & ...                                                                                                                                                                                          & 7                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & 2                                                                                                                                                                                            & 1                                                                                                                                                                                            & 5                                                                                                                                                                                            & 98179                                                                                                                                                                                       \\\\\n",
       "\t189 & 25-35                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Tinder,Bumble,Other (please describe)                                                                                                                                                        & meetme                                                                                                                                                                                       & Finding long-term romantic or sexual relationships,Making friends,Personal validation                                                                                                        &                                                                                                                                                                                              & 1                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 6                                                                                                                                                                                            & 2                                                                                                                                                                                            & 6                                                                                                                                                                                            & 1                                                                                                                                                                                            & 5                                                                                                                                                                                            & 84147                                                                                                                                                                                       \\\\\n",
       "\t190 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Plenty of Fish,OKCupid                                                                                                                                                                &                                                                                                                                                                                              & Entertainment                                                                                                                                                                                &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 66431                                                                                                                                                                                       \\\\\n",
       "\t191 & 25-35                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Plenty of Fish                                                                                                                                                                               &                                                                                                                                                                                              & Finding long-term romantic or sexual relationships                                                                                                                                           &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & ...                                                                                                                                                                                          & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 3                                                                                                                                                                                            & 6                                                                                                                                                                                            & 4                                                                                                                                                                                            & 6                                                                                                                                                                                            & 29441                                                                                                                                                                                       \\\\\n",
       "\t192 & 36-45                                                                                                                                                                                        & Man                                                                                                                                                                                          & Match,Plenty of Fish                                                                                                                                                                         &                                                                                                                                                                                              & Finding long-term romantic or sexual relationships,Making friends,Entertainment                                                                                                              &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 1                                                                                                                                                                                            & 5                                                                                                                                                                                            & 54453                                                                                                                                                                                       \\\\\n",
       "\t193 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Plenty of Fish,OKCupid                                                                                                                                                                &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 6                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 7                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 82035                                                                                                                                                                                       \\\\\n",
       "\t194 & 18-24                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Plenty of Fish                                                                                                                                                                               &                                                                                                                                                                                              & Making friends,Entertainment                                                                                                                                                                 &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 48976                                                                                                                                                                                       \\\\\n",
       "\t195 & 25-35                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Coffee \\& Bagel                                                                                                                                                                             &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Personal validation,Entertainment,Other,I have never used a dating app &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 7                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 7                                                                                                                                                                                            & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & 5                                                                                                                                                                                            & 33614                                                                                                                                                                                       \\\\\n",
       "\t196 & 36-45                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Match                                                                                                                                                                                        &                                                                                                                                                                                              & Finding long-term romantic or sexual relationships                                                                                                                                           &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 5                                                                                                                                                                                            & 6                                                                                                                                                                                            & ...                                                                                                                                                                                          & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 1                                                                                                                                                                                            & 5                                                                                                                                                                                            & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 89391                                                                                                                                                                                       \\\\\n",
       "\t197 & 36-45                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder                                                                                                                                                                                       &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Entertainment                                                          &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & ...                                                                                                                                                                                          & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 2                                                                                                                                                                                            & 5                                                                                                                                                                                            & 56346                                                                                                                                                                                       \\\\\n",
       "\t198 & 46-55                                                                                                                                                                                        & Woman                                                                                                                                                                                        & Tinder,Match,Plenty of Fish                                                                                                                                                                  &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                        &                                                                                                                                                                                              & 1                                                                                                                                                                                            & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & ...                                                                                                                                                                                          & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & 5                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 6                                                                                                                                                                                            & 64287                                                                                                                                                                                       \\\\\n",
       "\t199 & 18-24                                                                                                                                                                                        &                                                                                                                                                                                              & Tinder,Bumble                                                                                                                                                                                &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       &                                                                                                                                                                                              & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & ...                                                                                                                                                                                          & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 4                                                                                                                                                                                            & 5                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 4                                                                                                                                                                                            & 37544                                                                                                                                                                                       \\\\\n",
       "\t200 & 25-35                                                                                                                                                                                        & Man                                                                                                                                                                                          & Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge,Coffee \\& Bagel                                                                                                                            &                                                                                                                                                                                              & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       &                                                                                                                                                                                              & 3                                                                                                                                                                                            & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 2                                                                                                                                                                                            & ...                                                                                                                                                                                          & 2                                                                                                                                                                                            & 3                                                                                                                                                                                            & 2                                                                                                                                                                                            & 5                                                                                                                                                                                            & 3                                                                                                                                                                                            & 1                                                                                                                                                                                            & 3                                                                                                                                                                                            & 1                                                                                                                                                                                            & 5                                                                                                                                                                                            & 30820                                                                                                                                                                                       \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Q1 | Q2 | Q3 | Q3_10_TEXT | Q5 | Q5_6_TEXT | Q6 | Q7 | Q8 | Q9 | ... | Q22 | Q23 | Q24 | Q25 | Q26 | Q27 | Q28 | Q29 | Q30 | Random.ID |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1 | 36-45                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Plenty of Fish                                                                                                                                   |                                                                                                                                                         | Finding short-term romantic or sexual relationships                                                                                                     |                                                                                                                                                         | 2                                                                                                                                                       | 2                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 5                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 5                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 7                                                                                                                                                       | 83547                                                                                                                                                   |\n",
       "| 2 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Plenty of Fish                                                                                                                                          |                                                                                                                                                         | Finding long-term romantic or sexual relationships                                                                                                      |                                                                                                                                                         | 3                                                                                                                                                       | 3                                                                                                                                                       | 6                                                                                                                                                       | 7                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 7                                                                                                                                                       | 5                                                                                                                                                       | 7                                                                                                                                                       | 7                                                                                                                                                       | 7                                                                                                                                                       | 17119                                                                                                                                                   |\n",
       "| 3 | 25-35                                                                                                                                                   | Woman                                                                                                                                                   | Tinder,Bumble,Match,Plenty of Fish,OKCupid,Grindr                                                                                                       |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                  |                                                                                                                                                         | 2                                                                                                                                                       | 2                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 47216                                                                                                                                                   |\n",
       "| 4 | 36-45                                                                                                                                                   | Man                                                                                                                                                     | Tinder                                                                                                                                                  |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment                                    |                                                                                                                                                         | 2                                                                                                                                                       | 3                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 3                                                                                                                                                       | 2                                                                                                                                                       | 3                                                                                                                                                       | 3                                                                                                                                                       | 3                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 5                                                                                                                                                       | 33917                                                                                                                                                   |\n",
       "| 5 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Bumble,OKCupid                                                                                                                                   |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                   |                                                                                                                                                         | 3                                                                                                                                                       | 2                                                                                                                                                       | 3                                                                                                                                                       | 3                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 3                                                                                                                                                       | 5                                                                                                                                                       | 2                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 6                                                                                                                                                       | 42654                                                                                                                                                   |\n",
       "| 6 | 46-55                                                                                                                                                   | Man                                                                                                                                                     | I have never used a dating app                                                                                                                          |                                                                                                                                                         | I have never used a dating app                                                                                                                          |                                                                                                                                                         | 5                                                                                                                                                       | 5                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | ...                                                                                                                                                     | 3                                                                                                                                                       | 3                                                                                                                                                       | 3                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 2                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 70556                                                                                                                                                   |\n",
       "| 7 | 25-35                                                                                                                                                   | Woman                                                                                                                                                   | I have never used a dating app                                                                                                                          |                                                                                                                                                         | I have never used a dating app                                                                                                                          |                                                                                                                                                         | 5                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 82981                                                                                                                                                   |\n",
       "| 8 | 36-45                                                                                                                                                   | Woman                                                                                                                                                   | Tinder                                                                                                                                                  |                                                                                                                                                         | Finding long-term romantic or sexual relationships                                                                                                      |                                                                                                                                                         | 2                                                                                                                                                       | 2                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | 5                                                                                                                                                       | 77694                                                                                                                                                   |\n",
       "| 9 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Match,OKCupid                                                                                                                                    |                                                                                                                                                         | Finding long-term romantic or sexual relationships                                                                                                      |                                                                                                                                                         | 2                                                                                                                                                       | 3                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 3                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | 7                                                                                                                                                       | 61988                                                                                                                                                   |\n",
       "| 10 | 25-35                                                                                                                                                   | Woman                                                                                                                                                   | Match,Coffee & Bagel                                                                                                                                    |                                                                                                                                                         | Finding long-term romantic or sexual relationships                                                                                                      |                                                                                                                                                         | 2                                                                                                                                                       | 3                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 43264                                                                                                                                                   |\n",
       "| 11 | 18-24                                                                                                                                                   | Man                                                                                                                                                     | Plenty of Fish                                                                                                                                          |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Making friends,Entertainment                                                                        |                                                                                                                                                         | 4                                                                                                                                                       | 3                                                                                                                                                       | 3                                                                                                                                                       | 6                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 27597                                                                                                                                                   |\n",
       "| 12 | 25-35                                                                                                                                                   | Woman                                                                                                                                                   | Tinder,Bumble,Plenty of Fish                                                                                                                            |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Personal validation,Entertainment |                                                                                                                                                         | 3                                                                                                                                                       | 4                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 6                                                                                                                                                       | 7                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 2                                                                                                                                                       | 6                                                                                                                                                       | 1                                                                                                                                                       | 6                                                                                                                                                       | 44496                                                                                                                                                   |\n",
       "| 13 | 36-45                                                                                                                                                   | Man                                                                                                                                                     | Bumble,Match,OKCupid                                                                                                                                    |                                                                                                                                                         | Finding long-term romantic or sexual relationships                                                                                                      |                                                                                                                                                         | 2                                                                                                                                                       | 2                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 7                                                                                                                                                       | 43101                                                                                                                                                   |\n",
       "| 14 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Plenty of Fish                                                                                                                                   |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                  |                                                                                                                                                         | 2                                                                                                                                                       | 3                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 4                                                                                                                                                       | 5                                                                                                                                                       | 3                                                                                                                                                       | 4                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 6                                                                                                                                                       | 75463                                                                                                                                                   |\n",
       "| 15 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Bumble,Match,OKCupid                                                                                                                                    |                                                                                                                                                         | Finding long-term romantic or sexual relationships,Making friends,Personal validation                                                                   |                                                                                                                                                         | 2                                                                                                                                                       | 1                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 7                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 16429                                                                                                                                                   |\n",
       "| 16 | 25-35                                                                                                                                                   | Woman                                                                                                                                                   | Tinder,OKCupid                                                                                                                                          |                                                                                                                                                         | Finding short-term romantic or sexual relationships                                                                                                     |                                                                                                                                                         | 3                                                                                                                                                       | 3                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | 1                                                                                                                                                       | 2                                                                                                                                                       | 81535                                                                                                                                                   |\n",
       "| 17 | 36-45                                                                                                                                                   | Woman                                                                                                                                                   | Tinder,Match,OKCupid                                                                                                                                    |                                                                                                                                                         | Finding short-term romantic or sexual relationships                                                                                                     |                                                                                                                                                         | 2                                                                                                                                                       | 1                                                                                                                                                       | 5                                                                                                                                                       | 7                                                                                                                                                       | ...                                                                                                                                                     | 3                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | 1                                                                                                                                                       | 2                                                                                                                                                       | 1                                                                                                                                                       | 3                                                                                                                                                       | 42653                                                                                                                                                   |\n",
       "| 18 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Match,Hinge,Coffee & Bagel                                                                                                                       |                                                                                                                                                         | Finding long-term romantic or sexual relationships                                                                                                      |                                                                                                                                                         | 2                                                                                                                                                       | 3                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 4                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 2                                                                                                                                                       | 5                                                                                                                                                       | 2                                                                                                                                                       | 6                                                                                                                                                       | 72316                                                                                                                                                   |\n",
       "| 19 | 36-45                                                                                                                                                   | Man                                                                                                                                                     | Tinder                                                                                                                                                  |                                                                                                                                                         | Finding short-term romantic or sexual relationships                                                                                                     |                                                                                                                                                         | 2                                                                                                                                                       | 3                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | 2                                                                                                                                                       | 3                                                                                                                                                       | 1                                                                                                                                                       | 3                                                                                                                                                       | 31110                                                                                                                                                   |\n",
       "| 20 | 46-55                                                                                                                                                   | Man                                                                                                                                                     | I have never used a dating app                                                                                                                          |                                                                                                                                                         | I have never used a dating app                                                                                                                          |                                                                                                                                                         | 5                                                                                                                                                       | 5                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | ...                                                                                                                                                     | 3                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 3                                                                                                                                                       | 34508                                                                                                                                                   |\n",
       "| 21 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | I have never used a dating app                                                                                                                          |                                                                                                                                                         | I have never used a dating app                                                                                                                          |                                                                                                                                                         | 5                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 6                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 2                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 6                                                                                                                                                       | 36010                                                                                                                                                   |\n",
       "| 22 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Match,OKCupid,Grindr                                                                                                                             |                                                                                                                                                         | Finding long-term romantic or sexual relationships                                                                                                      |                                                                                                                                                         | 1                                                                                                                                                       | 3                                                                                                                                                       | 6                                                                                                                                                       | 6                                                                                                                                                       | ...                                                                                                                                                     | 2                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 1                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 35006                                                                                                                                                   |\n",
       "| 23 | 55 or older                                                                                                                                             | Man                                                                                                                                                     | Tinder,I have never used a dating app                                                                                                                   |                                                                                                                                                         | Finding short-term romantic or sexual relationships                                                                                                     |                                                                                                                                                         | 2                                                                                                                                                       | 2                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 2                                                                                                                                                       | 97973                                                                                                                                                   |\n",
       "| 24 | 36-45                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Bumble,Plenty of Fish,OKCupid                                                                                                                    |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                  |                                                                                                                                                         | 3                                                                                                                                                       | 3                                                                                                                                                       | 2                                                                                                                                                       | 1                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 2                                                                                                                                                       | 5                                                                                                                                                       | 2                                                                                                                                                       | 4                                                                                                                                                       | 37612                                                                                                                                                   |\n",
       "| 25 | 25-35                                                                                                                                                   | Woman                                                                                                                                                   | I have never used a dating app                                                                                                                          |                                                                                                                                                         | I have never used a dating app                                                                                                                          |                                                                                                                                                         | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | ...                                                                                                                                                     | 4                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 4                                                                                                                                                       | 69526                                                                                                                                                   |\n",
       "| 26 | 25-35                                                                                                                                                   | Woman                                                                                                                                                   | Tinder,OKCupid                                                                                                                                          |                                                                                                                                                         | Finding long-term romantic or sexual relationships,Making friends                                                                                       |                                                                                                                                                         | 2                                                                                                                                                       | 3                                                                                                                                                       | 5                                                                                                                                                       | 7                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 4                                                                                                                                                       | 5                                                                                                                                                       | 7                                                                                                                                                       | 4                                                                                                                                                       | 7                                                                                                                                                       | 7                                                                                                                                                       | 5                                                                                                                                                       | 7                                                                                                                                                       | 36775                                                                                                                                                   |\n",
       "| 27 | 36-45                                                                                                                                                   | Woman                                                                                                                                                   | Tinder                                                                                                                                                  |                                                                                                                                                         | Making friends                                                                                                                                          |                                                                                                                                                         | 3                                                                                                                                                       | 3                                                                                                                                                       | 7                                                                                                                                                       | 7                                                                                                                                                       | ...                                                                                                                                                     | 7                                                                                                                                                       | 7                                                                                                                                                       | 7                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 7                                                                                                                                                       | 5                                                                                                                                                       | 1                                                                                                                                                       | 5                                                                                                                                                       | 32517                                                                                                                                                   |\n",
       "| 28 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Bumble                                                                                                                                           |                                                                                                                                                         | Finding long-term romantic or sexual relationships                                                                                                      |                                                                                                                                                         | 3                                                                                                                                                       | 4                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 1                                                                                                                                                       | 5                                                                                                                                                       | 40601                                                                                                                                                   |\n",
       "| 30 | 36-45                                                                                                                                                   | Man                                                                                                                                                     | Tinder                                                                                                                                                  |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                  |                                                                                                                                                         | 2                                                                                                                                                       | 3                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 3                                                                                                                                                       | 5                                                                                                                                                       | 24342                                                                                                                                                   |\n",
       "| 31 | 25-35                                                                                                                                                   | Man                                                                                                                                                     | Tinder,Match,OKCupid                                                                                                                                    |                                                                                                                                                         | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                   |                                                                                                                                                         | 2                                                                                                                                                       | 2                                                                                                                                                       | 4                                                                                                                                                       | 5                                                                                                                                                       | ...                                                                                                                                                     | 5                                                                                                                                                       | 5                                                                                                                                                       | 4                                                                                                                                                       | 3                                                                                                                                                       | 3                                                                                                                                                       | 5                                                                                                                                                       | 6                                                                                                                                                       | 5                                                                                                                                                       | 7                                                                                                                                                       | 89150                                                                                                                                                   |\n",
       "| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |     | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |\n",
       "| 171 | 36-45                                                                                                                                                                                        | Man                                                                                                                                                                                          | I have never used a dating app                                                                                                                                                               |                                                                                                                                                                                              | I have never used a dating app                                                                                                                                                               |                                                                                                                                                                                              | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 93867                                                                                                                                                                                        |\n",
       "| 172 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder                                                                                                                                                                                       |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 6                                                                                                                                                                                            | 68028                                                                                                                                                                                        |\n",
       "| 173 | 36-45                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Bumble,Match,Plenty of Fish                                                                                                                                                           |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | ...                                                                                                                                                                                          | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 1                                                                                                                                                                                            | 4                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 49820                                                                                                                                                                                        |\n",
       "| 174 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,OKCupid,Hinge,Grindr                                                                                                                                                                  |                                                                                                                                                                                              | Finding long-term romantic or sexual relationships                                                                                                                                           |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 1                                                                                                                                                                                            | 6                                                                                                                                                                                            | 1                                                                                                                                                                                            | 2                                                                                                                                                                                            | 90601                                                                                                                                                                                        |\n",
       "| 175 | 18-24                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Match                                                                                                                                                                                 |                                                                                                                                                                                              | Finding long-term romantic or sexual relationships,Making friends                                                                                                                            |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 69553                                                                                                                                                                                        |\n",
       "| 176 | 18-24                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Bumble                                                                                                                                                                                |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Personal validation,Entertainment                                                                                                        |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 52470                                                                                                                                                                                        |\n",
       "| 177 | 18-24                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Bumble,Match,Clover                                                                                                                                                                   |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       |                                                                                                                                                                                              | 1                                                                                                                                                                                            | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | ...                                                                                                                                                                                          | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 6                                                                                                                                                                                            | 67310                                                                                                                                                                                        |\n",
       "| 178 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Match,Plenty of Fish                                                                                                                                                                  |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Making friends                                                                                                                           |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 3                                                                                                                                                                                            | 6                                                                                                                                                                                            | 27352                                                                                                                                                                                        |\n",
       "| 179 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder                                                                                                                                                                                       |                                                                                                                                                                                              | Finding long-term romantic or sexual relationships                                                                                                                                           |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 1                                                                                                                                                                                            | 4                                                                                                                                                                                            | 2                                                                                                                                                                                            | 1                                                                                                                                                                                            | 5                                                                                                                                                                                            | 2                                                                                                                                                                                            | 7                                                                                                                                                                                            | 48118                                                                                                                                                                                        |\n",
       "| 180 | 25-35                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge                                                                                                                                             |                                                                                                                                                                                              | Finding long-term romantic or sexual relationships,Making friends                                                                                                                            |                                                                                                                                                                                              | 1                                                                                                                                                                                            | 2                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 30329                                                                                                                                                                                        |\n",
       "| 181 | 25-35                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Tinder                                                                                                                                                                                       |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                        |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 2                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | 76570                                                                                                                                                                                        |\n",
       "| 182 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Grindr                                                                                                                                                                                |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Making friends,Personal validation,Entertainment                                                                                         |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | ...                                                                                                                                                                                          | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 6                                                                                                                                                                                            | 2                                                                                                                                                                                            | 6                                                                                                                                                                                            | 26190                                                                                                                                                                                        |\n",
       "| 183 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Match,Coffee & Bagel                                                                                                                                                                         |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment                                                                         |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 97871                                                                                                                                                                                        |\n",
       "| 184 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Match,Plenty of Fish                                                                                                                                                                  |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 4                                                                                                                                                                                            | 2                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 1                                                                                                                                                                                            | 5                                                                                                                                                                                            | 16241                                                                                                                                                                                        |\n",
       "| 185 | 36-45                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge                                                                                                                                             |                                                                                                                                                                                              | Finding long-term romantic or sexual relationships                                                                                                                                           |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 2                                                                                                                                                                                            | 1                                                                                                                                                                                            | 6                                                                                                                                                                                            | 44060                                                                                                                                                                                        |\n",
       "| 186 | 18-24                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Tinder,Bumble,Hinge                                                                                                                                                                          |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Entertainment                                                                                                                            |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 4                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 2                                                                                                                                                                                            | 82655                                                                                                                                                                                        |\n",
       "| 187 | 36-45                                                                                                                                                                                        | Woman                                                                                                                                                                                        | OKCupid,Other (please describe)                                                                                                                                                              | eharmony                                                                                                                                                                                     | Finding long-term romantic or sexual relationships                                                                                                                                           |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 6                                                                                                                                                                                            | 1                                                                                                                                                                                            | 1                                                                                                                                                                                            | 5                                                                                                                                                                                            | 84796                                                                                                                                                                                        |\n",
       "| 188 | 36-45                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Plenty of Fish,OKCupid,Grindr                                                                                                                                                         |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 7                                                                                                                                                                                            | 1                                                                                                                                                                                            | ...                                                                                                                                                                                          | 7                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | 2                                                                                                                                                                                            | 1                                                                                                                                                                                            | 5                                                                                                                                                                                            | 98179                                                                                                                                                                                        |\n",
       "| 189 | 25-35                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Tinder,Bumble,Other (please describe)                                                                                                                                                        | meetme                                                                                                                                                                                       | Finding long-term romantic or sexual relationships,Making friends,Personal validation                                                                                                        |                                                                                                                                                                                              | 1                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 6                                                                                                                                                                                            | 2                                                                                                                                                                                            | 6                                                                                                                                                                                            | 1                                                                                                                                                                                            | 5                                                                                                                                                                                            | 84147                                                                                                                                                                                        |\n",
       "| 190 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Plenty of Fish,OKCupid                                                                                                                                                                |                                                                                                                                                                                              | Entertainment                                                                                                                                                                                |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 66431                                                                                                                                                                                        |\n",
       "| 191 | 25-35                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Plenty of Fish                                                                                                                                                                               |                                                                                                                                                                                              | Finding long-term romantic or sexual relationships                                                                                                                                           |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | ...                                                                                                                                                                                          | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 3                                                                                                                                                                                            | 6                                                                                                                                                                                            | 4                                                                                                                                                                                            | 6                                                                                                                                                                                            | 29441                                                                                                                                                                                        |\n",
       "| 192 | 36-45                                                                                                                                                                                        | Man                                                                                                                                                                                          | Match,Plenty of Fish                                                                                                                                                                         |                                                                                                                                                                                              | Finding long-term romantic or sexual relationships,Making friends,Entertainment                                                                                                              |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 1                                                                                                                                                                                            | 5                                                                                                                                                                                            | 54453                                                                                                                                                                                        |\n",
       "| 193 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Plenty of Fish,OKCupid                                                                                                                                                                |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 6                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 7                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 82035                                                                                                                                                                                        |\n",
       "| 194 | 18-24                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Plenty of Fish                                                                                                                                                                               |                                                                                                                                                                                              | Making friends,Entertainment                                                                                                                                                                 |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 48976                                                                                                                                                                                        |\n",
       "| 195 | 25-35                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Coffee & Bagel                                                                                                                                                                               |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Personal validation,Entertainment,Other,I have never used a dating app |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 7                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 7                                                                                                                                                                                            | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | 5                                                                                                                                                                                            | 33614                                                                                                                                                                                        |\n",
       "| 196 | 36-45                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Match                                                                                                                                                                                        |                                                                                                                                                                                              | Finding long-term romantic or sexual relationships                                                                                                                                           |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 5                                                                                                                                                                                            | 6                                                                                                                                                                                            | ...                                                                                                                                                                                          | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 1                                                                                                                                                                                            | 5                                                                                                                                                                                            | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 89391                                                                                                                                                                                        |\n",
       "| 197 | 36-45                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder                                                                                                                                                                                       |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Entertainment                                                          |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | ...                                                                                                                                                                                          | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 2                                                                                                                                                                                            | 5                                                                                                                                                                                            | 56346                                                                                                                                                                                        |\n",
       "| 198 | 46-55                                                                                                                                                                                        | Woman                                                                                                                                                                                        | Tinder,Match,Plenty of Fish                                                                                                                                                                  |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                        |                                                                                                                                                                                              | 1                                                                                                                                                                                            | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | ...                                                                                                                                                                                          | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | 5                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 6                                                                                                                                                                                            | 64287                                                                                                                                                                                        |\n",
       "| 199 | 18-24                                                                                                                                                                                        |                                                                                                                                                                                              | Tinder,Bumble                                                                                                                                                                                |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       |                                                                                                                                                                                              | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | ...                                                                                                                                                                                          | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 4                                                                                                                                                                                            | 5                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 4                                                                                                                                                                                            | 37544                                                                                                                                                                                        |\n",
       "| 200 | 25-35                                                                                                                                                                                        | Man                                                                                                                                                                                          | Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge,Coffee & Bagel                                                                                                                              |                                                                                                                                                                                              | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                       |                                                                                                                                                                                              | 3                                                                                                                                                                                            | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 2                                                                                                                                                                                            | ...                                                                                                                                                                                          | 2                                                                                                                                                                                            | 3                                                                                                                                                                                            | 2                                                                                                                                                                                            | 5                                                                                                                                                                                            | 3                                                                                                                                                                                            | 1                                                                                                                                                                                            | 3                                                                                                                                                                                            | 1                                                                                                                                                                                            | 5                                                                                                                                                                                            | 30820                                                                                                                                                                                        |\n",
       "\n"
      ],
      "text/plain": [
       "    Q1          Q2   \n",
       "1   36-45       Man  \n",
       "2   25-35       Man  \n",
       "3   25-35       Woman\n",
       "4   36-45       Man  \n",
       "5   25-35       Man  \n",
       "6   46-55       Man  \n",
       "7   25-35       Woman\n",
       "8   36-45       Woman\n",
       "9   25-35       Man  \n",
       "10  25-35       Woman\n",
       "11  18-24       Man  \n",
       "12  25-35       Woman\n",
       "13  36-45       Man  \n",
       "14  25-35       Man  \n",
       "15  25-35       Man  \n",
       "16  25-35       Woman\n",
       "17  36-45       Woman\n",
       "18  25-35       Man  \n",
       "19  36-45       Man  \n",
       "20  46-55       Man  \n",
       "21  25-35       Man  \n",
       "22  25-35       Man  \n",
       "23  55 or older Man  \n",
       "24  36-45       Man  \n",
       "25  25-35       Woman\n",
       "26  25-35       Woman\n",
       "27  36-45       Woman\n",
       "28  25-35       Man  \n",
       "30  36-45       Man  \n",
       "31  25-35       Man  \n",
       "... ...         ...  \n",
       "171 36-45       Man  \n",
       "172 25-35       Man  \n",
       "173 36-45       Man  \n",
       "174 25-35       Man  \n",
       "175 18-24       Man  \n",
       "176 18-24       Man  \n",
       "177 18-24       Man  \n",
       "178 25-35       Man  \n",
       "179 25-35       Man  \n",
       "180 25-35       Woman\n",
       "181 25-35       Woman\n",
       "182 25-35       Man  \n",
       "183 25-35       Man  \n",
       "184 25-35       Man  \n",
       "185 36-45       Woman\n",
       "186 18-24       Woman\n",
       "187 36-45       Woman\n",
       "188 36-45       Man  \n",
       "189 25-35       Woman\n",
       "190 25-35       Man  \n",
       "191 25-35       Woman\n",
       "192 36-45       Man  \n",
       "193 25-35       Man  \n",
       "194 18-24       Woman\n",
       "195 25-35       Woman\n",
       "196 36-45       Woman\n",
       "197 36-45       Man  \n",
       "198 46-55       Woman\n",
       "199 18-24            \n",
       "200 25-35       Man  \n",
       "    Q3                                                              Q3_10_TEXT\n",
       "1   Tinder,Plenty of Fish                                                     \n",
       "2   Plenty of Fish                                                            \n",
       "3   Tinder,Bumble,Match,Plenty of Fish,OKCupid,Grindr                         \n",
       "4   Tinder                                                                    \n",
       "5   Tinder,Bumble,OKCupid                                                     \n",
       "6   I have never used a dating app                                            \n",
       "7   I have never used a dating app                                            \n",
       "8   Tinder                                                                    \n",
       "9   Tinder,Match,OKCupid                                                      \n",
       "10  Match,Coffee & Bagel                                                      \n",
       "11  Plenty of Fish                                                            \n",
       "12  Tinder,Bumble,Plenty of Fish                                              \n",
       "13  Bumble,Match,OKCupid                                                      \n",
       "14  Tinder,Plenty of Fish                                                     \n",
       "15  Bumble,Match,OKCupid                                                      \n",
       "16  Tinder,OKCupid                                                            \n",
       "17  Tinder,Match,OKCupid                                                      \n",
       "18  Tinder,Match,Hinge,Coffee & Bagel                                         \n",
       "19  Tinder                                                                    \n",
       "20  I have never used a dating app                                            \n",
       "21  I have never used a dating app                                            \n",
       "22  Tinder,Match,OKCupid,Grindr                                               \n",
       "23  Tinder,I have never used a dating app                                     \n",
       "24  Tinder,Bumble,Plenty of Fish,OKCupid                                      \n",
       "25  I have never used a dating app                                            \n",
       "26  Tinder,OKCupid                                                            \n",
       "27  Tinder                                                                    \n",
       "28  Tinder,Bumble                                                             \n",
       "30  Tinder                                                                    \n",
       "31  Tinder,Match,OKCupid                                                      \n",
       "... ...                                                             ...       \n",
       "171 I have never used a dating app                                            \n",
       "172 Tinder                                                                    \n",
       "173 Tinder,Bumble,Match,Plenty of Fish                                        \n",
       "174 Tinder,OKCupid,Hinge,Grindr                                               \n",
       "175 Tinder,Match                                                              \n",
       "176 Tinder,Bumble                                                             \n",
       "177 Tinder,Bumble,Match,Clover                                                \n",
       "178 Tinder,Match,Plenty of Fish                                               \n",
       "179 Tinder                                                                    \n",
       "180 Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge                          \n",
       "181 Tinder                                                                    \n",
       "182 Tinder,Grindr                                                             \n",
       "183 Match,Coffee & Bagel                                                      \n",
       "184 Tinder,Match,Plenty of Fish                                               \n",
       "185 Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge                          \n",
       "186 Tinder,Bumble,Hinge                                                       \n",
       "187 OKCupid,Other (please describe)                                 eharmony  \n",
       "188 Tinder,Plenty of Fish,OKCupid,Grindr                                      \n",
       "189 Tinder,Bumble,Other (please describe)                           meetme    \n",
       "190 Tinder,Plenty of Fish,OKCupid                                             \n",
       "191 Plenty of Fish                                                            \n",
       "192 Match,Plenty of Fish                                                      \n",
       "193 Tinder,Plenty of Fish,OKCupid                                             \n",
       "194 Plenty of Fish                                                            \n",
       "195 Coffee & Bagel                                                            \n",
       "196 Match                                                                     \n",
       "197 Tinder                                                                    \n",
       "198 Tinder,Match,Plenty of Fish                                               \n",
       "199 Tinder,Bumble                                                             \n",
       "200 Tinder,Bumble,Match,Plenty of Fish,OKCupid,Hinge,Coffee & Bagel           \n",
       "    Q5                                                                                                                                                                                          \n",
       "1   Finding short-term romantic or sexual relationships                                                                                                                                         \n",
       "2   Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "3   Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "4   Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment                                                                        \n",
       "5   Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                       \n",
       "6   I have never used a dating app                                                                                                                                                              \n",
       "7   I have never used a dating app                                                                                                                                                              \n",
       "8   Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "9   Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "10  Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "11  Finding short-term romantic or sexual relationships,Making friends,Entertainment                                                                                                            \n",
       "12  Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Personal validation,Entertainment                                     \n",
       "13  Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "14  Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "15  Finding long-term romantic or sexual relationships,Making friends,Personal validation                                                                                                       \n",
       "16  Finding short-term romantic or sexual relationships                                                                                                                                         \n",
       "17  Finding short-term romantic or sexual relationships                                                                                                                                         \n",
       "18  Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "19  Finding short-term romantic or sexual relationships                                                                                                                                         \n",
       "20  I have never used a dating app                                                                                                                                                              \n",
       "21  I have never used a dating app                                                                                                                                                              \n",
       "22  Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "23  Finding short-term romantic or sexual relationships                                                                                                                                         \n",
       "24  Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "25  I have never used a dating app                                                                                                                                                              \n",
       "26  Finding long-term romantic or sexual relationships,Making friends                                                                                                                           \n",
       "27  Making friends                                                                                                                                                                              \n",
       "28  Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "30  Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "31  Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                       \n",
       "... ...                                                                                                                                                                                         \n",
       "171 I have never used a dating app                                                                                                                                                              \n",
       "172 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "173 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "174 Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "175 Finding long-term romantic or sexual relationships,Making friends                                                                                                                           \n",
       "176 Finding short-term romantic or sexual relationships,Personal validation,Entertainment                                                                                                       \n",
       "177 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "178 Finding short-term romantic or sexual relationships,Making friends                                                                                                                          \n",
       "179 Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "180 Finding long-term romantic or sexual relationships,Making friends                                                                                                                           \n",
       "181 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                       \n",
       "182 Finding short-term romantic or sexual relationships,Making friends,Personal validation,Entertainment                                                                                        \n",
       "183 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment                                                                        \n",
       "184 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "185 Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "186 Finding short-term romantic or sexual relationships,Entertainment                                                                                                                           \n",
       "187 Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "188 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "189 Finding long-term romantic or sexual relationships,Making friends,Personal validation                                                                                                       \n",
       "190 Entertainment                                                                                                                                                                               \n",
       "191 Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "192 Finding long-term romantic or sexual relationships,Making friends,Entertainment                                                                                                             \n",
       "193 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "194 Making friends,Entertainment                                                                                                                                                                \n",
       "195 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Personal validation,Entertainment,Other,I have never used a dating app\n",
       "196 Finding long-term romantic or sexual relationships                                                                                                                                          \n",
       "197 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends,Entertainment                                                         \n",
       "198 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends                                                                       \n",
       "199 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "200 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                                                                                      \n",
       "    Q5_6_TEXT Q6  Q7  Q8  Q9  ... Q22 Q23 Q24 Q25 Q26 Q27 Q28 Q29 Q30 Random.ID\n",
       "1             2   2   5   5   ... 5   5   1   1   1   5   1   1   7   83547    \n",
       "2             3   3   6   7   ... 6   6   6   6   7   5   7   7   7   17119    \n",
       "3             2   2   6   6   ... 6   6   6   6   6   6   6   6   6   47216    \n",
       "4             2   3   6   5   ... 3   2   3   3   3   1   1   1   5   33917    \n",
       "5             3   2   3   3   ... 5   5   5   3   5   2   1   1   6   42654    \n",
       "6             5   5   3   2   ... 3   3   3   4   4   2   1   1   1   70556    \n",
       "7             5   5   6   6   ... 6   6   6   5   5   4   1   1   1   82981    \n",
       "8             2   2   5   5   ... 5   6   5   5   5   4   3   2   5   77694    \n",
       "9             2   3   5   5   ... 6   6   6   4   4   3   3   2   7   61988    \n",
       "10            2   3   6   5   ... 5   6   6   5   6   5   5   6   5   43264    \n",
       "11            4   3   3   6   ... 6   5   5   6   5   6   5   6   5   27597    \n",
       "12            3   4   6   5   ... 6   6   7   5   5   2   6   1   6   44496    \n",
       "13            2   2   5   6   ... 5   5   6   5   5   4   1   1   7   43101    \n",
       "14            2   3   5   5   ... 5   4   5   3   4   2   2   2   6   75463    \n",
       "15            2   1   6   5   ... 5   6   5   6   7   5   6   6   5   16429    \n",
       "16            3   3   6   6   ... 6   6   5   4   4   3   2   1   2   81535    \n",
       "17            2   1   5   7   ... 3   3   2   3   2   1   2   1   3   42653    \n",
       "18            2   3   5   5   ... 5   4   5   5   4   2   5   2   6   72316    \n",
       "19            2   3   6   6   ... 6   6   5   6   6   2   3   1   3   31110    \n",
       "20            5   5   2   2   ... 3   3   2   5   5   2   2   2   3   34508    \n",
       "21            5   5   6   5   ... 6   5   5   4   4   2   1   1   6   36010    \n",
       "22            1   3   6   6   ... 2   3   2   2   2   1   5   5   4   35006    \n",
       "23            2   2   5   5   ... 5   5   5   5   5   2   2   2   2   97973    \n",
       "24            3   3   2   1   ... 5   5   4   5   5   2   5   2   4   37612    \n",
       "25            5   5   4   4   ... 4   4   4   4   4   4   4   4   4   69526    \n",
       "26            2   3   5   7   ... 5   4   5   7   4   7   7   5   7   36775    \n",
       "27            3   3   7   7   ... 7   7   7   1   1   7   5   1   5   32517    \n",
       "28            3   4   5   5   ... 5   5   5   5   5   1   1   1   5   40601    \n",
       "30            2   3   5   5   ... 5   5   5   5   5   5   4   3   5   24342    \n",
       "31            2   2   4   5   ... 5   5   4   3   3   5   6   5   7   89150    \n",
       "... ...       ... ... ... ...     ... ... ... ... ... ... ... ... ... ...      \n",
       "171           5   5   5   5   ... 5   5   5   5   5   3   2   2   2   93867    \n",
       "172           3   3   6   6   ... 5   5   4   3   3   1   1   1   6   68028    \n",
       "173           2   3   3   4   ... 3   5   4   2   2   1   4   2   2   49820    \n",
       "174           2   3   5   5   ... 4   4   4   4   4   1   6   1   2   90601    \n",
       "175           2   2   6   6   ... 7   7   7   7   7   7   5   5   5   69553    \n",
       "176           2   2   4   4   ... 5   5   5   4   4   4   5   3   4   52470    \n",
       "177           1   3   2   2   ... 4   5   3   3   5   1   1   1   6   67310    \n",
       "178           3   3   5   5   ... 5   4   4   4   4   5   6   3   6   27352    \n",
       "179           2   3   5   6   ... 2   3   1   4   2   1   5   2   7   48118    \n",
       "180           1   2   6   6   ... 5   5   5   5   3   5   5   5   5   30329    \n",
       "181           2   2   6   5   ... 5   5   5   4   5   2   6   6   6   76570    \n",
       "182           2   2   3   3   ... 3   3   3   3   3   4   6   2   6   26190    \n",
       "183           3   4   5   6   ... 5   6   5   6   5   5   4   5   6   97871    \n",
       "184           2   2   4   2   ... 5   4   5   3   4   2   2   1   5   16241    \n",
       "185           2   3   5   5   ... 5   5   3   1   1   1   2   1   6   44060    \n",
       "186           2   2   5   5   ... 3   2   2   1   1   4   1   1   2   82655    \n",
       "187           3   3   2   2   ... 5   5   4   3   3   6   1   1   5   84796    \n",
       "188           2   2   7   1   ... 7   5   6   6   6   6   2   1   5   98179    \n",
       "189           1   3   3   6   ... 6   5   2   3   6   2   6   1   5   84147    \n",
       "190           3   4   5   3   ... 5   5   5   5   5   3   3   5   5   66431    \n",
       "191           3   3   5   4   ... 4   4   4   4   4   3   6   4   6   29441    \n",
       "192           3   3   5   5   ... 5   5   3   5   5   2   3   1   5   54453    \n",
       "193           2   2   6   6   ... 7   7   7   7   7   4   4   5   5   82035    \n",
       "194           3   2   4   5   ... 5   6   5   5   5   4   2   3   2   48976    \n",
       "195           2   2   7   6   ... 7   6   5   6   5   6   5   6   5   33614    \n",
       "196           2   3   5   6   ... 4   5   5   3   4   1   5   2   3   89391    \n",
       "197           2   2   5   5   ... 5   5   5   4   4   4   4   2   5   56346    \n",
       "198           1   2   3   3   ... 3   3   3   2   2   5   5   3   6   64287    \n",
       "199           2   3   4   4   ... 3   4   3   3   4   5   4   4   4   37544    \n",
       "200           3   3   2   2   ... 2   3   2   5   3   1   3   1   5   30820    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "foo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Q1</th><th scope=col>Q2</th><th scope=col>Q3</th><th scope=col>Q3_10_TEXT</th><th scope=col>Q5</th><th scope=col>Q5_6_TEXT</th><th scope=col>Q6</th><th scope=col>Q7</th><th scope=col>Q8</th><th scope=col>Q9</th><th scope=col>...</th><th scope=col>Q22</th><th scope=col>Q23</th><th scope=col>Q24</th><th scope=col>Q25</th><th scope=col>Q26</th><th scope=col>Q27</th><th scope=col>Q28</th><th scope=col>Q29</th><th scope=col>Q30</th><th scope=col>Random.ID</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>36-45                                                                                                                </td><td>Man                                                                                                                  </td><td>Tinder,Plenty of Fish                                                                                                </td><td>                                                                                                                     </td><td>Finding short-term romantic or sexual relationships                                                                  </td><td>                                                                                                                     </td><td>2                                                                                                                    </td><td>2                                                                                                                    </td><td>5                                                                                                                    </td><td>5                                                                                                                    </td><td>...                                                                                                                  </td><td>5                                                                                                                    </td><td>5                                                                                                                    </td><td>1                                                                                                                    </td><td>1                                                                                                                    </td><td>1                                                                                                                    </td><td>5                                                                                                                    </td><td>1                                                                                                                    </td><td>1                                                                                                                    </td><td>7                                                                                                                    </td><td>83547                                                                                                                </td></tr>\n",
       "\t<tr><td>25-35                                                                                                                </td><td>Man                                                                                                                  </td><td>Plenty of Fish                                                                                                       </td><td>                                                                                                                     </td><td>Finding long-term romantic or sexual relationships                                                                   </td><td>                                                                                                                     </td><td>3                                                                                                                    </td><td>3                                                                                                                    </td><td>6                                                                                                                    </td><td>7                                                                                                                    </td><td>...                                                                                                                  </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>7                                                                                                                    </td><td>5                                                                                                                    </td><td>7                                                                                                                    </td><td>7                                                                                                                    </td><td>7                                                                                                                    </td><td>17119                                                                                                                </td></tr>\n",
       "\t<tr><td>25-35                                                                                                                </td><td>Woman                                                                                                                </td><td>Tinder,Bumble,Match,Plenty of Fish,OKCupid,Grindr                                                                    </td><td>                                                                                                                     </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships               </td><td>                                                                                                                     </td><td>2                                                                                                                    </td><td>2                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>...                                                                                                                  </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>6                                                                                                                    </td><td>47216                                                                                                                </td></tr>\n",
       "\t<tr><td>36-45                                                                                                                </td><td>Man                                                                                                                  </td><td>Tinder                                                                                                               </td><td>                                                                                                                     </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment </td><td>                                                                                                                     </td><td>2                                                                                                                    </td><td>3                                                                                                                    </td><td>6                                                                                                                    </td><td>5                                                                                                                    </td><td>...                                                                                                                  </td><td>3                                                                                                                    </td><td>2                                                                                                                    </td><td>3                                                                                                                    </td><td>3                                                                                                                    </td><td>3                                                                                                                    </td><td>1                                                                                                                    </td><td>1                                                                                                                    </td><td>1                                                                                                                    </td><td>5                                                                                                                    </td><td>33917                                                                                                                </td></tr>\n",
       "\t<tr><td>25-35                                                                                                                </td><td>Man                                                                                                                  </td><td>Tinder,Bumble,OKCupid                                                                                                </td><td>                                                                                                                     </td><td>Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends</td><td>                                                                                                                     </td><td>3                                                                                                                    </td><td>2                                                                                                                    </td><td>3                                                                                                                    </td><td>3                                                                                                                    </td><td>...                                                                                                                  </td><td>5                                                                                                                    </td><td>5                                                                                                                    </td><td>5                                                                                                                    </td><td>3                                                                                                                    </td><td>5                                                                                                                    </td><td>2                                                                                                                    </td><td>1                                                                                                                    </td><td>1                                                                                                                    </td><td>6                                                                                                                    </td><td>42654                                                                                                                </td></tr>\n",
       "\t<tr><td>46-55                                                                                                                </td><td>Man                                                                                                                  </td><td>I have never used a dating app                                                                                       </td><td>                                                                                                                     </td><td>I have never used a dating app                                                                                       </td><td>                                                                                                                     </td><td>5                                                                                                                    </td><td>5                                                                                                                    </td><td>3                                                                                                                    </td><td>2                                                                                                                    </td><td>...                                                                                                                  </td><td>3                                                                                                                    </td><td>3                                                                                                                    </td><td>3                                                                                                                    </td><td>4                                                                                                                    </td><td>4                                                                                                                    </td><td>2                                                                                                                    </td><td>1                                                                                                                    </td><td>1                                                                                                                    </td><td>1                                                                                                                    </td><td>70556                                                                                                                </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllllllllllllllllllll}\n",
       " Q1 & Q2 & Q3 & Q3\\_10\\_TEXT & Q5 & Q5\\_6\\_TEXT & Q6 & Q7 & Q8 & Q9 & ... & Q22 & Q23 & Q24 & Q25 & Q26 & Q27 & Q28 & Q29 & Q30 & Random.ID\\\\\n",
       "\\hline\n",
       "\t 36-45                                                                                                                 & Man                                                                                                                   & Tinder,Plenty of Fish                                                                                                 &                                                                                                                       & Finding short-term romantic or sexual relationships                                                                   &                                                                                                                       & 2                                                                                                                     & 2                                                                                                                     & 5                                                                                                                     & 5                                                                                                                     & ...                                                                                                                   & 5                                                                                                                     & 5                                                                                                                     & 1                                                                                                                     & 1                                                                                                                     & 1                                                                                                                     & 5                                                                                                                     & 1                                                                                                                     & 1                                                                                                                     & 7                                                                                                                     & 83547                                                                                                                \\\\\n",
       "\t 25-35                                                                                                                 & Man                                                                                                                   & Plenty of Fish                                                                                                        &                                                                                                                       & Finding long-term romantic or sexual relationships                                                                    &                                                                                                                       & 3                                                                                                                     & 3                                                                                                                     & 6                                                                                                                     & 7                                                                                                                     & ...                                                                                                                   & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 7                                                                                                                     & 5                                                                                                                     & 7                                                                                                                     & 7                                                                                                                     & 7                                                                                                                     & 17119                                                                                                                \\\\\n",
       "\t 25-35                                                                                                                 & Woman                                                                                                                 & Tinder,Bumble,Match,Plenty of Fish,OKCupid,Grindr                                                                     &                                                                                                                       & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                &                                                                                                                       & 2                                                                                                                     & 2                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & ...                                                                                                                   & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 6                                                                                                                     & 47216                                                                                                                \\\\\n",
       "\t 36-45                                                                                                                 & Man                                                                                                                   & Tinder                                                                                                                &                                                                                                                       & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment  &                                                                                                                       & 2                                                                                                                     & 3                                                                                                                     & 6                                                                                                                     & 5                                                                                                                     & ...                                                                                                                   & 3                                                                                                                     & 2                                                                                                                     & 3                                                                                                                     & 3                                                                                                                     & 3                                                                                                                     & 1                                                                                                                     & 1                                                                                                                     & 1                                                                                                                     & 5                                                                                                                     & 33917                                                                                                                \\\\\n",
       "\t 25-35                                                                                                                 & Man                                                                                                                   & Tinder,Bumble,OKCupid                                                                                                 &                                                                                                                       & Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends &                                                                                                                       & 3                                                                                                                     & 2                                                                                                                     & 3                                                                                                                     & 3                                                                                                                     & ...                                                                                                                   & 5                                                                                                                     & 5                                                                                                                     & 5                                                                                                                     & 3                                                                                                                     & 5                                                                                                                     & 2                                                                                                                     & 1                                                                                                                     & 1                                                                                                                     & 6                                                                                                                     & 42654                                                                                                                \\\\\n",
       "\t 46-55                                                                                                                 & Man                                                                                                                   & I have never used a dating app                                                                                        &                                                                                                                       & I have never used a dating app                                                                                        &                                                                                                                       & 5                                                                                                                     & 5                                                                                                                     & 3                                                                                                                     & 2                                                                                                                     & ...                                                                                                                   & 3                                                                                                                     & 3                                                                                                                     & 3                                                                                                                     & 4                                                                                                                     & 4                                                                                                                     & 2                                                                                                                     & 1                                                                                                                     & 1                                                                                                                     & 1                                                                                                                     & 70556                                                                                                                \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| Q1 | Q2 | Q3 | Q3_10_TEXT | Q5 | Q5_6_TEXT | Q6 | Q7 | Q8 | Q9 | ... | Q22 | Q23 | Q24 | Q25 | Q26 | Q27 | Q28 | Q29 | Q30 | Random.ID |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 36-45                                                                                                                 | Man                                                                                                                   | Tinder,Plenty of Fish                                                                                                 |                                                                                                                       | Finding short-term romantic or sexual relationships                                                                   |                                                                                                                       | 2                                                                                                                     | 2                                                                                                                     | 5                                                                                                                     | 5                                                                                                                     | ...                                                                                                                   | 5                                                                                                                     | 5                                                                                                                     | 1                                                                                                                     | 1                                                                                                                     | 1                                                                                                                     | 5                                                                                                                     | 1                                                                                                                     | 1                                                                                                                     | 7                                                                                                                     | 83547                                                                                                                 |\n",
       "| 25-35                                                                                                                 | Man                                                                                                                   | Plenty of Fish                                                                                                        |                                                                                                                       | Finding long-term romantic or sexual relationships                                                                    |                                                                                                                       | 3                                                                                                                     | 3                                                                                                                     | 6                                                                                                                     | 7                                                                                                                     | ...                                                                                                                   | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 7                                                                                                                     | 5                                                                                                                     | 7                                                                                                                     | 7                                                                                                                     | 7                                                                                                                     | 17119                                                                                                                 |\n",
       "| 25-35                                                                                                                 | Woman                                                                                                                 | Tinder,Bumble,Match,Plenty of Fish,OKCupid,Grindr                                                                     |                                                                                                                       | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships                |                                                                                                                       | 2                                                                                                                     | 2                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | ...                                                                                                                   | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 6                                                                                                                     | 47216                                                                                                                 |\n",
       "| 36-45                                                                                                                 | Man                                                                                                                   | Tinder                                                                                                                |                                                                                                                       | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment  |                                                                                                                       | 2                                                                                                                     | 3                                                                                                                     | 6                                                                                                                     | 5                                                                                                                     | ...                                                                                                                   | 3                                                                                                                     | 2                                                                                                                     | 3                                                                                                                     | 3                                                                                                                     | 3                                                                                                                     | 1                                                                                                                     | 1                                                                                                                     | 1                                                                                                                     | 5                                                                                                                     | 33917                                                                                                                 |\n",
       "| 25-35                                                                                                                 | Man                                                                                                                   | Tinder,Bumble,OKCupid                                                                                                 |                                                                                                                       | Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends |                                                                                                                       | 3                                                                                                                     | 2                                                                                                                     | 3                                                                                                                     | 3                                                                                                                     | ...                                                                                                                   | 5                                                                                                                     | 5                                                                                                                     | 5                                                                                                                     | 3                                                                                                                     | 5                                                                                                                     | 2                                                                                                                     | 1                                                                                                                     | 1                                                                                                                     | 6                                                                                                                     | 42654                                                                                                                 |\n",
       "| 46-55                                                                                                                 | Man                                                                                                                   | I have never used a dating app                                                                                        |                                                                                                                       | I have never used a dating app                                                                                        |                                                                                                                       | 5                                                                                                                     | 5                                                                                                                     | 3                                                                                                                     | 2                                                                                                                     | ...                                                                                                                   | 3                                                                                                                     | 3                                                                                                                     | 3                                                                                                                     | 4                                                                                                                     | 4                                                                                                                     | 2                                                                                                                     | 1                                                                                                                     | 1                                                                                                                     | 1                                                                                                                     | 70556                                                                                                                 |\n",
       "\n"
      ],
      "text/plain": [
       "  Q1    Q2    Q3                                                Q3_10_TEXT\n",
       "1 36-45 Man   Tinder,Plenty of Fish                                       \n",
       "2 25-35 Man   Plenty of Fish                                              \n",
       "3 25-35 Woman Tinder,Bumble,Match,Plenty of Fish,OKCupid,Grindr           \n",
       "4 36-45 Man   Tinder                                                      \n",
       "5 25-35 Man   Tinder,Bumble,OKCupid                                       \n",
       "6 46-55 Man   I have never used a dating app                              \n",
       "  Q5                                                                                                                   \n",
       "1 Finding short-term romantic or sexual relationships                                                                  \n",
       "2 Finding long-term romantic or sexual relationships                                                                   \n",
       "3 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships               \n",
       "4 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Entertainment \n",
       "5 Finding short-term romantic or sexual relationships,Finding long-term romantic or sexual relationships,Making friends\n",
       "6 I have never used a dating app                                                                                       \n",
       "  Q5_6_TEXT Q6 Q7 Q8 Q9 ... Q22 Q23 Q24 Q25 Q26 Q27 Q28 Q29 Q30 Random.ID\n",
       "1           2  2  5  5  ... 5   5   1   1   1   5   1   1   7   83547    \n",
       "2           3  3  6  7  ... 6   6   6   6   7   5   7   7   7   17119    \n",
       "3           2  2  6  6  ... 6   6   6   6   6   6   6   6   6   47216    \n",
       "4           2  3  6  5  ... 3   2   3   3   3   1   1   1   5   33917    \n",
       "5           3  2  3  3  ... 5   5   5   3   5   2   1   1   6   42654    \n",
       "6           5  5  3  2  ... 3   3   3   4   4   2   1   1   1   70556    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(dat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Reliability analysis   \n",
       "Call: alpha(x = dat[c(\"Q8\", \"Q9\", \"Q10\", \"Q11\", \"Q12\")])\n",
       "\n",
       "  raw_alpha std.alpha G6(smc) average_r S/N   ase mean  sd median_r\n",
       "      0.87      0.86    0.89      0.56 6.4 0.016  4.3 1.2     0.53\n",
       "\n",
       " lower alpha upper     95% confidence boundaries\n",
       "0.83 0.87 0.9 \n",
       "\n",
       " Reliability if an item is dropped:\n",
       "    raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r\n",
       "Q8       0.84      0.84    0.85      0.56 5.2    0.020 0.025  0.53\n",
       "Q9       0.85      0.85    0.88      0.59 5.8    0.018 0.030  0.53\n",
       "Q10      0.82      0.82    0.83      0.53 4.5    0.022 0.028  0.45\n",
       "Q11      0.84      0.84    0.82      0.57 5.3    0.018 0.015  0.57\n",
       "Q12      0.83      0.83    0.81      0.56 5.0    0.019 0.018  0.55\n",
       "\n",
       " Item statistics \n",
       "      n raw.r std.r r.cor r.drop mean  sd\n",
       "Q8  199  0.81  0.80  0.75   0.69  4.7 1.4\n",
       "Q9  200  0.77  0.76  0.66   0.63  4.7 1.5\n",
       "Q10 199  0.86  0.85  0.82   0.76  4.2 1.5\n",
       "Q11 200  0.79  0.79  0.77   0.66  4.0 1.4\n",
       "Q12 199  0.81  0.82  0.80   0.69  4.1 1.4\n",
       "\n",
       "Non missing response frequency for each item\n",
       "       1    2    3    4    5    6    7 miss\n",
       "Q8  0.03 0.07 0.12 0.08 0.43 0.23 0.05 0.01\n",
       "Q9  0.02 0.08 0.10 0.14 0.37 0.20 0.08 0.00\n",
       "Q10 0.06 0.12 0.14 0.17 0.35 0.12 0.05 0.01\n",
       "Q11 0.06 0.08 0.18 0.30 0.24 0.13 0.02 0.00\n",
       "Q12 0.05 0.09 0.16 0.24 0.30 0.14 0.02 0.01"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha(dat[c('Q8','Q9', 'Q10', 'Q11','Q12')]) #mydata[c(1,5:10)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Reliability analysis   \n",
       "Call: alpha(x = dat[c(\"Q15\", \"Q16\", \"Q17\", \"Q18\", \"Q19\")])\n",
       "\n",
       "  raw_alpha std.alpha G6(smc) average_r S/N   ase mean   sd median_r\n",
       "      0.78      0.78    0.82      0.42 3.6 0.025  5.5 0.87     0.38\n",
       "\n",
       " lower alpha upper     95% confidence boundaries\n",
       "0.73 0.78 0.83 \n",
       "\n",
       " Reliability if an item is dropped:\n",
       "    raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r\n",
       "Q15      0.76      0.76    0.77      0.44 3.1    0.028 0.045  0.38\n",
       "Q16      0.79      0.79    0.83      0.48 3.7    0.025 0.051  0.41\n",
       "Q17      0.73      0.72    0.75      0.39 2.6    0.031 0.052  0.32\n",
       "Q18      0.68      0.71    0.68      0.38 2.4    0.037 0.022  0.38\n",
       "Q19      0.72      0.74    0.71      0.42 2.8    0.033 0.016  0.38\n",
       "\n",
       " Item statistics \n",
       "      n raw.r std.r r.cor r.drop mean   sd\n",
       "Q15 200  0.65  0.70  0.61   0.49  6.1 0.94\n",
       "Q16 200  0.63  0.64  0.46   0.41  5.7 1.24\n",
       "Q17 200  0.74  0.78  0.71   0.60  5.8 1.03\n",
       "Q18 200  0.84  0.80  0.80   0.69  4.9 1.35\n",
       "Q19 200  0.78  0.74  0.73   0.60  5.0 1.33\n",
       "\n",
       "Non missing response frequency for each item\n",
       "       1    2    3    4    5    6    7 miss\n",
       "Q15 0.00 0.00 0.00 0.02 0.20 0.42 0.35    0\n",
       "Q16 0.02 0.02 0.02 0.04 0.20 0.44 0.25    0\n",
       "Q17 0.00 0.02 0.02 0.04 0.28 0.38 0.28    0\n",
       "Q18 0.02 0.04 0.08 0.20 0.30 0.27 0.08    0\n",
       "Q19 0.02 0.03 0.08 0.20 0.30 0.28 0.10    0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha(dat[c('Q15','Q16', 'Q17', 'Q18', 'Q19')]) #mydata[c(1,5:10)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Reliability analysis   \n",
       "Call: alpha(x = dat[c(\"Q22\", \"Q23\", \"Q24\", \"Q25\", \"Q26\")])\n",
       "\n",
       "  raw_alpha std.alpha G6(smc) average_r S/N   ase mean  sd median_r\n",
       "      0.89      0.89     0.9      0.63 8.4 0.012  4.5 1.1      0.6\n",
       "\n",
       " lower alpha upper     95% confidence boundaries\n",
       "0.87 0.89 0.92 \n",
       "\n",
       " Reliability if an item is dropped:\n",
       "    raw_alpha std.alpha G6(smc) average_r S/N alpha se  var.r med.r\n",
       "Q22      0.87      0.87    0.87      0.62 6.6    0.015 0.0157  0.60\n",
       "Q23      0.88      0.88    0.88      0.64 7.2    0.014 0.0136  0.60\n",
       "Q24      0.86      0.86    0.86      0.60 6.0    0.017 0.0176  0.56\n",
       "Q25      0.88      0.88    0.86      0.65 7.5    0.014 0.0069  0.66\n",
       "Q26      0.87      0.87    0.85      0.62 6.5    0.016 0.0150  0.65\n",
       "\n",
       " Item statistics \n",
       "      n raw.r std.r r.cor r.drop mean  sd\n",
       "Q22 200  0.84  0.84  0.80   0.74  4.8 1.3\n",
       "Q23 199  0.80  0.82  0.75   0.70  4.8 1.3\n",
       "Q24 200  0.88  0.88  0.84   0.80  4.5 1.4\n",
       "Q25 199  0.81  0.80  0.76   0.70  4.2 1.4\n",
       "Q26 200  0.86  0.85  0.82   0.76  4.3 1.5\n",
       "\n",
       "Non missing response frequency for each item\n",
       "       1    2    3    4    5    6    7 miss\n",
       "Q22 0.02 0.03 0.12 0.09 0.44 0.23 0.06 0.00\n",
       "Q23 0.01 0.05 0.13 0.14 0.40 0.22 0.06 0.01\n",
       "Q24 0.02 0.07 0.14 0.16 0.40 0.16 0.06 0.00\n",
       "Q25 0.05 0.08 0.18 0.25 0.28 0.14 0.03 0.01\n",
       "Q26 0.05 0.06 0.16 0.25 0.27 0.16 0.06 0.00"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha(dat[c('Q22','Q23', 'Q24','Q25','Q26')]) #mydata[c(1,5:10)]"
   ]
  }
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