Email_doubles.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime as datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Fall_Workshops.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Email Address</th>\n",
       "      <th>Do you want to receive updates about meetings, workshops, and other DSI events?</th>\n",
       "      <th>First Name</th>\n",
       "      <th>Last Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Is this your first DSI event?</th>\n",
       "      <th>What year are you in?</th>\n",
       "      <th>How much prior coding experience do you have?</th>\n",
       "      <th>What subject best describes your current major or profession?</th>\n",
       "      <th>Optional: Write your full major name.</th>\n",
       "      <th>How did you hear about us?</th>\n",
       "      <th>Workshop_Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>11/14/2018 18:31:59</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Data Science Wednesday 11/14 Fall 2018 (Respon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>11/13/2018 18:29:54</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Statistics for Data Scientists Fall 2018 (Resp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>9/19/2018 18:34:44</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Data Science Wednesday Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>10/15/2018 18:31:09</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>SQL Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>10/17/2018 18:30:55</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>DSI GBM #2 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>10/10/2018 18:28:48</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>NLP Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>10/3/2018 18:31:27</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Data Science Wednesday 10/3 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>10/8/2018 18:33:02</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Practical Data Science 10/8 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>9/12/2018 19:01:00</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>No</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>DSI GBM #1 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>9/17/2018 18:04:15</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Timestamp     Email Address  \\\n",
       "7    11/14/2018 18:31:59  hammackm@ufl.edu   \n",
       "24   11/13/2018 18:29:54  hammackm@ufl.edu   \n",
       "145   9/19/2018 18:34:44  hammackm@ufl.edu   \n",
       "247  10/15/2018 18:31:09  hammackm@ufl.edu   \n",
       "275  10/17/2018 18:30:55  hammackm@ufl.edu   \n",
       "293  10/10/2018 18:28:48  hammackm@ufl.edu   \n",
       "318   10/3/2018 18:31:27  hammackm@ufl.edu   \n",
       "344   10/8/2018 18:33:02  hammackm@ufl.edu   \n",
       "366   9/12/2018 19:01:00  hammackm@ufl.edu   \n",
       "555   9/17/2018 18:04:15  hammackm@ufl.edu   \n",
       "\n",
       "    Do you want to receive updates about meetings, workshops, and other DSI events?  \\\n",
       "7                          I'm already on the listserv                                \n",
       "24                         I'm already on the listserv                                \n",
       "145                        I'm already on the listserv                                \n",
       "247                        I'm already on the listserv                                \n",
       "275                        I'm already on the listserv                                \n",
       "293                        I'm already on the listserv                                \n",
       "318                        I'm already on the listserv                                \n",
       "344                        I'm already on the listserv                                \n",
       "366                                                 No                                \n",
       "555                                                Yes                                \n",
       "\n",
       "    First Name Last Name Gender Is this your first DSI event?  \\\n",
       "7     Mitchell   Hammack   Male                            No   \n",
       "24    Mitchell   Hammack   Male                            No   \n",
       "145   Mitchell   Hammack   Male                            No   \n",
       "247   Mitchell   Hammack   Male                            No   \n",
       "275   Mitchell   Hammack   Male                            No   \n",
       "293   Mitchell   Hammack   Male                            No   \n",
       "318   Mitchell   Hammack   Male                            No   \n",
       "344   Mitchell   Hammack   Male                            No   \n",
       "366   Mitchell   Hammack   Male                           Yes   \n",
       "555   Mitchell   Hammack   Male                            No   \n",
       "\n",
       "    What year are you in? How much prior coding experience do you have?  \\\n",
       "7               Sophomore                                     5 + years   \n",
       "24              Sophomore                                     5 + years   \n",
       "145             Sophomore                                     5 + years   \n",
       "247             Sophomore                                     5 + years   \n",
       "275             Sophomore                                     5 + years   \n",
       "293             Sophomore                                     5 + years   \n",
       "318             Sophomore                                     5 + years   \n",
       "344             Sophomore                                     5 + years   \n",
       "366             Sophomore                                     5 + years   \n",
       "555             Sophomore                                     5 + years   \n",
       "\n",
       "    What subject best describes your current major or profession?  \\\n",
       "7    Technology (computer engineering, computer sci...              \n",
       "24   Technology (computer engineering, computer sci...              \n",
       "145  Technology (computer engineering, computer sci...              \n",
       "247  Technology (computer engineering, computer sci...              \n",
       "275  Technology (computer engineering, computer sci...              \n",
       "293  Technology (computer engineering, computer sci...              \n",
       "318  Technology (computer engineering, computer sci...              \n",
       "344  Technology (computer engineering, computer sci...              \n",
       "366  Technology (computer engineering, computer sci...              \n",
       "555  Technology (computer engineering, computer sci...              \n",
       "\n",
       "    Optional: Write your full major name. How did you hear about us?  \\\n",
       "7                                     NaN                   Facebook   \n",
       "24                                    NaN                   Facebook   \n",
       "145                      Computer Science                   Facebook   \n",
       "247                                   NaN                   Facebook   \n",
       "275                                   NaN                   Facebook   \n",
       "293                                   NaN                   Facebook   \n",
       "318                      Computer Science                   Facebook   \n",
       "344                                   NaN                   Facebook   \n",
       "366                      Computer Science                   Facebook   \n",
       "555                                   NaN                   Facebook   \n",
       "\n",
       "                                         Workshop_Type  \n",
       "7    Data Science Wednesday 11/14 Fall 2018 (Respon...  \n",
       "24   Statistics for Data Scientists Fall 2018 (Resp...  \n",
       "145       Data Science Wednesday Fall 2018 (Responses)  \n",
       "247                          SQL Fall 2018 (Responses)  \n",
       "275                   DSI GBM #2 Fall 2018 (Responses)  \n",
       "293                          NLP Fall 2018 (Responses)  \n",
       "318  Data Science Wednesday 10/3 Fall 2018 (Responses)  \n",
       "344  Practical Data Science 10/8 Fall 2018 (Responses)  \n",
       "366                   DSI GBM #1 Fall 2018 (Responses)  \n",
       "555                           R0 Fall 2018 (Responses)  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Last Name'].str.upper() == \"HAMMACK\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Email Address</th>\n",
       "      <th>Do you want to receive updates about meetings, workshops, and other DSI events?</th>\n",
       "      <th>First Name</th>\n",
       "      <th>Last Name</th>\n",
       "      <th>Gender</th>\n",
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       "      <th>What year are you in?</th>\n",
       "      <th>How much prior coding experience do you have?</th>\n",
       "      <th>What subject best describes your current major or profession?</th>\n",
       "      <th>Optional: Write your full major name.</th>\n",
       "      <th>How did you hear about us?</th>\n",
       "      <th>Workshop_Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11/5/2018 17:53:20</td>\n",
       "      <td>nawafalharbi@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>nawaf</td>\n",
       "      <td>alharbi</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>biomedical engineering</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11/5/2018 18:06:02</td>\n",
       "      <td>kaemon@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Kaemon</td>\n",
       "      <td>Vero</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>From a friend or acquaintance</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11/5/2018 18:07:53</td>\n",
       "      <td>a.thudianplackel@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Anu</td>\n",
       "      <td>Thudianplackel</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>ISOM</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11/5/2018 18:09:13</td>\n",
       "      <td>dharmi.sanghavi@outlook.com</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Dharmil</td>\n",
       "      <td>Sanghavi</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>ISOM</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11/5/2018 18:10:51</td>\n",
       "      <td>ujjualramachandr@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Ujjual</td>\n",
       "      <td>Ramachandran</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>None</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>Information Systems and Operations Management</td>\n",
       "      <td>From a friend or acquaintance</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>11/5/2018 18:11:57</td>\n",
       "      <td>renwanxin1994@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Wanxin</td>\n",
       "      <td>Ren</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>Information Systems and Operations Management</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11/5/2018 18:13:15</td>\n",
       "      <td>ziyang.zhang@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ziyang</td>\n",
       "      <td>zhang</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>information system &amp; operation management</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>11/5/2018 18:13:24</td>\n",
       "      <td>quazicaesar@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Quazi</td>\n",
       "      <td>Caesar</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Information Systems and Operations Management</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>11/5/2018 18:15:56</td>\n",
       "      <td>f.zhang@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fan</td>\n",
       "      <td>Zhang</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>ISOM</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>11/5/2018 18:16:45</td>\n",
       "      <td>jaypatel1@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Jay</td>\n",
       "      <td>Patel</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer and Information Science and Engineering</td>\n",
       "      <td>Google, internet search, etc.</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11/5/2018 18:18:10</td>\n",
       "      <td>kgardner@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>kyla</td>\n",
       "      <td>gardner</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>ise</td>\n",
       "      <td>Google, internet search, etc.</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11/5/2018 18:18:21</td>\n",
       "      <td>chingyunhuang@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>chingyung</td>\n",
       "      <td>huang</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11/5/2018 18:20:41</td>\n",
       "      <td>andreazv@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Andrea</td>\n",
       "      <td>Zapata-Volkmar</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Junior</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Applied Sciences (MechE, ChemE, materials...)</td>\n",
       "      <td>Industrial and Systems Engineering</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>11/5/2018 18:21:29</td>\n",
       "      <td>dtchen@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Dianteng</td>\n",
       "      <td>Chen</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Physical Sciences (chemistry, physics, ecology...</td>\n",
       "      <td>Physics</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>11/5/2018 18:21:44</td>\n",
       "      <td>spolk@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Steven</td>\n",
       "      <td>Polk</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Junior</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>From a friend or acquaintance</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>11/5/2018 18:24:51</td>\n",
       "      <td>a.tolani@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Aarti</td>\n",
       "      <td>Tolani</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Junior</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>Information Systems</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11/5/2018 18:24:55</td>\n",
       "      <td>bharadwajs@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Srikanth</td>\n",
       "      <td>Bharadwaj</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>11/5/2018 18:25:33</td>\n",
       "      <td>jadenbaron@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Jaden</td>\n",
       "      <td>Baron</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>None</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>11/5/2018 18:26:58</td>\n",
       "      <td>nicolenar@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Junior</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Industrial and Systems Engineering</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11/5/2018 18:28:22</td>\n",
       "      <td>antonymaze@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Antony</td>\n",
       "      <td>Maze</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Senior</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Formal Sciences (mathematics, logic, statistic...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>11/5/2018 18:28:48</td>\n",
       "      <td>sandhya.yadav@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sandhya</td>\n",
       "      <td>Yadav</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>None</td>\n",
       "      <td>Life Sciences (microbiology, genetics, physiol...</td>\n",
       "      <td>Public Health</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>11/5/2018 18:29:01</td>\n",
       "      <td>shruti1993@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Shruti</td>\n",
       "      <td>Siva Kumar</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>BME</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11/5/2018 18:29:34</td>\n",
       "      <td>rp3448@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Ravin</td>\n",
       "      <td>Poudel</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Not a student</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Life Sciences (microbiology, genetics, physiol...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>11/5/2018 18:35:08</td>\n",
       "      <td>yido1gzhang@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Senior</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>11/5/2018 18:35:59</td>\n",
       "      <td>jasonquocvan@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Jason</td>\n",
       "      <td>Van</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Senior</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>11/5/2018 18:36:38</td>\n",
       "      <td>daniel.shoe@ufl.edu</td>\n",
       "      <td>No</td>\n",
       "      <td>Daniel</td>\n",
       "      <td>Xu</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Senior</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science Engineering</td>\n",
       "      <td>From a friend or acquaintance</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>11/5/2018 19:38:22</td>\n",
       "      <td>hanzh0420@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>han</td>\n",
       "      <td>zhang</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Physical Sciences (chemistry, physics, ecology...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11/5/2018 19:39:10</td>\n",
       "      <td>zhilinjia@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>zhilin</td>\n",
       "      <td>Jia</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Applied Sciences (MechE, ChemE, materials...)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>11/5/2018 19:39:37</td>\n",
       "      <td>mabel95@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Malik</td>\n",
       "      <td>Abel</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Information Systems and Operations Management</td>\n",
       "      <td>From a friend or acquaintance</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>11/5/2018 19:40:21</td>\n",
       "      <td>frestrepo@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Falcon</td>\n",
       "      <td>Restrepo</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Liberal Arts (literature, art, theatre...)</td>\n",
       "      <td>Spanish and Portuguese</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>Tableau Workshop Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>9/17/2018 17:56:46</td>\n",
       "      <td>jingzhi.liu@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Jingzhi</td>\n",
       "      <td>Liu</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Junior</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Social Studies (psychology, journalism, econom...</td>\n",
       "      <td>Mathematical Economics</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>9/17/2018 17:57:12</td>\n",
       "      <td>smpeeling@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sarah</td>\n",
       "      <td>Peeling</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Junior</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Liberal Arts (literature, art, theatre...)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>9/17/2018 17:57:34</td>\n",
       "      <td>janamacharya@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Janam</td>\n",
       "      <td>Acharya</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>None</td>\n",
       "      <td>Life Sciences (microbiology, genetics, physiol...</td>\n",
       "      <td>Agronomy</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>9/17/2018 17:58:02</td>\n",
       "      <td>cameronmjones@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Cameron</td>\n",
       "      <td>Jones</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Senior</td>\n",
       "      <td>None</td>\n",
       "      <td>Formal Sciences (mathematics, logic, statistic...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>9/17/2018 17:58:41</td>\n",
       "      <td>aayere@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Adesuwa</td>\n",
       "      <td>Ayere</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Information Systems and Operations Managemnet</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>9/17/2018 17:58:45</td>\n",
       "      <td>lushanghimire@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Lushan</td>\n",
       "      <td>Ghimire</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Life Sciences (microbiology, genetics, physiol...</td>\n",
       "      <td>Horticultural Sciences</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>9/17/2018 17:59:03</td>\n",
       "      <td>mlindahl@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Matthew</td>\n",
       "      <td>Lindahl</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Senior</td>\n",
       "      <td>None</td>\n",
       "      <td>Social Studies (psychology, journalism, econom...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>9/17/2018 18:00:00</td>\n",
       "      <td>jaypatel1@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Jay</td>\n",
       "      <td>Patel</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>Google, internet search, etc.</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>9/17/2018 18:00:28</td>\n",
       "      <td>shevernoah@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Noah</td>\n",
       "      <td>Shever</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Industrial and Systems Engineering</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>9/17/2018 18:00:57</td>\n",
       "      <td>adinaygrossman@ufl.edu</td>\n",
       "      <td>No</td>\n",
       "      <td>Adina</td>\n",
       "      <td>Grossman</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Senior</td>\n",
       "      <td>None</td>\n",
       "      <td>Life Sciences (microbiology, genetics, physiol...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>From a friend or acquaintance</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>9/17/2018 18:04:15</td>\n",
       "      <td>hammackm@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>Hammack</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>9/17/2018 18:05:05</td>\n",
       "      <td>maeriel@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Aeriel</td>\n",
       "      <td>Mathison</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Junior</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Formal Sciences (mathematics, logic, statistic...</td>\n",
       "      <td>Statistics</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>9/17/2018 18:05:23</td>\n",
       "      <td>rsamanta@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Rohan</td>\n",
       "      <td>Samanta</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Freshman</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>9/17/2018 18:05:35</td>\n",
       "      <td>ajnunez16@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Alexander</td>\n",
       "      <td>Nunez</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Senior</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>9/17/2018 18:06:09</td>\n",
       "      <td>rmarks@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Rabon</td>\n",
       "      <td>Marks</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Junior</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Physical Sciences (chemistry, physics, ecology...</td>\n",
       "      <td>Physics</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>9/17/2018 18:06:18</td>\n",
       "      <td>abhik18@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Abhinav</td>\n",
       "      <td>Komaravelli</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Junior</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>9/17/2018 18:07:01</td>\n",
       "      <td>benjamin.gorman@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Ben</td>\n",
       "      <td>Gorman</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>9/17/2018 18:07:17</td>\n",
       "      <td>juansuhr@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Juan</td>\n",
       "      <td>Suhr</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>9/17/2018 18:07:50</td>\n",
       "      <td>nicholas.tateo@ufl.edu</td>\n",
       "      <td>I'm already on the listserv</td>\n",
       "      <td>Nicholas</td>\n",
       "      <td>Tateo</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>9/17/2018 18:08:01</td>\n",
       "      <td>emmett.kendall@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Emmett</td>\n",
       "      <td>Kendall</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sophomore</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Formal Sciences (mathematics, logic, statistic...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Announcements (in class or elsewhere)</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>9/17/2018 18:08:18</td>\n",
       "      <td>b.lahijanian@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Behshad</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Applied Sciences (MechE, ChemE, materials...)</td>\n",
       "      <td>Industrial and Systems Engineering</td>\n",
       "      <td>From a friend or acquaintance</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>9/17/2018 18:09:03</td>\n",
       "      <td>davidfussell2014@gmail.com</td>\n",
       "      <td>Yes</td>\n",
       "      <td>David</td>\n",
       "      <td>Fussell</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Senior</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Applied Sciences (MechE, ChemE, materials...)</td>\n",
       "      <td>Chemical Engineering</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>9/17/2018 18:10:21</td>\n",
       "      <td>yuhan.huang@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yuhan</td>\n",
       "      <td>Huang</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>Master of Science in Management</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>9/17/2018 18:10:24</td>\n",
       "      <td>prajwal131343cse@gmail.com</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Prajwal</td>\n",
       "      <td>Khanna</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>5 + years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Science</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>9/17/2018 18:11:06</td>\n",
       "      <td>me.bell@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mackenzie</td>\n",
       "      <td>Bell</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>None</td>\n",
       "      <td>Life Sciences (microbiology, genetics, physiol...</td>\n",
       "      <td>Agronomy</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>9/17/2018 18:12:02</td>\n",
       "      <td>a.thudianplackel@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Anu</td>\n",
       "      <td>Thudianplackel</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>Information Systems and operations Management</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>9/17/2018 18:13:26</td>\n",
       "      <td>poojaravindpatil@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Pooja</td>\n",
       "      <td>Patil</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>1-2 years</td>\n",
       "      <td>Business Administration (finance, accounting, ...</td>\n",
       "      <td>Information systems and operations management</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>9/17/2018 18:15:10</td>\n",
       "      <td>rohil.tuli@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Rohil</td>\n",
       "      <td>Tuli</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Freshman</td>\n",
       "      <td>3-4 years</td>\n",
       "      <td>Technology (computer engineering, computer sci...</td>\n",
       "      <td>Computer Engineering</td>\n",
       "      <td>Google, internet search, etc.</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>9/17/2018 18:19:52</td>\n",
       "      <td>hkuritaoyamada@ufl.edu</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Hajime</td>\n",
       "      <td>Kurita</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Graduate Student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Life Sciences (microbiology, genetics, physiol...</td>\n",
       "      <td>College of Vet. med. Dpt. of Physiological sci...</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>9/17/2018 18:21:01</td>\n",
       "      <td>robert727claar@gmail.com</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Robert</td>\n",
       "      <td>claar</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Not a student</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>Formal Sciences (mathematics, logic, statistic...</td>\n",
       "      <td>mathematics</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>R0 Fall 2018 (Responses)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>507 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Timestamp                Email Address  \\\n",
       "0    11/5/2018 17:53:20         nawafalharbi@ufl.edu   \n",
       "1    11/5/2018 18:06:02               kaemon@ufl.edu   \n",
       "2    11/5/2018 18:07:53     a.thudianplackel@ufl.edu   \n",
       "3    11/5/2018 18:09:13  dharmi.sanghavi@outlook.com   \n",
       "4    11/5/2018 18:10:51     ujjualramachandr@ufl.edu   \n",
       "5    11/5/2018 18:11:57        renwanxin1994@ufl.edu   \n",
       "6    11/5/2018 18:13:15         ziyang.zhang@ufl.edu   \n",
       "7    11/5/2018 18:13:24          quazicaesar@ufl.edu   \n",
       "8    11/5/2018 18:15:56              f.zhang@ufl.edu   \n",
       "9    11/5/2018 18:16:45            jaypatel1@ufl.edu   \n",
       "10   11/5/2018 18:18:10             kgardner@ufl.edu   \n",
       "11   11/5/2018 18:18:21        chingyunhuang@ufl.edu   \n",
       "12   11/5/2018 18:20:41             andreazv@ufl.edu   \n",
       "13   11/5/2018 18:21:29               dtchen@ufl.edu   \n",
       "14   11/5/2018 18:21:44                spolk@ufl.edu   \n",
       "15   11/5/2018 18:24:51             a.tolani@ufl.edu   \n",
       "16   11/5/2018 18:24:55           bharadwajs@ufl.edu   \n",
       "17   11/5/2018 18:25:33           jadenbaron@ufl.edu   \n",
       "18   11/5/2018 18:26:58            nicolenar@ufl.edu   \n",
       "19   11/5/2018 18:28:22           antonymaze@ufl.edu   \n",
       "20   11/5/2018 18:28:48        sandhya.yadav@ufl.edu   \n",
       "21   11/5/2018 18:29:01           shruti1993@ufl.edu   \n",
       "22   11/5/2018 18:29:34               rp3448@ufl.edu   \n",
       "23   11/5/2018 18:35:08          yido1gzhang@ufl.edu   \n",
       "24   11/5/2018 18:35:59         jasonquocvan@ufl.edu   \n",
       "25   11/5/2018 18:36:38          daniel.shoe@ufl.edu   \n",
       "26   11/5/2018 19:38:22            hanzh0420@ufl.edu   \n",
       "27   11/5/2018 19:39:10            zhilinjia@ufl.edu   \n",
       "28   11/5/2018 19:39:37              mabel95@ufl.edu   \n",
       "29   11/5/2018 19:40:21            frestrepo@ufl.edu   \n",
       "..                  ...                          ...   \n",
       "477  9/17/2018 17:56:46          jingzhi.liu@ufl.edu   \n",
       "478  9/17/2018 17:57:12            smpeeling@ufl.edu   \n",
       "479  9/17/2018 17:57:34         janamacharya@ufl.edu   \n",
       "480  9/17/2018 17:58:02        cameronmjones@ufl.edu   \n",
       "481  9/17/2018 17:58:41               aayere@ufl.edu   \n",
       "482  9/17/2018 17:58:45        lushanghimire@ufl.edu   \n",
       "483  9/17/2018 17:59:03             mlindahl@ufl.edu   \n",
       "484  9/17/2018 18:00:00            jaypatel1@ufl.edu   \n",
       "485  9/17/2018 18:00:28           shevernoah@ufl.edu   \n",
       "486  9/17/2018 18:00:57       adinaygrossman@ufl.edu   \n",
       "487  9/17/2018 18:04:15             hammackm@ufl.edu   \n",
       "488  9/17/2018 18:05:05              maeriel@ufl.edu   \n",
       "489  9/17/2018 18:05:23             rsamanta@ufl.edu   \n",
       "490  9/17/2018 18:05:35            ajnunez16@ufl.edu   \n",
       "491  9/17/2018 18:06:09               rmarks@ufl.edu   \n",
       "492  9/17/2018 18:06:18              abhik18@ufl.edu   \n",
       "493  9/17/2018 18:07:01      benjamin.gorman@ufl.edu   \n",
       "494  9/17/2018 18:07:17             juansuhr@ufl.edu   \n",
       "495  9/17/2018 18:07:50       nicholas.tateo@ufl.edu   \n",
       "496  9/17/2018 18:08:01       emmett.kendall@ufl.edu   \n",
       "497  9/17/2018 18:08:18         b.lahijanian@ufl.edu   \n",
       "498  9/17/2018 18:09:03   davidfussell2014@gmail.com   \n",
       "499  9/17/2018 18:10:21          yuhan.huang@ufl.edu   \n",
       "500  9/17/2018 18:10:24   prajwal131343cse@gmail.com   \n",
       "501  9/17/2018 18:11:06              me.bell@ufl.edu   \n",
       "502  9/17/2018 18:12:02     a.thudianplackel@ufl.edu   \n",
       "503  9/17/2018 18:13:26     poojaravindpatil@ufl.edu   \n",
       "504  9/17/2018 18:15:10           rohil.tuli@ufl.edu   \n",
       "505  9/17/2018 18:19:52       hkuritaoyamada@ufl.edu   \n",
       "506  9/17/2018 18:21:01     robert727claar@gmail.com   \n",
       "\n",
       "    Do you want to receive updates about meetings, workshops, and other DSI events?  \\\n",
       "0                                                  Yes                                \n",
       "1                          I'm already on the listserv                                \n",
       "2                          I'm already on the listserv                                \n",
       "3                                                  Yes                                \n",
       "4                                                  Yes                                \n",
       "5                                                  Yes                                \n",
       "6                                                  Yes                                \n",
       "7                                                  Yes                                \n",
       "8                                                  Yes                                \n",
       "9                          I'm already on the listserv                                \n",
       "10                         I'm already on the listserv                                \n",
       "11                                                 Yes                                \n",
       "12                                                 Yes                                \n",
       "13                         I'm already on the listserv                                \n",
       "14                         I'm already on the listserv                                \n",
       "15                         I'm already on the listserv                                \n",
       "16                                                 Yes                                \n",
       "17                                                 Yes                                \n",
       "18                         I'm already on the listserv                                \n",
       "19                         I'm already on the listserv                                \n",
       "20                                                 Yes                                \n",
       "21                         I'm already on the listserv                                \n",
       "22                                                 Yes                                \n",
       "23                         I'm already on the listserv                                \n",
       "24                                                 Yes                                \n",
       "25                                                  No                                \n",
       "26                                                 Yes                                \n",
       "27                                                 Yes                                \n",
       "28                                                 Yes                                \n",
       "29                                                 Yes                                \n",
       "..                                                 ...                                \n",
       "477                                                Yes                                \n",
       "478                                                Yes                                \n",
       "479                                                Yes                                \n",
       "480                                                Yes                                \n",
       "481                                                Yes                                \n",
       "482                                                Yes                                \n",
       "483                                                Yes                                \n",
       "484                                                Yes                                \n",
       "485                                                Yes                                \n",
       "486                                                 No                                \n",
       "487                                                Yes                                \n",
       "488                                                Yes                                \n",
       "489                                                Yes                                \n",
       "490                                                Yes                                \n",
       "491                        I'm already on the listserv                                \n",
       "492                                                Yes                                \n",
       "493                                                Yes                                \n",
       "494                                                Yes                                \n",
       "495                        I'm already on the listserv                                \n",
       "496                                                Yes                                \n",
       "497                                                Yes                                \n",
       "498                                                Yes                                \n",
       "499                                                Yes                                \n",
       "500                                                Yes                                \n",
       "501                                                Yes                                \n",
       "502                                                Yes                                \n",
       "503                                                Yes                                \n",
       "504                                                Yes                                \n",
       "505                                                Yes                                \n",
       "506                                                Yes                                \n",
       "\n",
       "    First Name       Last Name  Gender Is this your first DSI event?  \\\n",
       "0        nawaf         alharbi    Male                           Yes   \n",
       "1       Kaemon            Vero    Male                            No   \n",
       "2          Anu  Thudianplackel  Female                            No   \n",
       "3      Dharmil        Sanghavi    Male                           Yes   \n",
       "4       Ujjual    Ramachandran    Male                           Yes   \n",
       "5       Wanxin             Ren  Female                           Yes   \n",
       "6       ziyang           zhang    Male                           Yes   \n",
       "7        Quazi          Caesar    Male                           Yes   \n",
       "8          Fan           Zhang  Female                            No   \n",
       "9          Jay           Patel    Male                            No   \n",
       "10        kyla         gardner  Female                            No   \n",
       "11   chingyung           huang  Female                            No   \n",
       "12      Andrea  Zapata-Volkmar  Female                           Yes   \n",
       "13    Dianteng            Chen    Male                            No   \n",
       "14      Steven            Polk    Male                            No   \n",
       "15       Aarti          Tolani  Female                            No   \n",
       "16    Srikanth       Bharadwaj    Male                            No   \n",
       "17       Jaden           Baron    Male                            No   \n",
       "18         NaN             NaN  Female                            No   \n",
       "19      Antony            Maze    Male                            No   \n",
       "20     Sandhya           Yadav  Female                            No   \n",
       "21      Shruti      Siva Kumar  Female                            No   \n",
       "22       Ravin          Poudel    Male                            No   \n",
       "23         NaN             NaN    Male                            No   \n",
       "24       Jason             Van    Male                           Yes   \n",
       "25      Daniel              Xu    Male                           Yes   \n",
       "26         han           zhang  Female                            No   \n",
       "27      zhilin             Jia    Male                            No   \n",
       "28       Malik            Abel    Male                           Yes   \n",
       "29      Falcon        Restrepo    Male                            No   \n",
       "..         ...             ...     ...                           ...   \n",
       "477    Jingzhi             Liu  Female                           Yes   \n",
       "478      Sarah         Peeling  Female                           Yes   \n",
       "479      Janam         Acharya    Male                           Yes   \n",
       "480    Cameron           Jones  Female                           Yes   \n",
       "481    Adesuwa           Ayere  Female                            No   \n",
       "482     Lushan         Ghimire  Female                           Yes   \n",
       "483    Matthew         Lindahl    Male                            No   \n",
       "484        Jay           Patel    Male                           Yes   \n",
       "485       Noah          Shever    Male                            No   \n",
       "486      Adina        Grossman  Female                           Yes   \n",
       "487   Mitchell         Hammack    Male                            No   \n",
       "488     Aeriel        Mathison  Female                           Yes   \n",
       "489      Rohan         Samanta    Male                            No   \n",
       "490  Alexander           Nunez    Male                            No   \n",
       "491      Rabon           Marks    Male                            No   \n",
       "492    Abhinav     Komaravelli    Male                            No   \n",
       "493        Ben          Gorman    Male                            No   \n",
       "494       Juan            Suhr    Male                           Yes   \n",
       "495   Nicholas           Tateo    Male                            No   \n",
       "496     Emmett         Kendall    Male                            No   \n",
       "497        NaN         Behshad  Female                           Yes   \n",
       "498      David         Fussell    Male                            No   \n",
       "499      Yuhan           Huang  Female                           Yes   \n",
       "500    Prajwal          Khanna    Male                            No   \n",
       "501  Mackenzie            Bell  Female                           Yes   \n",
       "502        Anu  Thudianplackel  Female                           Yes   \n",
       "503      Pooja           Patil  Female                           Yes   \n",
       "504      Rohil            Tuli    Male                            No   \n",
       "505     Hajime          Kurita    Male                           Yes   \n",
       "506     Robert           claar    Male                           Yes   \n",
       "\n",
       "    What year are you in? How much prior coding experience do you have?  \\\n",
       "0        Graduate Student                              Less than 1 year   \n",
       "1        Graduate Student                              Less than 1 year   \n",
       "2        Graduate Student                              Less than 1 year   \n",
       "3        Graduate Student                              Less than 1 year   \n",
       "4        Graduate Student                                          None   \n",
       "5        Graduate Student                              Less than 1 year   \n",
       "6        Graduate Student                              Less than 1 year   \n",
       "7        Graduate Student                              Less than 1 year   \n",
       "8        Graduate Student                              Less than 1 year   \n",
       "9        Graduate Student                                     1-2 years   \n",
       "10       Graduate Student                                     1-2 years   \n",
       "11       Graduate Student                              Less than 1 year   \n",
       "12                 Junior                              Less than 1 year   \n",
       "13       Graduate Student                                     3-4 years   \n",
       "14                 Junior                                     1-2 years   \n",
       "15                 Junior                              Less than 1 year   \n",
       "16       Graduate Student                                     5 + years   \n",
       "17              Sophomore                                          None   \n",
       "18                 Junior                              Less than 1 year   \n",
       "19                 Senior                              Less than 1 year   \n",
       "20       Graduate Student                                          None   \n",
       "21       Graduate Student                                     5 + years   \n",
       "22          Not a student                                     3-4 years   \n",
       "23                 Senior                                     3-4 years   \n",
       "24                 Senior                                     3-4 years   \n",
       "25                 Senior                                     3-4 years   \n",
       "26       Graduate Student                                     5 + years   \n",
       "27       Graduate Student                                     1-2 years   \n",
       "28       Graduate Student                              Less than 1 year   \n",
       "29       Graduate Student                                     1-2 years   \n",
       "..                    ...                                           ...   \n",
       "477                Junior                              Less than 1 year   \n",
       "478                Junior                              Less than 1 year   \n",
       "479      Graduate Student                                          None   \n",
       "480                Senior                                          None   \n",
       "481      Graduate Student                                     1-2 years   \n",
       "482      Graduate Student                              Less than 1 year   \n",
       "483                Senior                                          None   \n",
       "484      Graduate Student                              Less than 1 year   \n",
       "485             Sophomore                              Less than 1 year   \n",
       "486                Senior                                          None   \n",
       "487             Sophomore                                     5 + years   \n",
       "488                Junior                              Less than 1 year   \n",
       "489              Freshman                                     3-4 years   \n",
       "490                Senior                                     5 + years   \n",
       "491                Junior                                     5 + years   \n",
       "492                Junior                                     3-4 years   \n",
       "493             Sophomore                                     3-4 years   \n",
       "494             Sophomore                                     1-2 years   \n",
       "495             Sophomore                                     3-4 years   \n",
       "496             Sophomore                              Less than 1 year   \n",
       "497      Graduate Student                                     3-4 years   \n",
       "498                Senior                                     1-2 years   \n",
       "499      Graduate Student                                     1-2 years   \n",
       "500      Graduate Student                                     5 + years   \n",
       "501      Graduate Student                                          None   \n",
       "502      Graduate Student                                     1-2 years   \n",
       "503      Graduate Student                                     1-2 years   \n",
       "504              Freshman                                     3-4 years   \n",
       "505      Graduate Student                              Less than 1 year   \n",
       "506         Not a student                              Less than 1 year   \n",
       "\n",
       "    What subject best describes your current major or profession?  \\\n",
       "0    Technology (computer engineering, computer sci...              \n",
       "1    Business Administration (finance, accounting, ...              \n",
       "2    Business Administration (finance, accounting, ...              \n",
       "3    Business Administration (finance, accounting, ...              \n",
       "4    Business Administration (finance, accounting, ...              \n",
       "5    Business Administration (finance, accounting, ...              \n",
       "6    Business Administration (finance, accounting, ...              \n",
       "7    Technology (computer engineering, computer sci...              \n",
       "8    Technology (computer engineering, computer sci...              \n",
       "9    Technology (computer engineering, computer sci...              \n",
       "10   Technology (computer engineering, computer sci...              \n",
       "11   Business Administration (finance, accounting, ...              \n",
       "12       Applied Sciences (MechE, ChemE, materials...)              \n",
       "13   Physical Sciences (chemistry, physics, ecology...              \n",
       "14   Technology (computer engineering, computer sci...              \n",
       "15   Business Administration (finance, accounting, ...              \n",
       "16   Technology (computer engineering, computer sci...              \n",
       "17   Business Administration (finance, accounting, ...              \n",
       "18   Technology (computer engineering, computer sci...              \n",
       "19   Formal Sciences (mathematics, logic, statistic...              \n",
       "20   Life Sciences (microbiology, genetics, physiol...              \n",
       "21   Technology (computer engineering, computer sci...              \n",
       "22   Life Sciences (microbiology, genetics, physiol...              \n",
       "23   Business Administration (finance, accounting, ...              \n",
       "24   Business Administration (finance, accounting, ...              \n",
       "25   Technology (computer engineering, computer sci...              \n",
       "26   Physical Sciences (chemistry, physics, ecology...              \n",
       "27       Applied Sciences (MechE, ChemE, materials...)              \n",
       "28   Technology (computer engineering, computer sci...              \n",
       "29          Liberal Arts (literature, art, theatre...)              \n",
       "..                                                 ...              \n",
       "477  Social Studies (psychology, journalism, econom...              \n",
       "478         Liberal Arts (literature, art, theatre...)              \n",
       "479  Life Sciences (microbiology, genetics, physiol...              \n",
       "480  Formal Sciences (mathematics, logic, statistic...              \n",
       "481  Technology (computer engineering, computer sci...              \n",
       "482  Life Sciences (microbiology, genetics, physiol...              \n",
       "483  Social Studies (psychology, journalism, econom...              \n",
       "484  Technology (computer engineering, computer sci...              \n",
       "485  Technology (computer engineering, computer sci...              \n",
       "486  Life Sciences (microbiology, genetics, physiol...              \n",
       "487  Technology (computer engineering, computer sci...              \n",
       "488  Formal Sciences (mathematics, logic, statistic...              \n",
       "489  Technology (computer engineering, computer sci...              \n",
       "490  Technology (computer engineering, computer sci...              \n",
       "491  Physical Sciences (chemistry, physics, ecology...              \n",
       "492  Technology (computer engineering, computer sci...              \n",
       "493  Technology (computer engineering, computer sci...              \n",
       "494  Technology (computer engineering, computer sci...              \n",
       "495  Technology (computer engineering, computer sci...              \n",
       "496  Formal Sciences (mathematics, logic, statistic...              \n",
       "497      Applied Sciences (MechE, ChemE, materials...)              \n",
       "498      Applied Sciences (MechE, ChemE, materials...)              \n",
       "499  Business Administration (finance, accounting, ...              \n",
       "500  Technology (computer engineering, computer sci...              \n",
       "501  Life Sciences (microbiology, genetics, physiol...              \n",
       "502  Business Administration (finance, accounting, ...              \n",
       "503  Business Administration (finance, accounting, ...              \n",
       "504  Technology (computer engineering, computer sci...              \n",
       "505  Life Sciences (microbiology, genetics, physiol...              \n",
       "506  Formal Sciences (mathematics, logic, statistic...              \n",
       "\n",
       "                 Optional: Write your full major name.  \\\n",
       "0                               biomedical engineering   \n",
       "1                                                  NaN   \n",
       "2                                                 ISOM   \n",
       "3                                                 ISOM   \n",
       "4        Information Systems and Operations Management   \n",
       "5        Information Systems and Operations Management   \n",
       "6            information system & operation management   \n",
       "7        Information Systems and Operations Management   \n",
       "8                                                 ISOM   \n",
       "9     Computer and Information Science and Engineering   \n",
       "10                                                 ise   \n",
       "11                                                 NaN   \n",
       "12                  Industrial and Systems Engineering   \n",
       "13                                             Physics   \n",
       "14                                    Computer Science   \n",
       "15                                 Information Systems   \n",
       "16                                                 NaN   \n",
       "17                                                 NaN   \n",
       "18                  Industrial and Systems Engineering   \n",
       "19                                                 NaN   \n",
       "20                                       Public Health   \n",
       "21                                                 BME   \n",
       "22                                                 NaN   \n",
       "23                                                 NaN   \n",
       "24                                                 NaN   \n",
       "25                        Computer Science Engineering   \n",
       "26                                                 NaN   \n",
       "27                                                 NaN   \n",
       "28       Information Systems and Operations Management   \n",
       "29                              Spanish and Portuguese   \n",
       "..                                                 ...   \n",
       "477                             Mathematical Economics   \n",
       "478                                                NaN   \n",
       "479                                           Agronomy   \n",
       "480                                                NaN   \n",
       "481      Information Systems and Operations Managemnet   \n",
       "482                             Horticultural Sciences   \n",
       "483                                                NaN   \n",
       "484                                   Computer Science   \n",
       "485                 Industrial and Systems Engineering   \n",
       "486                                                NaN   \n",
       "487                                                NaN   \n",
       "488                                         Statistics   \n",
       "489                                   Computer Science   \n",
       "490                                                NaN   \n",
       "491                                            Physics   \n",
       "492                                   Computer Science   \n",
       "493                                   Computer Science   \n",
       "494                               Computer Engineering   \n",
       "495                                                NaN   \n",
       "496                                                NaN   \n",
       "497                 Industrial and Systems Engineering   \n",
       "498                               Chemical Engineering   \n",
       "499                    Master of Science in Management   \n",
       "500                                   Computer Science   \n",
       "501                                           Agronomy   \n",
       "502      Information Systems and operations Management   \n",
       "503      Information systems and operations management   \n",
       "504                               Computer Engineering   \n",
       "505  College of Vet. med. Dpt. of Physiological sci...   \n",
       "506                                        mathematics   \n",
       "\n",
       "                How did you hear about us?  \\\n",
       "0    Announcements (in class or elsewhere)   \n",
       "1            From a friend or acquaintance   \n",
       "2                                 Facebook   \n",
       "3                                 Facebook   \n",
       "4            From a friend or acquaintance   \n",
       "5    Announcements (in class or elsewhere)   \n",
       "6                                 Facebook   \n",
       "7    Announcements (in class or elsewhere)   \n",
       "8                                 Facebook   \n",
       "9            Google, internet search, etc.   \n",
       "10           Google, internet search, etc.   \n",
       "11                                Facebook   \n",
       "12                                Facebook   \n",
       "13                                Facebook   \n",
       "14           From a friend or acquaintance   \n",
       "15                                Facebook   \n",
       "16                                Facebook   \n",
       "17                                Facebook   \n",
       "18                                Facebook   \n",
       "19   Announcements (in class or elsewhere)   \n",
       "20                                Facebook   \n",
       "21                                Facebook   \n",
       "22   Announcements (in class or elsewhere)   \n",
       "23                                Facebook   \n",
       "24                                Facebook   \n",
       "25           From a friend or acquaintance   \n",
       "26                                Facebook   \n",
       "27                                Facebook   \n",
       "28           From a friend or acquaintance   \n",
       "29                                Facebook   \n",
       "..                                     ...   \n",
       "477  Announcements (in class or elsewhere)   \n",
       "478                               Facebook   \n",
       "479  Announcements (in class or elsewhere)   \n",
       "480  Announcements (in class or elsewhere)   \n",
       "481                               Facebook   \n",
       "482  Announcements (in class or elsewhere)   \n",
       "483  Announcements (in class or elsewhere)   \n",
       "484          Google, internet search, etc.   \n",
       "485                               Facebook   \n",
       "486          From a friend or acquaintance   \n",
       "487                               Facebook   \n",
       "488  Announcements (in class or elsewhere)   \n",
       "489                               Facebook   \n",
       "490                               Facebook   \n",
       "491                               Facebook   \n",
       "492                               Facebook   \n",
       "493                               Facebook   \n",
       "494                               Facebook   \n",
       "495                               Facebook   \n",
       "496  Announcements (in class or elsewhere)   \n",
       "497          From a friend or acquaintance   \n",
       "498                               Facebook   \n",
       "499                               Facebook   \n",
       "500                               Facebook   \n",
       "501                               Facebook   \n",
       "502                               Facebook   \n",
       "503                               Facebook   \n",
       "504          Google, internet search, etc.   \n",
       "505                               Facebook   \n",
       "506                               Facebook   \n",
       "\n",
       "                              Workshop_Type  \n",
       "0    Tableau Workshop Fall 2018 (Responses)  \n",
       "1    Tableau Workshop Fall 2018 (Responses)  \n",
       "2    Tableau Workshop Fall 2018 (Responses)  \n",
       "3    Tableau Workshop Fall 2018 (Responses)  \n",
       "4    Tableau Workshop Fall 2018 (Responses)  \n",
       "5    Tableau Workshop Fall 2018 (Responses)  \n",
       "6    Tableau Workshop Fall 2018 (Responses)  \n",
       "7    Tableau Workshop Fall 2018 (Responses)  \n",
       "8    Tableau Workshop Fall 2018 (Responses)  \n",
       "9    Tableau Workshop Fall 2018 (Responses)  \n",
       "10   Tableau Workshop Fall 2018 (Responses)  \n",
       "11   Tableau Workshop Fall 2018 (Responses)  \n",
       "12   Tableau Workshop Fall 2018 (Responses)  \n",
       "13   Tableau Workshop Fall 2018 (Responses)  \n",
       "14   Tableau Workshop Fall 2018 (Responses)  \n",
       "15   Tableau Workshop Fall 2018 (Responses)  \n",
       "16   Tableau Workshop Fall 2018 (Responses)  \n",
       "17   Tableau Workshop Fall 2018 (Responses)  \n",
       "18   Tableau Workshop Fall 2018 (Responses)  \n",
       "19   Tableau Workshop Fall 2018 (Responses)  \n",
       "20   Tableau Workshop Fall 2018 (Responses)  \n",
       "21   Tableau Workshop Fall 2018 (Responses)  \n",
       "22   Tableau Workshop Fall 2018 (Responses)  \n",
       "23   Tableau Workshop Fall 2018 (Responses)  \n",
       "24   Tableau Workshop Fall 2018 (Responses)  \n",
       "25   Tableau Workshop Fall 2018 (Responses)  \n",
       "26   Tableau Workshop Fall 2018 (Responses)  \n",
       "27   Tableau Workshop Fall 2018 (Responses)  \n",
       "28   Tableau Workshop Fall 2018 (Responses)  \n",
       "29   Tableau Workshop Fall 2018 (Responses)  \n",
       "..                                      ...  \n",
       "477                R0 Fall 2018 (Responses)  \n",
       "478                R0 Fall 2018 (Responses)  \n",
       "479                R0 Fall 2018 (Responses)  \n",
       "480                R0 Fall 2018 (Responses)  \n",
       "481                R0 Fall 2018 (Responses)  \n",
       "482                R0 Fall 2018 (Responses)  \n",
       "483                R0 Fall 2018 (Responses)  \n",
       "484                R0 Fall 2018 (Responses)  \n",
       "485                R0 Fall 2018 (Responses)  \n",
       "486                R0 Fall 2018 (Responses)  \n",
       "487                R0 Fall 2018 (Responses)  \n",
       "488                R0 Fall 2018 (Responses)  \n",
       "489                R0 Fall 2018 (Responses)  \n",
       "490                R0 Fall 2018 (Responses)  \n",
       "491                R0 Fall 2018 (Responses)  \n",
       "492                R0 Fall 2018 (Responses)  \n",
       "493                R0 Fall 2018 (Responses)  \n",
       "494                R0 Fall 2018 (Responses)  \n",
       "495                R0 Fall 2018 (Responses)  \n",
       "496                R0 Fall 2018 (Responses)  \n",
       "497                R0 Fall 2018 (Responses)  \n",
       "498                R0 Fall 2018 (Responses)  \n",
       "499                R0 Fall 2018 (Responses)  \n",
       "500                R0 Fall 2018 (Responses)  \n",
       "501                R0 Fall 2018 (Responses)  \n",
       "502                R0 Fall 2018 (Responses)  \n",
       "503                R0 Fall 2018 (Responses)  \n",
       "504                R0 Fall 2018 (Responses)  \n",
       "505                R0 Fall 2018 (Responses)  \n",
       "506                R0 Fall 2018 (Responses)  \n",
       "\n",
       "[507 rows x 13 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_grouped = df.groupby('Email Address').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Timestamp'] = pd.to_datetime(df['Timestamp'], format=\"%m/%d/%Y %H:%M:%S\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Time'] = [str(datetime.datetime.time(d))[0:5] for d in df['Timestamp']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_time = pd.DataFrame(df.groupby('Time').count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_time.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_time.plot.line(x=df_time['Time'], y = df_time['Timestamp'], marker='o', alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    ">>> ax = sns.barplot(x=\"day\", y=\"total_bill\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Arrival Time')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.ticker as ticker\n",
    "tick_spacing = 5\n",
    "\n",
    "\n",
    "ax = sns.barplot(x = df_time['Time'], y = df_time['Timestamp'])\n",
    "#ax.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "#ax.set_xticklabels(ax.get_xticklabels(), rotation = 45)\n",
    "ax.get_xaxis().set_visible(False)\n",
    "ax.set_ylabel('count')\n",
    "ax.set_xlabel('Arrival Time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'g' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-48-1be8bb268607>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m g = (g.map(sns.barplot(x = df_time['Time'], y = df_time['Timestamp']))\n\u001b[0m\u001b[1;32m      2\u001b[0m     .set(xticks=[3, 5, 6, 7, 9], xticklabels=[30, 60, 90, 120, 150]))\n",
      "\u001b[0;31mNameError\u001b[0m: name 'g' is not defined"
     ]
    }
   ],
   "source": [
    "g = (g.map(sns.barplot(x = df_time['Time'], y = df_time['Timestamp']))\n",
    "    .set(xticks=[3, 5, 6, 7, 9], xticklabels=[30, 60, 90, 120, 150]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'00:00'),\n",
       " Text(0,0,'13:39'),\n",
       " Text(0,0,'13:51'),\n",
       " Text(0,0,'13:52'),\n",
       " Text(0,0,'13:53'),\n",
       " Text(0,0,'13:54'),\n",
       " Text(0,0,'13:56'),\n",
       " Text(0,0,'13:57'),\n",
       " Text(0,0,'13:58'),\n",
       " Text(0,0,'13:59'),\n",
       " Text(0,0,'14:00'),\n",
       " Text(0,0,'14:02'),\n",
       " Text(0,0,'14:03'),\n",
       " Text(0,0,'15:30'),\n",
       " Text(0,0,'17:46'),\n",
       " Text(0,0,'17:53'),\n",
       " Text(0,0,'17:54'),\n",
       " Text(0,0,'17:55'),\n",
       " Text(0,0,'17:56'),\n",
       " Text(0,0,'17:57'),\n",
       " Text(0,0,'17:58'),\n",
       " Text(0,0,'17:59'),\n",
       " Text(0,0,'18:00'),\n",
       " Text(0,0,'18:04'),\n",
       " Text(0,0,'18:05'),\n",
       " Text(0,0,'18:06'),\n",
       " Text(0,0,'18:07'),\n",
       " Text(0,0,'18:08'),\n",
       " Text(0,0,'18:09'),\n",
       " Text(0,0,'18:10'),\n",
       " Text(0,0,'18:11'),\n",
       " Text(0,0,'18:12'),\n",
       " Text(0,0,'18:13'),\n",
       " Text(0,0,'18:14'),\n",
       " Text(0,0,'18:15'),\n",
       " Text(0,0,'18:16'),\n",
       " Text(0,0,'18:17'),\n",
       " Text(0,0,'18:18'),\n",
       " Text(0,0,'18:19'),\n",
       " Text(0,0,'18:20'),\n",
       " Text(0,0,'18:21'),\n",
       " Text(0,0,'18:22'),\n",
       " Text(0,0,'18:23'),\n",
       " Text(0,0,'18:24'),\n",
       " Text(0,0,'18:25'),\n",
       " Text(0,0,'18:26'),\n",
       " Text(0,0,'18:27'),\n",
       " Text(0,0,'18:28'),\n",
       " Text(0,0,'18:29'),\n",
       " Text(0,0,'18:30'),\n",
       " Text(0,0,'18:31'),\n",
       " Text(0,0,'18:32'),\n",
       " Text(0,0,'18:33'),\n",
       " Text(0,0,'18:34'),\n",
       " Text(0,0,'18:35'),\n",
       " Text(0,0,'18:36'),\n",
       " Text(0,0,'18:37'),\n",
       " Text(0,0,'18:38'),\n",
       " Text(0,0,'18:39'),\n",
       " Text(0,0,'18:40'),\n",
       " Text(0,0,'18:41'),\n",
       " Text(0,0,'18:42'),\n",
       " Text(0,0,'18:43'),\n",
       " Text(0,0,'18:44'),\n",
       " Text(0,0,'18:45'),\n",
       " Text(0,0,'18:47'),\n",
       " Text(0,0,'18:49'),\n",
       " Text(0,0,'18:50'),\n",
       " Text(0,0,'18:51'),\n",
       " Text(0,0,'18:52'),\n",
       " Text(0,0,'18:53'),\n",
       " Text(0,0,'18:54'),\n",
       " Text(0,0,'18:55'),\n",
       " Text(0,0,'18:57'),\n",
       " Text(0,0,'18:59'),\n",
       " Text(0,0,'19:00'),\n",
       " Text(0,0,'19:01'),\n",
       " Text(0,0,'19:02'),\n",
       " Text(0,0,'19:03'),\n",
       " Text(0,0,'19:04'),\n",
       " Text(0,0,'19:05'),\n",
       " Text(0,0,'19:06'),\n",
       " Text(0,0,'19:08'),\n",
       " Text(0,0,'19:09'),\n",
       " Text(0,0,'19:10'),\n",
       " Text(0,0,'19:11'),\n",
       " Text(0,0,'19:12'),\n",
       " Text(0,0,'19:13'),\n",
       " Text(0,0,'19:14'),\n",
       " Text(0,0,'19:22'),\n",
       " Text(0,0,'19:25'),\n",
       " Text(0,0,'19:32'),\n",
       " Text(0,0,'19:33'),\n",
       " Text(0,0,'19:34'),\n",
       " Text(0,0,'19:35'),\n",
       " Text(0,0,'19:38'),\n",
       " Text(0,0,'19:39'),\n",
       " Text(0,0,'19:40'),\n",
       " Text(0,0,'19:41'),\n",
       " Text(0,0,'20:11'),\n",
       " Text(0,0,'20:20'),\n",
       " Text(0,0,'20:40')]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax.set_xticklabels(ax.get_xticklabels(), rotation = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Email Address</th>\n",
       "      <th>Do you want to receive updates about meetings, workshops, and other DSI events?</th>\n",
       "      <th>First Name</th>\n",
       "      <th>Last Name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Is this your first DSI event?</th>\n",
       "      <th>What year are you in?</th>\n",
       "      <th>How much prior coding experience do you have?</th>\n",
       "      <th>What subject best describes your current major or profession?</th>\n",
       "      <th>Optional: Write your full major name.</th>\n",
       "      <th>How did you hear about us?</th>\n",
       "      <th>Workshop_Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13:39</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13:51</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13:52</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13:53</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13:54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>13:56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>13:57</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>13:58</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>13:59</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>14:00</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>14:02</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>14:03</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>15:30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>17:46</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>17:53</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17:54</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17:55</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>17:56</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>17:57</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>17:58</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>17:59</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18:00</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>18:04</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>18:05</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>18:06</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>18:07</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>18:08</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>18:09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>18:10</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>18:55</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>18:57</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>18:59</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>19:00</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>19:01</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>19:02</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>19:03</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>19:04</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>19:05</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>19:06</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>19:08</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>19:09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>19:10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>19:11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>19:12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>19:13</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>19:14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>19:22</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>19:25</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>19:32</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>19:33</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>19:34</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>19:35</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>19:38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>19:39</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>19:40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>19:41</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>20:11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>20:20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>20:40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Time  Timestamp  Email Address  \\\n",
       "0    00:00          0              3   \n",
       "1    13:39          1              1   \n",
       "2    13:51          1              1   \n",
       "3    13:52          1              1   \n",
       "4    13:53          1              1   \n",
       "5    13:54          1              1   \n",
       "6    13:56          1              1   \n",
       "7    13:57          1              1   \n",
       "8    13:58          1              1   \n",
       "9    13:59          3              3   \n",
       "10   14:00          2              2   \n",
       "11   14:02          1              1   \n",
       "12   14:03          2              2   \n",
       "13   15:30          1              1   \n",
       "14   17:46          1              1   \n",
       "15   17:53          2              2   \n",
       "16   17:54          2              2   \n",
       "17   17:55          2              2   \n",
       "18   17:56          3              3   \n",
       "19   17:57          2              2   \n",
       "20   17:58          3              3   \n",
       "21   17:59          1              1   \n",
       "22   18:00          3              3   \n",
       "23   18:04          2              2   \n",
       "24   18:05          3              3   \n",
       "25   18:06          4              4   \n",
       "26   18:07          5              5   \n",
       "27   18:08          5              5   \n",
       "28   18:09          4              4   \n",
       "29   18:10          7              7   \n",
       "..     ...        ...            ...   \n",
       "72   18:55          3              3   \n",
       "73   18:57          1              1   \n",
       "74   18:59          1              1   \n",
       "75   19:00          3              3   \n",
       "76   19:01          3              3   \n",
       "77   19:02          2              2   \n",
       "78   19:03          1              1   \n",
       "79   19:04          1              1   \n",
       "80   19:05          2              2   \n",
       "81   19:06          2              2   \n",
       "82   19:08          2              2   \n",
       "83   19:09          2              2   \n",
       "84   19:10          1              1   \n",
       "85   19:11          3              3   \n",
       "86   19:12          3              3   \n",
       "87   19:13          2              2   \n",
       "88   19:14          1              1   \n",
       "89   19:22          1              1   \n",
       "90   19:25          1              1   \n",
       "91   19:32          1              1   \n",
       "92   19:33          1              1   \n",
       "93   19:34          2              2   \n",
       "94   19:35          1              1   \n",
       "95   19:38          1              1   \n",
       "96   19:39          2              2   \n",
       "97   19:40          1              1   \n",
       "98   19:41          1              1   \n",
       "99   20:11          1              1   \n",
       "100  20:20          1              1   \n",
       "101  20:40          1              1   \n",
       "\n",
       "     Do you want to receive updates about meetings, workshops, and other DSI events?  \\\n",
       "0                                                    0                                 \n",
       "1                                                    1                                 \n",
       "2                                                    1                                 \n",
       "3                                                    1                                 \n",
       "4                                                    1                                 \n",
       "5                                                    1                                 \n",
       "6                                                    1                                 \n",
       "7                                                    1                                 \n",
       "8                                                    1                                 \n",
       "9                                                    3                                 \n",
       "10                                                   2                                 \n",
       "11                                                   1                                 \n",
       "12                                                   2                                 \n",
       "13                                                   1                                 \n",
       "14                                                   1                                 \n",
       "15                                                   2                                 \n",
       "16                                                   2                                 \n",
       "17                                                   2                                 \n",
       "18                                                   3                                 \n",
       "19                                                   2                                 \n",
       "20                                                   3                                 \n",
       "21                                                   1                                 \n",
       "22                                                   3                                 \n",
       "23                                                   2                                 \n",
       "24                                                   3                                 \n",
       "25                                                   4                                 \n",
       "26                                                   5                                 \n",
       "27                                                   5                                 \n",
       "28                                                   4                                 \n",
       "29                                                   7                                 \n",
       "..                                                 ...                                 \n",
       "72                                                   3                                 \n",
       "73                                                   1                                 \n",
       "74                                                   1                                 \n",
       "75                                                   3                                 \n",
       "76                                                   3                                 \n",
       "77                                                   2                                 \n",
       "78                                                   1                                 \n",
       "79                                                   1                                 \n",
       "80                                                   2                                 \n",
       "81                                                   2                                 \n",
       "82                                                   2                                 \n",
       "83                                                   2                                 \n",
       "84                                                   1                                 \n",
       "85                                                   3                                 \n",
       "86                                                   3                                 \n",
       "87                                                   2                                 \n",
       "88                                                   1                                 \n",
       "89                                                   1                                 \n",
       "90                                                   1                                 \n",
       "91                                                   1                                 \n",
       "92                                                   1                                 \n",
       "93                                                   2                                 \n",
       "94                                                   1                                 \n",
       "95                                                   1                                 \n",
       "96                                                   2                                 \n",
       "97                                                   1                                 \n",
       "98                                                   1                                 \n",
       "99                                                   1                                 \n",
       "100                                                  1                                 \n",
       "101                                                  1                                 \n",
       "\n",
       "     First Name  Last Name  Gender  Is this your first DSI event?  \\\n",
       "0             0          0       0                              0   \n",
       "1             1          1       1                              1   \n",
       "2             1          1       1                              1   \n",
       "3             0          0       1                              1   \n",
       "4             1          1       1                              1   \n",
       "5             1          1       1                              1   \n",
       "6             0          0       1                              1   \n",
       "7             1          1       1                              1   \n",
       "8             1          1       1                              1   \n",
       "9             2          2       3                              3   \n",
       "10            2          2       2                              2   \n",
       "11            0          0       1                              1   \n",
       "12            2          2       2                              2   \n",
       "13            1          1       1                              1   \n",
       "14            1          1       1                              1   \n",
       "15            2          2       2                              2   \n",
       "16            2          2       2                              2   \n",
       "17            2          2       2                              2   \n",
       "18            3          3       3                              3   \n",
       "19            2          2       2                              2   \n",
       "20            3          3       3                              3   \n",
       "21            1          1       1                              1   \n",
       "22            3          3       3                              3   \n",
       "23            2          2       2                              2   \n",
       "24            3          3       3                              3   \n",
       "25            4          4       4                              4   \n",
       "26            5          5       5                              5   \n",
       "27            4          5       5                              5   \n",
       "28            4          4       4                              4   \n",
       "29            7          7       7                              7   \n",
       "..          ...        ...     ...                            ...   \n",
       "72            3          3       3                              3   \n",
       "73            1          1       1                              1   \n",
       "74            1          1       1                              1   \n",
       "75            3          3       3                              3   \n",
       "76            3          3       3                              3   \n",
       "77            2          2       2                              2   \n",
       "78            1          1       1                              1   \n",
       "79            1          1       1                              1   \n",
       "80            2          2       2                              2   \n",
       "81            2          2       2                              2   \n",
       "82            2          2       2                              2   \n",
       "83            2          2       2                              2   \n",
       "84            1          1       1                              1   \n",
       "85            3          3       3                              3   \n",
       "86            3          3       3                              3   \n",
       "87            2          2       2                              2   \n",
       "88            1          1       1                              1   \n",
       "89            1          1       1                              1   \n",
       "90            1          1       1                              1   \n",
       "91            1          1       1                              1   \n",
       "92            1          1       1                              1   \n",
       "93            2          2       2                              2   \n",
       "94            1          1       1                              1   \n",
       "95            1          1       1                              1   \n",
       "96            2          2       2                              2   \n",
       "97            1          1       1                              1   \n",
       "98            1          1       1                              1   \n",
       "99            1          1       1                              1   \n",
       "100           1          1       1                              1   \n",
       "101           1          1       1                              1   \n",
       "\n",
       "     What year are you in?  How much prior coding experience do you have?  \\\n",
       "0                        0                                              0   \n",
       "1                        1                                              1   \n",
       "2                        1                                              1   \n",
       "3                        1                                              1   \n",
       "4                        1                                              1   \n",
       "5                        1                                              1   \n",
       "6                        1                                              1   \n",
       "7                        1                                              1   \n",
       "8                        1                                              1   \n",
       "9                        3                                              3   \n",
       "10                       2                                              2   \n",
       "11                       1                                              1   \n",
       "12                       2                                              2   \n",
       "13                       1                                              1   \n",
       "14                       1                                              1   \n",
       "15                       2                                              2   \n",
       "16                       2                                              2   \n",
       "17                       2                                              2   \n",
       "18                       3                                              3   \n",
       "19                       2                                              2   \n",
       "20                       3                                              3   \n",
       "21                       1                                              1   \n",
       "22                       3                                              3   \n",
       "23                       2                                              2   \n",
       "24                       3                                              3   \n",
       "25                       4                                              4   \n",
       "26                       5                                              5   \n",
       "27                       5                                              5   \n",
       "28                       4                                              4   \n",
       "29                       7                                              7   \n",
       "..                     ...                                            ...   \n",
       "72                       3                                              3   \n",
       "73                       1                                              1   \n",
       "74                       1                                              1   \n",
       "75                       3                                              3   \n",
       "76                       3                                              3   \n",
       "77                       2                                              2   \n",
       "78                       1                                              1   \n",
       "79                       1                                              1   \n",
       "80                       2                                              2   \n",
       "81                       2                                              2   \n",
       "82                       2                                              2   \n",
       "83                       2                                              2   \n",
       "84                       1                                              1   \n",
       "85                       3                                              3   \n",
       "86                       3                                              3   \n",
       "87                       2                                              2   \n",
       "88                       1                                              1   \n",
       "89                       1                                              1   \n",
       "90                       1                                              1   \n",
       "91                       1                                              1   \n",
       "92                       1                                              1   \n",
       "93                       2                                              2   \n",
       "94                       1                                              1   \n",
       "95                       1                                              1   \n",
       "96                       2                                              2   \n",
       "97                       1                                              1   \n",
       "98                       1                                              1   \n",
       "99                       1                                              1   \n",
       "100                      1                                              1   \n",
       "101                      1                                              1   \n",
       "\n",
       "     What subject best describes your current major or profession?  \\\n",
       "0                                                    0               \n",
       "1                                                    1               \n",
       "2                                                    1               \n",
       "3                                                    1               \n",
       "4                                                    1               \n",
       "5                                                    1               \n",
       "6                                                    1               \n",
       "7                                                    1               \n",
       "8                                                    1               \n",
       "9                                                    3               \n",
       "10                                                   2               \n",
       "11                                                   1               \n",
       "12                                                   2               \n",
       "13                                                   1               \n",
       "14                                                   1               \n",
       "15                                                   2               \n",
       "16                                                   2               \n",
       "17                                                   2               \n",
       "18                                                   3               \n",
       "19                                                   2               \n",
       "20                                                   3               \n",
       "21                                                   1               \n",
       "22                                                   3               \n",
       "23                                                   2               \n",
       "24                                                   3               \n",
       "25                                                   4               \n",
       "26                                                   5               \n",
       "27                                                   5               \n",
       "28                                                   4               \n",
       "29                                                   7               \n",
       "..                                                 ...               \n",
       "72                                                   3               \n",
       "73                                                   1               \n",
       "74                                                   1               \n",
       "75                                                   3               \n",
       "76                                                   3               \n",
       "77                                                   2               \n",
       "78                                                   1               \n",
       "79                                                   1               \n",
       "80                                                   2               \n",
       "81                                                   2               \n",
       "82                                                   2               \n",
       "83                                                   2               \n",
       "84                                                   1               \n",
       "85                                                   3               \n",
       "86                                                   3               \n",
       "87                                                   2               \n",
       "88                                                   1               \n",
       "89                                                   1               \n",
       "90                                                   1               \n",
       "91                                                   1               \n",
       "92                                                   1               \n",
       "93                                                   2               \n",
       "94                                                   1               \n",
       "95                                                   1               \n",
       "96                                                   2               \n",
       "97                                                   1               \n",
       "98                                                   1               \n",
       "99                                                   1               \n",
       "100                                                  1               \n",
       "101                                                  1               \n",
       "\n",
       "     Optional: Write your full major name.  How did you hear about us?  \\\n",
       "0                                        0                           0   \n",
       "1                                        1                           1   \n",
       "2                                        1                           1   \n",
       "3                                        0                           1   \n",
       "4                                        0                           1   \n",
       "5                                        0                           1   \n",
       "6                                        1                           1   \n",
       "7                                        1                           1   \n",
       "8                                        0                           1   \n",
       "9                                        0                           3   \n",
       "10                                       1                           2   \n",
       "11                                       0                           1   \n",
       "12                                       1                           2   \n",
       "13                                       1                           1   \n",
       "14                                       1                           1   \n",
       "15                                       2                           2   \n",
       "16                                       2                           2   \n",
       "17                                       2                           2   \n",
       "18                                       3                           3   \n",
       "19                                       1                           2   \n",
       "20                                       2                           3   \n",
       "21                                       0                           1   \n",
       "22                                       2                           3   \n",
       "23                                       0                           2   \n",
       "24                                       2                           3   \n",
       "25                                       2                           4   \n",
       "26                                       3                           5   \n",
       "27                                       2                           5   \n",
       "28                                       2                           4   \n",
       "29                                       4                           7   \n",
       "..                                     ...                         ...   \n",
       "72                                       2                           3   \n",
       "73                                       1                           1   \n",
       "74                                       1                           1   \n",
       "75                                       2                           3   \n",
       "76                                       3                           3   \n",
       "77                                       2                           2   \n",
       "78                                       1                           1   \n",
       "79                                       1                           1   \n",
       "80                                       2                           2   \n",
       "81                                       2                           2   \n",
       "82                                       2                           2   \n",
       "83                                       2                           2   \n",
       "84                                       0                           1   \n",
       "85                                       2                           3   \n",
       "86                                       1                           3   \n",
       "87                                       1                           2   \n",
       "88                                       1                           1   \n",
       "89                                       1                           1   \n",
       "90                                       0                           1   \n",
       "91                                       1                           1   \n",
       "92                                       0                           1   \n",
       "93                                       0                           2   \n",
       "94                                       1                           1   \n",
       "95                                       0                           1   \n",
       "96                                       1                           2   \n",
       "97                                       1                           1   \n",
       "98                                       1                           1   \n",
       "99                                       1                           1   \n",
       "100                                      0                           1   \n",
       "101                                      1                           1   \n",
       "\n",
       "     Workshop_Type  \n",
       "0                3  \n",
       "1                1  \n",
       "2                1  \n",
       "3                1  \n",
       "4                1  \n",
       "5                1  \n",
       "6                1  \n",
       "7                1  \n",
       "8                1  \n",
       "9                3  \n",
       "10               2  \n",
       "11               1  \n",
       "12               2  \n",
       "13               1  \n",
       "14               1  \n",
       "15               2  \n",
       "16               2  \n",
       "17               2  \n",
       "18               3  \n",
       "19               2  \n",
       "20               3  \n",
       "21               1  \n",
       "22               3  \n",
       "23               2  \n",
       "24               3  \n",
       "25               4  \n",
       "26               5  \n",
       "27               5  \n",
       "28               4  \n",
       "29               7  \n",
       "..             ...  \n",
       "72               3  \n",
       "73               1  \n",
       "74               1  \n",
       "75               3  \n",
       "76               3  \n",
       "77               2  \n",
       "78               1  \n",
       "79               1  \n",
       "80               2  \n",
       "81               2  \n",
       "82               2  \n",
       "83               2  \n",
       "84               1  \n",
       "85               3  \n",
       "86               3  \n",
       "87               2  \n",
       "88               1  \n",
       "89               1  \n",
       "90               1  \n",
       "91               1  \n",
       "92               1  \n",
       "93               2  \n",
       "94               1  \n",
       "95               1  \n",
       "96               2  \n",
       "97               1  \n",
       "98               1  \n",
       "99               1  \n",
       "100              1  \n",
       "101              1  \n",
       "\n",
       "[102 rows x 14 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>Timestamp</th>\n",
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       "      <th>Do you want to receive updates about meetings, workshops, and other DSI events?</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13:39</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13:51</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>13:52</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13:53</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13:54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>13:56</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>13:57</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>13:58</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>13:59</td>\n",
       "      <td>3</td>\n",
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       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>14:00</td>\n",
       "      <td>2</td>\n",
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       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>14:02</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>14:03</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>15:30</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>17:46</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>17:53</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17:54</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17:55</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>17:56</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>17:57</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>17:58</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>17:59</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>18:00</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>18:04</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>18:05</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>18:06</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>18:07</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>18:08</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>18:09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>18:10</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>18:55</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>18:57</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>18:59</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>19:00</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>19:01</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>19:02</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>19:03</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>19:04</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>19:05</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>19:06</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>19:08</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>19:09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>19:10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>19:11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>19:12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>19:13</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>19:14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>19:22</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>19:25</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>19:32</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>19:33</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>19:34</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>19:35</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>19:38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>19:39</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>19:40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>19:41</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>20:11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>20:20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>20:40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Time  Timestamp  Email Address  \\\n",
       "0    00:00          0              3   \n",
       "1    13:39          1              1   \n",
       "2    13:51          1              1   \n",
       "3    13:52          1              1   \n",
       "4    13:53          1              1   \n",
       "5    13:54          1              1   \n",
       "6    13:56          1              1   \n",
       "7    13:57          1              1   \n",
       "8    13:58          1              1   \n",
       "9    13:59          3              3   \n",
       "10   14:00          2              2   \n",
       "11   14:02          1              1   \n",
       "12   14:03          2              2   \n",
       "13   15:30          1              1   \n",
       "14   17:46          1              1   \n",
       "15   17:53          2              2   \n",
       "16   17:54          2              2   \n",
       "17   17:55          2              2   \n",
       "18   17:56          3              3   \n",
       "19   17:57          2              2   \n",
       "20   17:58          3              3   \n",
       "21   17:59          1              1   \n",
       "22   18:00          3              3   \n",
       "23   18:04          2              2   \n",
       "24   18:05          3              3   \n",
       "25   18:06          4              4   \n",
       "26   18:07          5              5   \n",
       "27   18:08          5              5   \n",
       "28   18:09          4              4   \n",
       "29   18:10          7              7   \n",
       "..     ...        ...            ...   \n",
       "72   18:55          3              3   \n",
       "73   18:57          1              1   \n",
       "74   18:59          1              1   \n",
       "75   19:00          3              3   \n",
       "76   19:01          3              3   \n",
       "77   19:02          2              2   \n",
       "78   19:03          1              1   \n",
       "79   19:04          1              1   \n",
       "80   19:05          2              2   \n",
       "81   19:06          2              2   \n",
       "82   19:08          2              2   \n",
       "83   19:09          2              2   \n",
       "84   19:10          1              1   \n",
       "85   19:11          3              3   \n",
       "86   19:12          3              3   \n",
       "87   19:13          2              2   \n",
       "88   19:14          1              1   \n",
       "89   19:22          1              1   \n",
       "90   19:25          1              1   \n",
       "91   19:32          1              1   \n",
       "92   19:33          1              1   \n",
       "93   19:34          2              2   \n",
       "94   19:35          1              1   \n",
       "95   19:38          1              1   \n",
       "96   19:39          2              2   \n",
       "97   19:40          1              1   \n",
       "98   19:41          1              1   \n",
       "99   20:11          1              1   \n",
       "100  20:20          1              1   \n",
       "101  20:40          1              1   \n",
       "\n",
       "     Do you want to receive updates about meetings, workshops, and other DSI events?  \\\n",
       "0                                                    0                                 \n",
       "1                                                    1                                 \n",
       "2                                                    1                                 \n",
       "3                                                    1                                 \n",
       "4                                                    1                                 \n",
       "5                                                    1                                 \n",
       "6                                                    1                                 \n",
       "7                                                    1                                 \n",
       "8                                                    1                                 \n",
       "9                                                    3                                 \n",
       "10                                                   2                                 \n",
       "11                                                   1                                 \n",
       "12                                                   2                                 \n",
       "13                                                   1                                 \n",
       "14                                                   1                                 \n",
       "15                                                   2                                 \n",
       "16                                                   2                                 \n",
       "17                                                   2                                 \n",
       "18                                                   3                                 \n",
       "19                                                   2                                 \n",
       "20                                                   3                                 \n",
       "21                                                   1                                 \n",
       "22                                                   3                                 \n",
       "23                                                   2                                 \n",
       "24                                                   3                                 \n",
       "25                                                   4                                 \n",
       "26                                                   5                                 \n",
       "27                                                   5                                 \n",
       "28                                                   4                                 \n",
       "29                                                   7                                 \n",
       "..                                                 ...                                 \n",
       "72                                                   3                                 \n",
       "73                                                   1                                 \n",
       "74                                                   1                                 \n",
       "75                                                   3                                 \n",
       "76                                                   3                                 \n",
       "77                                                   2                                 \n",
       "78                                                   1                                 \n",
       "79                                                   1                                 \n",
       "80                                                   2                                 \n",
       "81                                                   2                                 \n",
       "82                                                   2                                 \n",
       "83                                                   2                                 \n",
       "84                                                   1                                 \n",
       "85                                                   3                                 \n",
       "86                                                   3                                 \n",
       "87                                                   2                                 \n",
       "88                                                   1                                 \n",
       "89                                                   1                                 \n",
       "90                                                   1                                 \n",
       "91                                                   1                                 \n",
       "92                                                   1                                 \n",
       "93                                                   2                                 \n",
       "94                                                   1                                 \n",
       "95                                                   1                                 \n",
       "96                                                   2                                 \n",
       "97                                                   1                                 \n",
       "98                                                   1                                 \n",
       "99                                                   1                                 \n",
       "100                                                  1                                 \n",
       "101                                                  1                                 \n",
       "\n",
       "     First Name  Last Name  Gender  Is this your first DSI event?  \\\n",
       "0             0          0       0                              0   \n",
       "1             1          1       1                              1   \n",
       "2             1          1       1                              1   \n",
       "3             0          0       1                              1   \n",
       "4             1          1       1                              1   \n",
       "5             1          1       1                              1   \n",
       "6             0          0       1                              1   \n",
       "7             1          1       1                              1   \n",
       "8             1          1       1                              1   \n",
       "9             2          2       3                              3   \n",
       "10            2          2       2                              2   \n",
       "11            0          0       1                              1   \n",
       "12            2          2       2                              2   \n",
       "13            1          1       1                              1   \n",
       "14            1          1       1                              1   \n",
       "15            2          2       2                              2   \n",
       "16            2          2       2                              2   \n",
       "17            2          2       2                              2   \n",
       "18            3          3       3                              3   \n",
       "19            2          2       2                              2   \n",
       "20            3          3       3                              3   \n",
       "21            1          1       1                              1   \n",
       "22            3          3       3                              3   \n",
       "23            2          2       2                              2   \n",
       "24            3          3       3                              3   \n",
       "25            4          4       4                              4   \n",
       "26            5          5       5                              5   \n",
       "27            4          5       5                              5   \n",
       "28            4          4       4                              4   \n",
       "29            7          7       7                              7   \n",
       "..          ...        ...     ...                            ...   \n",
       "72            3          3       3                              3   \n",
       "73            1          1       1                              1   \n",
       "74            1          1       1                              1   \n",
       "75            3          3       3                              3   \n",
       "76            3          3       3                              3   \n",
       "77            2          2       2                              2   \n",
       "78            1          1       1                              1   \n",
       "79            1          1       1                              1   \n",
       "80            2          2       2                              2   \n",
       "81            2          2       2                              2   \n",
       "82            2          2       2                              2   \n",
       "83            2          2       2                              2   \n",
       "84            1          1       1                              1   \n",
       "85            3          3       3                              3   \n",
       "86            3          3       3                              3   \n",
       "87            2          2       2                              2   \n",
       "88            1          1       1                              1   \n",
       "89            1          1       1                              1   \n",
       "90            1          1       1                              1   \n",
       "91            1          1       1                              1   \n",
       "92            1          1       1                              1   \n",
       "93            2          2       2                              2   \n",
       "94            1          1       1                              1   \n",
       "95            1          1       1                              1   \n",
       "96            2          2       2                              2   \n",
       "97            1          1       1                              1   \n",
       "98            1          1       1                              1   \n",
       "99            1          1       1                              1   \n",
       "100           1          1       1                              1   \n",
       "101           1          1       1                              1   \n",
       "\n",
       "     What year are you in?  How much prior coding experience do you have?  \\\n",
       "0                        0                                              0   \n",
       "1                        1                                              1   \n",
       "2                        1                                              1   \n",
       "3                        1                                              1   \n",
       "4                        1                                              1   \n",
       "5                        1                                              1   \n",
       "6                        1                                              1   \n",
       "7                        1                                              1   \n",
       "8                        1                                              1   \n",
       "9                        3                                              3   \n",
       "10                       2                                              2   \n",
       "11                       1                                              1   \n",
       "12                       2                                              2   \n",
       "13                       1                                              1   \n",
       "14                       1                                              1   \n",
       "15                       2                                              2   \n",
       "16                       2                                              2   \n",
       "17                       2                                              2   \n",
       "18                       3                                              3   \n",
       "19                       2                                              2   \n",
       "20                       3                                              3   \n",
       "21                       1                                              1   \n",
       "22                       3                                              3   \n",
       "23                       2                                              2   \n",
       "24                       3                                              3   \n",
       "25                       4                                              4   \n",
       "26                       5                                              5   \n",
       "27                       5                                              5   \n",
       "28                       4                                              4   \n",
       "29                       7                                              7   \n",
       "..                     ...                                            ...   \n",
       "72                       3                                              3   \n",
       "73                       1                                              1   \n",
       "74                       1                                              1   \n",
       "75                       3                                              3   \n",
       "76                       3                                              3   \n",
       "77                       2                                              2   \n",
       "78                       1                                              1   \n",
       "79                       1                                              1   \n",
       "80                       2                                              2   \n",
       "81                       2                                              2   \n",
       "82                       2                                              2   \n",
       "83                       2                                              2   \n",
       "84                       1                                              1   \n",
       "85                       3                                              3   \n",
       "86                       3                                              3   \n",
       "87                       2                                              2   \n",
       "88                       1                                              1   \n",
       "89                       1                                              1   \n",
       "90                       1                                              1   \n",
       "91                       1                                              1   \n",
       "92                       1                                              1   \n",
       "93                       2                                              2   \n",
       "94                       1                                              1   \n",
       "95                       1                                              1   \n",
       "96                       2                                              2   \n",
       "97                       1                                              1   \n",
       "98                       1                                              1   \n",
       "99                       1                                              1   \n",
       "100                      1                                              1   \n",
       "101                      1                                              1   \n",
       "\n",
       "     What subject best describes your current major or profession?  \\\n",
       "0                                                    0               \n",
       "1                                                    1               \n",
       "2                                                    1               \n",
       "3                                                    1               \n",
       "4                                                    1               \n",
       "5                                                    1               \n",
       "6                                                    1               \n",
       "7                                                    1               \n",
       "8                                                    1               \n",
       "9                                                    3               \n",
       "10                                                   2               \n",
       "11                                                   1               \n",
       "12                                                   2               \n",
       "13                                                   1               \n",
       "14                                                   1               \n",
       "15                                                   2               \n",
       "16                                                   2               \n",
       "17                                                   2               \n",
       "18                                                   3               \n",
       "19                                                   2               \n",
       "20                                                   3               \n",
       "21                                                   1               \n",
       "22                                                   3               \n",
       "23                                                   2               \n",
       "24                                                   3               \n",
       "25                                                   4               \n",
       "26                                                   5               \n",
       "27                                                   5               \n",
       "28                                                   4               \n",
       "29                                                   7               \n",
       "..                                                 ...               \n",
       "72                                                   3               \n",
       "73                                                   1               \n",
       "74                                                   1               \n",
       "75                                                   3               \n",
       "76                                                   3               \n",
       "77                                                   2               \n",
       "78                                                   1               \n",
       "79                                                   1               \n",
       "80                                                   2               \n",
       "81                                                   2               \n",
       "82                                                   2               \n",
       "83                                                   2               \n",
       "84                                                   1               \n",
       "85                                                   3               \n",
       "86                                                   3               \n",
       "87                                                   2               \n",
       "88                                                   1               \n",
       "89                                                   1               \n",
       "90                                                   1               \n",
       "91                                                   1               \n",
       "92                                                   1               \n",
       "93                                                   2               \n",
       "94                                                   1               \n",
       "95                                                   1               \n",
       "96                                                   2               \n",
       "97                                                   1               \n",
       "98                                                   1               \n",
       "99                                                   1               \n",
       "100                                                  1               \n",
       "101                                                  1               \n",
       "\n",
       "     Optional: Write your full major name.  How did you hear about us?  \\\n",
       "0                                        0                           0   \n",
       "1                                        1                           1   \n",
       "2                                        1                           1   \n",
       "3                                        0                           1   \n",
       "4                                        0                           1   \n",
       "5                                        0                           1   \n",
       "6                                        1                           1   \n",
       "7                                        1                           1   \n",
       "8                                        0                           1   \n",
       "9                                        0                           3   \n",
       "10                                       1                           2   \n",
       "11                                       0                           1   \n",
       "12                                       1                           2   \n",
       "13                                       1                           1   \n",
       "14                                       1                           1   \n",
       "15                                       2                           2   \n",
       "16                                       2                           2   \n",
       "17                                       2                           2   \n",
       "18                                       3                           3   \n",
       "19                                       1                           2   \n",
       "20                                       2                           3   \n",
       "21                                       0                           1   \n",
       "22                                       2                           3   \n",
       "23                                       0                           2   \n",
       "24                                       2                           3   \n",
       "25                                       2                           4   \n",
       "26                                       3                           5   \n",
       "27                                       2                           5   \n",
       "28                                       2                           4   \n",
       "29                                       4                           7   \n",
       "..                                     ...                         ...   \n",
       "72                                       2                           3   \n",
       "73                                       1                           1   \n",
       "74                                       1                           1   \n",
       "75                                       2                           3   \n",
       "76                                       3                           3   \n",
       "77                                       2                           2   \n",
       "78                                       1                           1   \n",
       "79                                       1                           1   \n",
       "80                                       2                           2   \n",
       "81                                       2                           2   \n",
       "82                                       2                           2   \n",
       "83                                       2                           2   \n",
       "84                                       0                           1   \n",
       "85                                       2                           3   \n",
       "86                                       1                           3   \n",
       "87                                       1                           2   \n",
       "88                                       1                           1   \n",
       "89                                       1                           1   \n",
       "90                                       0                           1   \n",
       "91                                       1                           1   \n",
       "92                                       0                           1   \n",
       "93                                       0                           2   \n",
       "94                                       1                           1   \n",
       "95                                       0                           1   \n",
       "96                                       1                           2   \n",
       "97                                       1                           1   \n",
       "98                                       1                           1   \n",
       "99                                       1                           1   \n",
       "100                                      0                           1   \n",
       "101                                      1                           1   \n",
       "\n",
       "     Workshop_Type  \n",
       "0                3  \n",
       "1                1  \n",
       "2                1  \n",
       "3                1  \n",
       "4                1  \n",
       "5                1  \n",
       "6                1  \n",
       "7                1  \n",
       "8                1  \n",
       "9                3  \n",
       "10               2  \n",
       "11               1  \n",
       "12               2  \n",
       "13               1  \n",
       "14               1  \n",
       "15               2  \n",
       "16               2  \n",
       "17               2  \n",
       "18               3  \n",
       "19               2  \n",
       "20               3  \n",
       "21               1  \n",
       "22               3  \n",
       "23               2  \n",
       "24               3  \n",
       "25               4  \n",
       "26               5  \n",
       "27               5  \n",
       "28               4  \n",
       "29               7  \n",
       "..             ...  \n",
       "72               3  \n",
       "73               1  \n",
       "74               1  \n",
       "75               3  \n",
       "76               3  \n",
       "77               2  \n",
       "78               1  \n",
       "79               1  \n",
       "80               2  \n",
       "81               2  \n",
       "82               2  \n",
       "83               2  \n",
       "84               1  \n",
       "85               3  \n",
       "86               3  \n",
       "87               2  \n",
       "88               1  \n",
       "89               1  \n",
       "90               1  \n",
       "91               1  \n",
       "92               1  \n",
       "93               2  \n",
       "94               1  \n",
       "95               1  \n",
       "96               2  \n",
       "97               1  \n",
       "98               1  \n",
       "99               1  \n",
       "100              1  \n",
       "101              1  \n",
       "\n",
       "[102 rows x 14 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "strptime() argument 1 must be str, not float",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-12-e1ddcdee7d23>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'DateTime'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrptime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"%m/%d/%Y %H:%M:%S\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Timestamp\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-12-e1ddcdee7d23>\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'DateTime'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrptime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"%m/%d/%Y %H:%M:%S\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Timestamp\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m: strptime() argument 1 must be str, not float"
     ]
    }
   ],
   "source": [
    "df['DateTime'] = [datetime.datetime.strptime(d, \"%m/%d/%Y %H:%M:%S\") for d in df[\"Timestamp\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      11/5/2018 17:53:20\n",
       "1      11/5/2018 18:06:02\n",
       "2      11/5/2018 18:07:53\n",
       "3      11/5/2018 18:09:13\n",
       "4      11/5/2018 18:10:51\n",
       "5      11/5/2018 18:11:57\n",
       "6      11/5/2018 18:13:15\n",
       "7      11/5/2018 18:13:24\n",
       "8      11/5/2018 18:15:56\n",
       "9      11/5/2018 18:16:45\n",
       "10     11/5/2018 18:18:10\n",
       "11     11/5/2018 18:18:21\n",
       "12     11/5/2018 18:20:41\n",
       "13     11/5/2018 18:21:29\n",
       "14     11/5/2018 18:21:44\n",
       "15     11/5/2018 18:24:51\n",
       "16     11/5/2018 18:24:55\n",
       "17     11/5/2018 18:25:33\n",
       "18     11/5/2018 18:26:58\n",
       "19     11/5/2018 18:28:22\n",
       "20     11/5/2018 18:28:48\n",
       "21     11/5/2018 18:29:01\n",
       "22     11/5/2018 18:29:34\n",
       "23     11/5/2018 18:35:08\n",
       "24     11/5/2018 18:35:59\n",
       "25     11/5/2018 18:36:38\n",
       "26     11/5/2018 19:38:22\n",
       "27     11/5/2018 19:39:10\n",
       "28     11/5/2018 19:39:37\n",
       "29     11/5/2018 19:40:21\n",
       "              ...        \n",
       "477    9/17/2018 17:56:46\n",
       "478    9/17/2018 17:57:12\n",
       "479    9/17/2018 17:57:34\n",
       "480    9/17/2018 17:58:02\n",
       "481    9/17/2018 17:58:41\n",
       "482    9/17/2018 17:58:45\n",
       "483    9/17/2018 17:59:03\n",
       "484    9/17/2018 18:00:00\n",
       "485    9/17/2018 18:00:28\n",
       "486    9/17/2018 18:00:57\n",
       "487    9/17/2018 18:04:15\n",
       "488    9/17/2018 18:05:05\n",
       "489    9/17/2018 18:05:23\n",
       "490    9/17/2018 18:05:35\n",
       "491    9/17/2018 18:06:09\n",
       "492    9/17/2018 18:06:18\n",
       "493    9/17/2018 18:07:01\n",
       "494    9/17/2018 18:07:17\n",
       "495    9/17/2018 18:07:50\n",
       "496    9/17/2018 18:08:01\n",
       "497    9/17/2018 18:08:18\n",
       "498    9/17/2018 18:09:03\n",
       "499    9/17/2018 18:10:21\n",
       "500    9/17/2018 18:10:24\n",
       "501    9/17/2018 18:11:06\n",
       "502    9/17/2018 18:12:02\n",
       "503    9/17/2018 18:13:26\n",
       "504    9/17/2018 18:15:10\n",
       "505    9/17/2018 18:19:52\n",
       "506    9/17/2018 18:21:01\n",
       "Name: Timestamp, Length: 507, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Timestamp']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "Can only use .dt accessor with datetimelike values",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-6-762f7fbcb374>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Timestamp'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   4370\u001b[0m         if (name in self._internal_names_set or name in self._metadata or\n\u001b[1;32m   4371\u001b[0m                 name in self._accessors):\n\u001b[0;32m-> 4372\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4373\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4374\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/pandas/core/accessor.py\u001b[0m in \u001b[0;36m__get__\u001b[0;34m(self, obj, cls)\u001b[0m\n\u001b[1;32m    131\u001b[0m             \u001b[0;31m# we're accessing the attribute of the class, i.e., Dataset.geo\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    132\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_accessor\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 133\u001b[0;31m         \u001b[0maccessor_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_accessor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    134\u001b[0m         \u001b[0;31m# Replace the property with the accessor object. Inspired by:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    135\u001b[0m         \u001b[0;31m# http://www.pydanny.com/cached-property.html\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/pandas/core/indexes/accessors.py\u001b[0m in \u001b[0;36m__new__\u001b[0;34m(cls, data)\u001b[0m\n\u001b[1;32m    323\u001b[0m             \u001b[0;32mpass\u001b[0m  \u001b[0;31m# we raise an attribute error anyway\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    324\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 325\u001b[0;31m         raise AttributeError(\"Can only use .dt accessor with datetimelike \"\n\u001b[0m\u001b[1;32m    326\u001b[0m                              \"values\")\n",
      "\u001b[0;31mAttributeError\u001b[0m: Can only use .dt accessor with datetimelike values"
     ]
    }
   ],
   "source": [
    "df['Timestamp'].dt.time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Email Address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>a.thudianplackel@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>a.tolani@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>a4anandr@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>aakriti.gupta@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>aayere@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ajnunez16@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>alecarreche@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>alecarte@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>alenamore@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ali.husnain@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>antonymaze@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>avachandler@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>b.lahijanian@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>benjamin.gorman@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>bharadwajs@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>bradonzhang@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>brandon.meyer@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>bwyrosdick@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>caleb.wong@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ccasariego@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>cheyannemanivong@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chingyunhuang@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>collikainen@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>cooper.martin@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>d.ventura@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>davidfussell2014@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>dtchen@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>efejzullahu@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>emmett.kendall@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>f.zhang@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>natalieskala@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>neelkanjariya1996@yahoo.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>nicholas.tateo@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>nicolenar@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>nihalkala@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>pacman5@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>philipgregor@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>rafekruse@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>rmarks@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>robert727claar@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>rohil.tuli@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>rsamanta@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>ruales23@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>sabrinasnider@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>sandhya.yadav@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>shevernoah@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>shruti1993@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>spolk@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>stcharlesj123@gmail.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>tylerrich@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>udbhav@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>usman.arshad@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>venturkj@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>william.donaghy@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>williamferra@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>xchua96@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>yido1gzhang@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>zhilinjia@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>zonshenyu@ufl.edu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>ztveraas@ufl.edu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Email Address\n",
       "0      a.thudianplackel@ufl.edu\n",
       "1              a.tolani@ufl.edu\n",
       "2              a4anandr@ufl.edu\n",
       "3         aakriti.gupta@ufl.edu\n",
       "4                aayere@ufl.edu\n",
       "5             ajnunez16@ufl.edu\n",
       "6           alecarreche@ufl.edu\n",
       "7              alecarte@ufl.edu\n",
       "8             alenamore@ufl.edu\n",
       "9           ali.husnain@ufl.edu\n",
       "10           antonymaze@ufl.edu\n",
       "11          avachandler@ufl.edu\n",
       "12         b.lahijanian@ufl.edu\n",
       "13      benjamin.gorman@ufl.edu\n",
       "14           bharadwajs@ufl.edu\n",
       "15          bradonzhang@ufl.edu\n",
       "16        brandon.meyer@ufl.edu\n",
       "17           bwyrosdick@ufl.edu\n",
       "18           caleb.wong@ufl.edu\n",
       "19           ccasariego@ufl.edu\n",
       "20   cheyannemanivong@gmail.com\n",
       "21        chingyunhuang@ufl.edu\n",
       "22          collikainen@ufl.edu\n",
       "23        cooper.martin@ufl.edu\n",
       "24            d.ventura@ufl.edu\n",
       "25   davidfussell2014@gmail.com\n",
       "26               dtchen@ufl.edu\n",
       "27          efejzullahu@ufl.edu\n",
       "28       emmett.kendall@ufl.edu\n",
       "29              f.zhang@ufl.edu\n",
       "..                          ...\n",
       "58         natalieskala@ufl.edu\n",
       "59  neelkanjariya1996@yahoo.com\n",
       "60       nicholas.tateo@ufl.edu\n",
       "61            nicolenar@ufl.edu\n",
       "62            nihalkala@ufl.edu\n",
       "63              pacman5@ufl.edu\n",
       "64         philipgregor@ufl.edu\n",
       "65            rafekruse@ufl.edu\n",
       "66               rmarks@ufl.edu\n",
       "67     robert727claar@gmail.com\n",
       "68           rohil.tuli@ufl.edu\n",
       "69             rsamanta@ufl.edu\n",
       "70             ruales23@ufl.edu\n",
       "71        sabrinasnider@ufl.edu\n",
       "72        sandhya.yadav@ufl.edu\n",
       "73           shevernoah@ufl.edu\n",
       "74           shruti1993@ufl.edu\n",
       "75                spolk@ufl.edu\n",
       "76      stcharlesj123@gmail.com\n",
       "77            tylerrich@ufl.edu\n",
       "78               udbhav@ufl.edu\n",
       "79         usman.arshad@ufl.edu\n",
       "80             venturkj@ufl.edu\n",
       "81      william.donaghy@ufl.edu\n",
       "82         williamferra@ufl.edu\n",
       "83              xchua96@ufl.edu\n",
       "84          yido1gzhang@ufl.edu\n",
       "85            zhilinjia@ufl.edu\n",
       "86            zonshenyu@ufl.edu\n",
       "87             ztveraas@ufl.edu\n",
       "\n",
       "[88 rows x 1 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(df_grouped[df_grouped['Timestamp'] >= 2].index)"
   ]
  }
 ],
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