From 2747e940cfd89f30d90d15d1fc1c3029afd0671e Mon Sep 17 00:00:00 2001
From: Anshul Gupta <ansg191@anshulg.com>
Date: Thu, 15 Feb 2024 17:29:22 -0800
Subject: Fixes `Do you work in a department ...`

---
 CS105MiniProject.ipynb | 51 ++++++++++++++++++++++++++++++++++++++------------
 1 file changed, 39 insertions(+), 12 deletions(-)

(limited to 'CS105MiniProject.ipynb')

diff --git a/CS105MiniProject.ipynb b/CS105MiniProject.ipynb
index c141cf1..2e6ac77 100644
--- a/CS105MiniProject.ipynb
+++ b/CS105MiniProject.ipynb
@@ -12,8 +12,8 @@
     "id": "daa13044",
     "outputId": "4d440aaa-1ee7-4771-c526-f55e9458ca8a",
     "ExecuteTime": {
-     "end_time": "2024-02-16T01:21:49.702719Z",
-     "start_time": "2024-02-16T01:21:48.928305Z"
+     "end_time": "2024-02-16T01:29:14.937392Z",
+     "start_time": "2024-02-16T01:29:14.276865Z"
     }
    },
    "outputs": [
@@ -44,15 +44,15 @@
    "metadata": {
     "id": "29889175",
     "ExecuteTime": {
-     "end_time": "2024-02-16T01:21:49.714653Z",
-     "start_time": "2024-02-16T01:21:49.704177Z"
+     "end_time": "2024-02-16T01:29:14.950257Z",
+     "start_time": "2024-02-16T01:29:14.938720Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "text/plain": "              Timestamp What is your current class standing?  \\\n0     2/9/2024 20:12:14                               Senior   \n1     2/9/2024 20:16:34                               Junior   \n2     2/9/2024 20:18:55                               Junior   \n3     2/9/2024 20:24:00                               Senior   \n4     2/9/2024 20:26:16                             Graduate   \n..                  ...                                  ...   \n255  2/14/2024 19:46:28                               Junior   \n256   2/15/2024 0:28:38                                  NaN   \n257   2/15/2024 8:33:45                               Senior   \n258  2/15/2024 16:10:40                            Sophomore   \n259  2/15/2024 16:14:11                            Sophomore   \n\n    What gender do you identify as? Who do you live with?   \\\n0                              Male                Neither   \n1                            Female                   Both   \n2                            Female                Friends   \n3                              Male                Neither   \n4                              Male                Neither   \n..                              ...                    ...   \n255                            Male                Friends   \n256                            Male                 Family   \n257                            Male                 Family   \n258                          Female                 Family   \n259                          Female                Friends   \n\n    Do you currently live in a house, apartnment, or dorm?   \\\n0                                                House        \n1                                            Apartment        \n2                                                House        \n3                                            Apartment        \n4                                            Apartment        \n..                                                 ...        \n255                                              House        \n256                                          Apartment        \n257                                              House        \n258                                          Apartment        \n259                                               Dorm        \n\n     How many people live in your household? Do you currently work?  \\\n0                                          6                    Yes   \n1                                          4                     No   \n2                                          4                     No   \n3                                          1                     No   \n4                                          1                    Yes   \n..                                       ...                    ...   \n255                                        5                    Yes   \n256                                        4                     No   \n257                                        9                     No   \n258                                        4                    Yes   \n259                                        3                     No   \n\n    How many hours do you work per week on average?  \\\n0                                            5 - 10   \n1                                                 0   \n2                                                 0   \n3                                                 0   \n4                                           10 - 20   \n..                                              ...   \n255                                         10 - 20   \n256                                               0   \n257                                               0   \n258                                          5 - 10   \n259                                               0   \n\n    Do you work on or off campus?  \\\n0                      Off-campus   \n1                             NaN   \n2                             NaN   \n3                             NaN   \n4                      Off-campus   \n..                            ...   \n255                     On-campus   \n256                           NaN   \n257                    Off-campus   \n258                     On-campus   \n259                           NaN   \n\n    Do you work in a department related to your major?  \\\n0                                                   No   \n1                                                  NaN   \n2                                                  NaN   \n3                                                   No   \n4                                                  Yes   \n..                                                 ...   \n255                                                 No   \n256                                                NaN   \n257                                                 No   \n258                                                 No   \n259                                                NaN   \n\n    Do you have roommates that are part of your major?  \n0                                                   No  \n1                                                  Yes  \n2                                                   No  \n3                                                   No  \n4                                                   No  \n..                                                 ...  \n255                                                 No  \n256                                                 No  \n257                                                 No  \n258                                                 No  \n259                                                Yes  \n\n[260 rows x 11 columns]",
-      "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>Timestamp</th>\n      <th>What is your current class standing?</th>\n      <th>What gender do you identify as?</th>\n      <th>Who do you live with?</th>\n      <th>Do you currently live in a house, apartnment, or dorm?</th>\n      <th>How many people live in your household?</th>\n      <th>Do you currently work?</th>\n      <th>How many hours do you work per week on average?</th>\n      <th>Do you work on or off campus?</th>\n      <th>Do you work in a department related to your major?</th>\n      <th>Do you have roommates that are part of your major?</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2/9/2024 20:12:14</td>\n      <td>Senior</td>\n      <td>Male</td>\n      <td>Neither</td>\n      <td>House</td>\n      <td>6</td>\n      <td>Yes</td>\n      <td>5 - 10</td>\n      <td>Off-campus</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2/9/2024 20:16:34</td>\n      <td>Junior</td>\n      <td>Female</td>\n      <td>Both</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Yes</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2/9/2024 20:18:55</td>\n      <td>Junior</td>\n      <td>Female</td>\n      <td>Friends</td>\n      <td>House</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2/9/2024 20:24:00</td>\n      <td>Senior</td>\n      <td>Male</td>\n      <td>Neither</td>\n      <td>Apartment</td>\n      <td>1</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2/9/2024 20:26:16</td>\n      <td>Graduate</td>\n      <td>Male</td>\n      <td>Neither</td>\n      <td>Apartment</td>\n      <td>1</td>\n      <td>Yes</td>\n      <td>10 - 20</td>\n      <td>Off-campus</td>\n      <td>Yes</td>\n      <td>No</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    </tr>\n    <tr>\n      <th>255</th>\n      <td>2/14/2024 19:46:28</td>\n      <td>Junior</td>\n      <td>Male</td>\n      <td>Friends</td>\n      <td>House</td>\n      <td>5</td>\n      <td>Yes</td>\n      <td>10 - 20</td>\n      <td>On-campus</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>256</th>\n      <td>2/15/2024 0:28:38</td>\n      <td>NaN</td>\n      <td>Male</td>\n      <td>Family</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>257</th>\n      <td>2/15/2024 8:33:45</td>\n      <td>Senior</td>\n      <td>Male</td>\n      <td>Family</td>\n      <td>House</td>\n      <td>9</td>\n      <td>No</td>\n      <td>0</td>\n      <td>Off-campus</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>258</th>\n      <td>2/15/2024 16:10:40</td>\n      <td>Sophomore</td>\n      <td>Female</td>\n      <td>Family</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>Yes</td>\n      <td>5 - 10</td>\n      <td>On-campus</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>259</th>\n      <td>2/15/2024 16:14:11</td>\n      <td>Sophomore</td>\n      <td>Female</td>\n      <td>Friends</td>\n      <td>Dorm</td>\n      <td>3</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Yes</td>\n    </tr>\n  </tbody>\n</table>\n<p>260 rows × 11 columns</p>\n</div>"
+      "text/plain": "              Timestamp What is your current class standing?  \\\n0     2/9/2024 20:12:14                               Senior   \n1     2/9/2024 20:16:34                               Junior   \n2     2/9/2024 20:18:55                               Junior   \n3     2/9/2024 20:24:00                               Senior   \n4     2/9/2024 20:26:16                             Graduate   \n..                  ...                                  ...   \n255  2/14/2024 19:46:28                               Junior   \n256   2/15/2024 0:28:38                                  NaN   \n257   2/15/2024 8:33:45                               Senior   \n258  2/15/2024 16:10:40                            Sophomore   \n259  2/15/2024 16:14:11                            Sophomore   \n\n    What gender do you identify as? Who do you live with?   \\\n0                              Male                Neither   \n1                            Female                   Both   \n2                            Female                Friends   \n3                              Male                Neither   \n4                              Male                Neither   \n..                              ...                    ...   \n255                            Male                Friends   \n256                            Male                 Family   \n257                            Male                 Family   \n258                          Female                 Family   \n259                          Female                Friends   \n\n    Do you currently live in a house, apartnment, or dorm?   \\\n0                                                House        \n1                                            Apartment        \n2                                                House        \n3                                            Apartment        \n4                                            Apartment        \n..                                                 ...        \n255                                              House        \n256                                          Apartment        \n257                                              House        \n258                                          Apartment        \n259                                               Dorm        \n\n     How many people live in your household? Do you currently work?  \\\n0                                          6                    Yes   \n1                                          4                     No   \n2                                          4                     No   \n3                                          1                     No   \n4                                          1                    Yes   \n..                                       ...                    ...   \n255                                        5                    Yes   \n256                                        4                     No   \n257                                        9                     No   \n258                                        4                    Yes   \n259                                        3                     No   \n\n    How many hours do you work per week on average?  \\\n0                                            5 - 10   \n1                                                 0   \n2                                                 0   \n3                                                 0   \n4                                           10 - 20   \n..                                              ...   \n255                                         10 - 20   \n256                                               0   \n257                                               0   \n258                                          5 - 10   \n259                                               0   \n\n    Do you work on or off campus?  \\\n0                      Off-campus   \n1                             NaN   \n2                             NaN   \n3                             NaN   \n4                      Off-campus   \n..                            ...   \n255                     On-campus   \n256                           NaN   \n257                    Off-campus   \n258                     On-campus   \n259                           NaN   \n\n    Do you work in a department related to your major?  \\\n0                                                   No   \n1                                                  NaN   \n2                                                  NaN   \n3                                                  NaN   \n4                                                  Yes   \n..                                                 ...   \n255                                                 No   \n256                                                NaN   \n257                                                NaN   \n258                                                 No   \n259                                                NaN   \n\n    Do you have roommates that are part of your major?  \n0                                                   No  \n1                                                  Yes  \n2                                                   No  \n3                                                   No  \n4                                                   No  \n..                                                 ...  \n255                                                 No  \n256                                                 No  \n257                                                 No  \n258                                                 No  \n259                                                Yes  \n\n[260 rows x 11 columns]",
+      "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>Timestamp</th>\n      <th>What is your current class standing?</th>\n      <th>What gender do you identify as?</th>\n      <th>Who do you live with?</th>\n      <th>Do you currently live in a house, apartnment, or dorm?</th>\n      <th>How many people live in your household?</th>\n      <th>Do you currently work?</th>\n      <th>How many hours do you work per week on average?</th>\n      <th>Do you work on or off campus?</th>\n      <th>Do you work in a department related to your major?</th>\n      <th>Do you have roommates that are part of your major?</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2/9/2024 20:12:14</td>\n      <td>Senior</td>\n      <td>Male</td>\n      <td>Neither</td>\n      <td>House</td>\n      <td>6</td>\n      <td>Yes</td>\n      <td>5 - 10</td>\n      <td>Off-campus</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2/9/2024 20:16:34</td>\n      <td>Junior</td>\n      <td>Female</td>\n      <td>Both</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Yes</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2/9/2024 20:18:55</td>\n      <td>Junior</td>\n      <td>Female</td>\n      <td>Friends</td>\n      <td>House</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2/9/2024 20:24:00</td>\n      <td>Senior</td>\n      <td>Male</td>\n      <td>Neither</td>\n      <td>Apartment</td>\n      <td>1</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2/9/2024 20:26:16</td>\n      <td>Graduate</td>\n      <td>Male</td>\n      <td>Neither</td>\n      <td>Apartment</td>\n      <td>1</td>\n      <td>Yes</td>\n      <td>10 - 20</td>\n      <td>Off-campus</td>\n      <td>Yes</td>\n      <td>No</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    </tr>\n    <tr>\n      <th>255</th>\n      <td>2/14/2024 19:46:28</td>\n      <td>Junior</td>\n      <td>Male</td>\n      <td>Friends</td>\n      <td>House</td>\n      <td>5</td>\n      <td>Yes</td>\n      <td>10 - 20</td>\n      <td>On-campus</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>256</th>\n      <td>2/15/2024 0:28:38</td>\n      <td>NaN</td>\n      <td>Male</td>\n      <td>Family</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>257</th>\n      <td>2/15/2024 8:33:45</td>\n      <td>Senior</td>\n      <td>Male</td>\n      <td>Family</td>\n      <td>House</td>\n      <td>9</td>\n      <td>No</td>\n      <td>0</td>\n      <td>Off-campus</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>258</th>\n      <td>2/15/2024 16:10:40</td>\n      <td>Sophomore</td>\n      <td>Female</td>\n      <td>Family</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>Yes</td>\n      <td>5 - 10</td>\n      <td>On-campus</td>\n      <td>No</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>259</th>\n      <td>2/15/2024 16:14:11</td>\n      <td>Sophomore</td>\n      <td>Female</td>\n      <td>Friends</td>\n      <td>Dorm</td>\n      <td>3</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Yes</td>\n    </tr>\n  </tbody>\n</table>\n<p>260 rows × 11 columns</p>\n</div>"
      },
      "execution_count": 2,
      "metadata": {},
@@ -72,6 +72,7 @@
     "                                                 .astype(int))\n",
     "df.loc[df['Do you currently work?'] == 'No', 'How many hours do you work per week on average?'] = 0\n",
     "df['Who do you live with? '] = df['Who do you live with? '].replace('Family, Friends', 'Both').replace('Family, Friends, Both', 'Both')\n",
+    "df.loc[df['Do you currently work?'] == 'No', 'Do you work in a department related to your major?'] = np.nan\n",
     "df"
    ]
   },
@@ -82,8 +83,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-02-16T01:21:49.723810Z",
-     "start_time": "2024-02-16T01:21:49.715485Z"
+     "end_time": "2024-02-16T01:29:14.960720Z",
+     "start_time": "2024-02-16T01:29:14.951Z"
     }
    },
    "outputs": [
@@ -107,17 +108,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "a9df972e44277de7",
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-02-16T01:21:49.726718Z",
-     "start_time": "2024-02-16T01:21:49.724916Z"
+     "end_time": "2024-02-16T01:29:14.970741Z",
+     "start_time": "2024-02-16T01:29:14.962311Z"
     }
    },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": "              Timestamp What is your current class standing?  \\\n1     2/9/2024 20:16:34                               Junior   \n2     2/9/2024 20:18:55                               Junior   \n3     2/9/2024 20:24:00                               Senior   \n5     2/9/2024 20:45:09                               Junior   \n6     2/9/2024 21:55:59                            Sophomore   \n..                  ...                                  ...   \n253  2/14/2024 13:45:45                               Senior   \n254  2/14/2024 16:26:06                               Junior   \n256   2/15/2024 0:28:38                                  NaN   \n257   2/15/2024 8:33:45                               Senior   \n259  2/15/2024 16:14:11                            Sophomore   \n\n    What gender do you identify as? Who do you live with?   \\\n1                            Female                   Both   \n2                            Female                Friends   \n3                              Male                Neither   \n5                 Prefer not to say                   Both   \n6                            Female                Friends   \n..                              ...                    ...   \n253                          Female                 Family   \n254                            Male                 Family   \n256                            Male                 Family   \n257                            Male                 Family   \n259                          Female                Friends   \n\n    Do you currently live in a house, apartnment, or dorm?   \\\n1                                            Apartment        \n2                                                House        \n3                                            Apartment        \n5                                            Apartment        \n6                                            Apartment        \n..                                                 ...        \n253                                              House        \n254                                              House        \n256                                          Apartment        \n257                                              House        \n259                                               Dorm        \n\n     How many people live in your household? Do you currently work?  \\\n1                                          4                     No   \n2                                          4                     No   \n3                                          1                     No   \n5                                          4                     No   \n6                                          4                     No   \n..                                       ...                    ...   \n253                                        6                     No   \n254                                        5                     No   \n256                                        4                     No   \n257                                        9                     No   \n259                                        3                     No   \n\n    How many hours do you work per week on average?  \\\n1                                                 0   \n2                                                 0   \n3                                                 0   \n5                                                 0   \n6                                                 0   \n..                                              ...   \n253                                               0   \n254                                               0   \n256                                               0   \n257                                               0   \n259                                               0   \n\n    Do you work on or off campus?  \\\n1                             NaN   \n2                             NaN   \n3                             NaN   \n5                             NaN   \n6                             NaN   \n..                            ...   \n253                           NaN   \n254                           NaN   \n256                           NaN   \n257                    Off-campus   \n259                           NaN   \n\n    Do you work in a department related to your major?  \\\n1                                                  NaN   \n2                                                  NaN   \n3                                                  NaN   \n5                                                  NaN   \n6                                                  NaN   \n..                                                 ...   \n253                                                NaN   \n254                                                NaN   \n256                                                NaN   \n257                                                NaN   \n259                                                NaN   \n\n    Do you have roommates that are part of your major?  \n1                                                  Yes  \n2                                                   No  \n3                                                   No  \n5                                                   No  \n6                                                   No  \n..                                                 ...  \n253                                                 No  \n254                                                Yes  \n256                                                 No  \n257                                                 No  \n259                                                Yes  \n\n[176 rows x 11 columns]",
+      "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>Timestamp</th>\n      <th>What is your current class standing?</th>\n      <th>What gender do you identify as?</th>\n      <th>Who do you live with?</th>\n      <th>Do you currently live in a house, apartnment, or dorm?</th>\n      <th>How many people live in your household?</th>\n      <th>Do you currently work?</th>\n      <th>How many hours do you work per week on average?</th>\n      <th>Do you work on or off campus?</th>\n      <th>Do you work in a department related to your major?</th>\n      <th>Do you have roommates that are part of your major?</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>2/9/2024 20:16:34</td>\n      <td>Junior</td>\n      <td>Female</td>\n      <td>Both</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Yes</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2/9/2024 20:18:55</td>\n      <td>Junior</td>\n      <td>Female</td>\n      <td>Friends</td>\n      <td>House</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2/9/2024 20:24:00</td>\n      <td>Senior</td>\n      <td>Male</td>\n      <td>Neither</td>\n      <td>Apartment</td>\n      <td>1</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>2/9/2024 20:45:09</td>\n      <td>Junior</td>\n      <td>Prefer not to say</td>\n      <td>Both</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>2/9/2024 21:55:59</td>\n      <td>Sophomore</td>\n      <td>Female</td>\n      <td>Friends</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</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    </tr>\n    <tr>\n      <th>253</th>\n      <td>2/14/2024 13:45:45</td>\n      <td>Senior</td>\n      <td>Female</td>\n      <td>Family</td>\n      <td>House</td>\n      <td>6</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>254</th>\n      <td>2/14/2024 16:26:06</td>\n      <td>Junior</td>\n      <td>Male</td>\n      <td>Family</td>\n      <td>House</td>\n      <td>5</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Yes</td>\n    </tr>\n    <tr>\n      <th>256</th>\n      <td>2/15/2024 0:28:38</td>\n      <td>NaN</td>\n      <td>Male</td>\n      <td>Family</td>\n      <td>Apartment</td>\n      <td>4</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>257</th>\n      <td>2/15/2024 8:33:45</td>\n      <td>Senior</td>\n      <td>Male</td>\n      <td>Family</td>\n      <td>House</td>\n      <td>9</td>\n      <td>No</td>\n      <td>0</td>\n      <td>Off-campus</td>\n      <td>NaN</td>\n      <td>No</td>\n    </tr>\n    <tr>\n      <th>259</th>\n      <td>2/15/2024 16:14:11</td>\n      <td>Sophomore</td>\n      <td>Female</td>\n      <td>Friends</td>\n      <td>Dorm</td>\n      <td>3</td>\n      <td>No</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Yes</td>\n    </tr>\n  </tbody>\n</table>\n<p>176 rows × 11 columns</p>\n</div>"
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nw_df"
+   ]
+  },
+  {
+   "cell_type": "code",
    "outputs": [],
-   "source": []
+   "source": [],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-02-16T01:29:14.974486Z",
+     "start_time": "2024-02-16T01:29:14.972680Z"
+    }
+   },
+   "id": "bfa40c9e9693481d",
+   "execution_count": 4
   }
  ],
  "metadata": {
-- 
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