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authorGravatar Anshul Gupta <ansg191@anshulg.com> 2024-02-15 17:22:11 -0800
committerGravatar Anshul Gupta <ansg191@anshulg.com> 2024-02-15 17:22:11 -0800
commit314780c72bd6d301292792d332f56a2a678c377b (patch)
tree036bbe23af7ba8b339278b03dc5787cbe6656271
parentdd027e01f0d7919a07c67d4a2fc9f1ba5f88b8c5 (diff)
downloadCS105MiniProject-314780c72bd6d301292792d332f56a2a678c377b.tar.gz
CS105MiniProject-314780c72bd6d301292792d332f56a2a678c377b.tar.zst
CS105MiniProject-314780c72bd6d301292792d332f56a2a678c377b.zip
Fixes 'Who do you live with?'
Diffstat
-rw-r--r--CS105MiniProject.ipynb905
1 files changed, 26 insertions, 879 deletions
diff --git a/CS105MiniProject.ipynb b/CS105MiniProject.ipynb
index 97d8eb0..c141cf1 100644
--- a/CS105MiniProject.ipynb
+++ b/CS105MiniProject.ipynb
@@ -5,319 +5,22 @@
"execution_count": 1,
"id": "daa13044",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-02-16T01:13:23.980165Z",
- "start_time": "2024-02-16T01:13:23.265957Z"
- },
"colab": {
"base_uri": "https://localhost:8080/",
"height": 614
},
"id": "daa13044",
- "outputId": "4d440aaa-1ee7-4771-c526-f55e9458ca8a"
+ "outputId": "4d440aaa-1ee7-4771-c526-f55e9458ca8a",
+ "ExecuteTime": {
+ "end_time": "2024-02-16T01:21:49.702719Z",
+ "start_time": "2024-02-16T01:21:48.928305Z"
+ }
},
"outputs": [
{
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- " <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",
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- " </tr>\n",
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- " <th>4</th>\n",
- " <td>2/9/2024 20:26:16</td>\n",
- " <td>Graduate</td>\n",
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- " <td>1</td>\n",
- " <td>Yes</td>\n",
- " <td>10 - 20</td>\n",
- " <td>Off-campus</td>\n",
- " <td>Yes</td>\n",
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- " <td>2/14/2024 19:46:28</td>\n",
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- " <td>No</td>\n",
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- " <td>2/15/2024 16:10:40</td>\n",
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- " <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",
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- " <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 (room), 8 (hall), ~70 (building)</td>\n",
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- " <td>NaN</td>\n",
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- ],
- "text/plain": [
- " Timestamp What is your current class standing? \\\n",
- "0 2/9/2024 20:12:14 Senior \n",
- "1 2/9/2024 20:16:34 Junior \n",
- "2 2/9/2024 20:18:55 Junior \n",
- "3 2/9/2024 20:24:00 Senior \n",
- "4 2/9/2024 20:26:16 Graduate \n",
- ".. ... ... \n",
- "255 2/14/2024 19:46:28 Junior \n",
- "256 2/15/2024 0:28:38 NaN \n",
- "257 2/15/2024 8:33:45 Senior \n",
- "258 2/15/2024 16:10:40 Sophomore \n",
- "259 2/15/2024 16:14:11 Sophomore \n",
- "\n",
- " What gender do you identify as? Who do you live with? \\\n",
- "0 Male Neither \n",
- "1 Female Both \n",
- "2 Female Friends \n",
- "3 Male Neither \n",
- "4 Male Neither \n",
- ".. ... ... \n",
- "255 Male Friends \n",
- "256 Male Family \n",
- "257 Male Family \n",
- "258 Female Family \n",
- "259 Female Friends \n",
- "\n",
- " Do you currently live in a house, apartnment, or dorm? \\\n",
- "0 House \n",
- "1 Apartment \n",
- "2 House \n",
- "3 Apartment \n",
- "4 Apartment \n",
- ".. ... \n",
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- "257 House \n",
- "258 Apartment \n",
- "259 Dorm \n",
- "\n",
- " How many people live in your household? Do you currently work? \\\n",
- "0 6 Yes \n",
- "1 4 No \n",
- "2 4 No \n",
- "3 1 No \n",
- "4 1 Yes \n",
- ".. ... ... \n",
- "255 5 Yes \n",
- "256 North District 4 bed 2 bath No \n",
- "257 9 No \n",
- "258 4 Yes \n",
- "259 3 (room), 8 (hall), ~70 (building) No \n",
- "\n",
- " How many hours do you work per week on average? \\\n",
- "0 5 - 10 \n",
- "1 NaN \n",
- "2 NaN \n",
- "3 NaN \n",
- "4 10 - 20 \n",
- ".. ... \n",
- "255 10 - 20 \n",
- "256 NaN \n",
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- " Do you work on or off campus? \\\n",
- "0 Off-campus \n",
- "1 NaN \n",
- "2 NaN \n",
- "3 NaN \n",
- "4 Off-campus \n",
- ".. ... \n",
- "255 On-campus \n",
- "256 NaN \n",
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- "3 No \n",
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- ".. ... \n",
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- "0 No \n",
- "1 Yes \n",
- "2 No \n",
- "3 No \n",
- "4 No \n",
- ".. ... \n",
- "255 No \n",
- "256 No \n",
- "257 No \n",
- "258 No \n",
- "259 Yes \n",
- "\n",
- "[260 rows x 11 columns]"
- ]
+ "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 North District 4 bed 2 bath No \n257 9 No \n258 4 Yes \n259 3 (room), 8 (hall), ~70 (building) No \n\n How many hours do you work per week on average? \\\n0 5 - 10 \n1 NaN \n2 NaN \n3 NaN \n4 10 - 20 \n.. ... \n255 10 - 20 \n256 NaN \n257 1 - 5 \n258 5 - 10 \n259 NaN \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>NaN</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>NaN</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>NaN</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>North District 4 bed 2 bath</td>\n <td>No</td>\n <td>NaN</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>1 - 5</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 (room), 8 (hall), ~70 (building)</td>\n <td>No</td>\n <td>NaN</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": 1,
"metadata": {},
@@ -336,282 +39,22 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 2,
"id": "29889175",
"metadata": {
+ "id": "29889175",
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- "start_time": "2024-02-16T01:13:23.981386Z"
- },
- "id": "29889175"
+ "end_time": "2024-02-16T01:21:49.714653Z",
+ "start_time": "2024-02-16T01:21:49.704177Z"
+ }
},
"outputs": [
{
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- " <td>No</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
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- " <td>...</td>\n",
- " <td>...</td>\n",
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- " <td>21</td>\n",
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- " <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>21</td>\n",
- " <td>Family</td>\n",
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- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>No</td>\n",
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- " <tr>\n",
- " <th>257</th>\n",
- " <td>21</td>\n",
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- " <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>21</td>\n",
- " <td>Family</td>\n",
- " <td>Apartment</td>\n",
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- " <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>18</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",
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- "</div>"
- ],
- "text/plain": [
- " What is your age? Who do you live with? \\\n",
- "0 23+ Neither \n",
- "1 20 Both \n",
- "2 23+ Friends \n",
- "3 23+ Neither \n",
- "4 22 Neither \n",
- ".. ... ... \n",
- "255 21 Friends \n",
- "256 21 Family \n",
- "257 21 Family \n",
- "258 21 Family \n",
- "259 18 Friends \n",
- "\n",
- " Do you currently live in a house, apartnment, or dorm? \\\n",
- "0 House \n",
- "1 Apartment \n",
- "2 House \n",
- "3 Apartment \n",
- "4 Apartment \n",
- ".. ... \n",
- "255 House \n",
- "256 Apartment \n",
- "257 House \n",
- "258 Apartment \n",
- "259 Dorm \n",
- "\n",
- " How many people live in your household? Do you currently work? \\\n",
- "0 6 Yes \n",
- "1 4 No \n",
- "2 4 No \n",
- "3 1 No \n",
- "4 1 Yes \n",
- ".. ... ... \n",
- "255 5 Yes \n",
- "256 4 No \n",
- "257 9 No \n",
- "258 4 Yes \n",
- "259 3 No \n",
- "\n",
- " How many hours do you work per week on average? \\\n",
- "0 5 - 10 \n",
- "1 0 \n",
- "2 0 \n",
- "3 0 \n",
- "4 10 - 20 \n",
- ".. ... \n",
- "255 10 - 20 \n",
- "256 0 \n",
- "257 0 \n",
- "258 5 - 10 \n",
- "259 0 \n",
- "\n",
- " Do you work on or off campus? \\\n",
- "0 Off-campus \n",
- "1 NaN \n",
- "2 NaN \n",
- "3 NaN \n",
- "4 Off-campus \n",
- ".. ... \n",
- "255 On-campus \n",
- "256 NaN \n",
- "257 Off-campus \n",
- "258 On-campus \n",
- "259 NaN \n",
- "\n",
- " Do you work in a department related to your major? \\\n",
- "0 No \n",
- "1 NaN \n",
- "2 NaN \n",
- "3 No \n",
- "4 Yes \n",
- ".. ... \n",
- "255 No \n",
- "256 NaN \n",
- "257 No \n",
- "258 No \n",
- "259 NaN \n",
- "\n",
- " Do you have roommates that are part of your major? \n",
- "0 No \n",
- "1 Yes \n",
- "2 No \n",
- "3 No \n",
- "4 No \n",
- ".. ... \n",
- "255 No \n",
- "256 No \n",
- "257 No \n",
- "258 No \n",
- "259 Yes \n",
- "\n",
- "[260 rows x 9 columns]"
- ]
+ "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>"
},
- "execution_count": 9,
+ "execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
@@ -628,6 +71,7 @@
" .replace('3 (room), 8 (hall), ~70 (building)', '3')\n",
" .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"
]
},
@@ -636,314 +80,17 @@
"execution_count": 3,
"id": "de4448fd64205d85",
"metadata": {
+ "collapsed": false,
"ExecuteTime": {
- "end_time": "2024-02-16T01:13:24.001347Z",
- "start_time": "2024-02-16T01:13:23.991767Z"
- },
- "collapsed": false
+ "end_time": "2024-02-16T01:21:49.723810Z",
+ "start_time": "2024-02-16T01:21:49.715485Z"
+ }
},
"outputs": [
{
"data": {
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- ],
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- " Timestamp What is your current class standing? \\\n",
- "0 2/9/2024 20:12:14 Senior \n",
- "4 2/9/2024 20:26:16 Graduate \n",
- "8 2/9/2024 22:02:49 Junior \n",
- "9 2/9/2024 22:08:43 Senior \n",
- "13 2/9/2024 22:15:13 Junior \n",
- ".. ... ... \n",
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- "247 2/13/2024 21:39:14 Senior \n",
- "252 2/14/2024 9:48:12 Junior \n",
- "255 2/14/2024 19:46:28 Junior \n",
- "258 2/15/2024 16:10:40 Sophomore \n",
- "\n",
- " What gender do you identify as? Who do you live with? \\\n",
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- "4 Male Neither \n",
- "8 Male Friends \n",
- "9 Male Family \n",
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- ".. ... ... \n",
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- "247 Male Friends \n",
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- "258 Female Family \n",
- "\n",
- " Do you currently live in a house, apartnment, or dorm? \\\n",
- "0 House \n",
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- " How many hours do you work per week on average? \\\n",
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- "9 1 - 5 \n",
- "13 10 - 20 \n",
- ".. ... \n",
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- "247 20 - 40 \n",
- "252 20 - 40 \n",
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- "258 5 - 10 \n",
- "\n",
- " Do you work on or off campus? \\\n",
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- " Do you work in a department related to your major? \\\n",
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- "8 No \n",
- "9 No \n",
- "13 No \n",
- ".. ... \n",
- "246 Yes \n",
- "247 No \n",
- "252 No \n",
- "255 No \n",
- "258 No \n",
- "\n",
- " Do you have roommates that are part of your major? \n",
- "0 No \n",
- "4 No \n",
- "8 No \n",
- "9 No \n",
- "13 No \n",
- ".. ... \n",
- "246 No \n",
- "247 Yes \n",
- "252 No \n",
- "255 No \n",
- "258 No \n",
- "\n",
- "[77 rows x 11 columns]"
- ]
+ "text/plain": " Timestamp What is your current class standing? \\\n0 2/9/2024 20:12:14 Senior \n4 2/9/2024 20:26:16 Graduate \n8 2/9/2024 22:02:49 Junior \n9 2/9/2024 22:08:43 Senior \n13 2/9/2024 22:15:13 Junior \n.. ... ... \n246 2/13/2024 19:37:02 Graduate \n247 2/13/2024 21:39:14 Senior \n252 2/14/2024 9:48:12 Junior \n255 2/14/2024 19:46:28 Junior \n258 2/15/2024 16:10:40 Sophomore \n\n What gender do you identify as? Who do you live with? \\\n0 Male Neither \n4 Male Neither \n8 Male Friends \n9 Male Family \n13 Male Family \n.. ... ... \n246 Male Family \n247 Male Friends \n252 Male Family \n255 Male Friends \n258 Female Family \n\n Do you currently live in a house, apartnment, or dorm? \\\n0 House \n4 Apartment \n8 House \n9 House \n13 Apartment \n.. ... \n246 House \n247 Apartment \n252 House \n255 House \n258 Apartment \n\n How many people live in your household? Do you currently work? \\\n0 6 Yes \n4 1 Yes \n8 6 Yes \n9 5 Yes \n13 4 Yes \n.. ... ... \n246 2 Yes \n247 3 Yes \n252 5 Yes \n255 5 Yes \n258 4 Yes \n\n How many hours do you work per week on average? \\\n0 5 - 10 \n4 10 - 20 \n8 10 - 20 \n9 1 - 5 \n13 10 - 20 \n.. ... \n246 10 - 20 \n247 20 - 40 \n252 20 - 40 \n255 10 - 20 \n258 5 - 10 \n\n Do you work on or off campus? \\\n0 Off-campus \n4 Off-campus \n8 On-campus \n9 On-campus \n13 Off-campus \n.. ... \n246 On-campus \n247 Off-campus \n252 Off-campus \n255 On-campus \n258 On-campus \n\n Do you work in a department related to your major? \\\n0 No \n4 Yes \n8 No \n9 No \n13 No \n.. ... \n246 Yes \n247 No \n252 No \n255 No \n258 No \n\n Do you have roommates that are part of your major? \n0 No \n4 No \n8 No \n9 No \n13 No \n.. ... \n246 No \n247 Yes \n252 No \n255 No \n258 No \n\n[77 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>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>8</th>\n <td>2/9/2024 22:02:49</td>\n <td>Junior</td>\n <td>Male</td>\n <td>Friends</td>\n <td>House</td>\n <td>6</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>9</th>\n <td>2/9/2024 22:08:43</td>\n <td>Senior</td>\n <td>Male</td>\n <td>Family</td>\n <td>House</td>\n <td>5</td>\n <td>Yes</td>\n <td>1 - 5</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No</td>\n </tr>\n <tr>\n <th>13</th>\n <td>2/9/2024 22:15:13</td>\n <td>Junior</td>\n <td>Male</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>No</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>246</th>\n <td>2/13/2024 19:37:02</td>\n <td>Graduate</td>\n <td>Male</td>\n <td>Family</td>\n <td>House</td>\n <td>2</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n <tr>\n <th>247</th>\n <td>2/13/2024 21:39:14</td>\n <td>Senior</td>\n <td>Male</td>\n <td>Friends</td>\n <td>Apartment</td>\n <td>3</td>\n <td>Yes</td>\n <td>20 - 40</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>252</th>\n <td>2/14/2024 9:48:12</td>\n <td>Junior</td>\n <td>Male</td>\n <td>Family</td>\n <td>House</td>\n <td>5</td>\n <td>Yes</td>\n <td>20 - 40</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No</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>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 </tbody>\n</table>\n<p>77 rows × 11 columns</p>\n</div>"
},
"execution_count": 3,
"metadata": {},
@@ -963,11 +110,11 @@
"execution_count": 3,
"id": "a9df972e44277de7",
"metadata": {
+ "collapsed": false,
"ExecuteTime": {
- "end_time": "2024-02-16T01:13:24.004250Z",
- "start_time": "2024-02-16T01:13:24.002783Z"
- },
- "collapsed": false
+ "end_time": "2024-02-16T01:21:49.726718Z",
+ "start_time": "2024-02-16T01:21:49.724916Z"
+ }
},
"outputs": [],
"source": []
generated by cgit v1.2.3 (git 2.39.1) at 2025-07-13 15:21:48 +0000