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Diffstat (limited to 'CS105MiniProject.ipynb')
| -rw-r--r-- | CS105MiniProject.ipynb | 165 |
1 files changed, 118 insertions, 47 deletions
diff --git a/CS105MiniProject.ipynb b/CS105MiniProject.ipynb index cdcd60d..ba21518 100644 --- a/CS105MiniProject.ipynb +++ b/CS105MiniProject.ipynb @@ -36,15 +36,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:39.410627Z", - "start_time": "2024-02-24T06:34:39.389092Z" + "end_time": "2024-02-24T07:00:54.973509Z", + "start_time": "2024-02-24T07:00:54.931665Z" } }, "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 is your age? Who do you live with? \\\n0 23+ Neither \n1 20 Both \n2 23+ Friends \n3 23+ Neither \n4 22 Neither \n.. ... ... \n255 21 Friends \n256 21 Family \n257 21 Family \n258 21 Family \n259 18 Friends \n\n Do you currently live in a house, apartment, 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? \\\n0 6 \n1 4 \n2 4 \n3 1 \n4 1 \n.. ... \n255 5 \n256 North District 4 bed 2 bath \n257 9 \n258 4 \n259 3 (room), 8 (hall), ~70 (building) \n\n What was your GPA your very first quarter at UCR? \\\n0 2.73 \n1 3.7 \n2 3.75 \n3 3.81 \n4 3.23 \n.. ... \n255 4 \n256 3.5 \n257 3.7 \n258 3 \n259 4 \n\n What are your career plans right after graduation? Do you currently work? \\\n0 Get into the Job Industry Yes \n1 Get into the Job Industry No \n2 If no job go to graduate school No \n3 Not Sure Yet No \n4 Get into the Job Industry Yes \n.. ... ... \n255 Get into the Job Industry Yes \n256 Get into the Job Industry No \n257 Attend Grad School No \n258 Get into the Job Industry Yes \n259 Attend Grad School 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 family members who have careers related to your career aspirations? \\\n0 No family in related fields/careers \n1 No family in related fields/careers \n2 1 person in my immediate family (parent/legal ... \n3 No family in related fields/careers \n4 1 person in my immediate family (parent/legal ... \n.. ... \n255 1 person in my immediate family (parent/legal ... \n256 1 person in my immediate family (parent/legal ... \n257 No family in related fields/careers \n258 No family in related fields/careers \n259 1 person in my immediate family (parent/legal ... \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 14 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 is your age?</th>\n <th>Who do you live with?</th>\n <th>Do you currently live in a house, apartment, or dorm?</th>\n <th>How many people live in your household?</th>\n <th>What was your GPA your very first quarter at UCR?</th>\n <th>What are your career plans right after graduation?</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 family members who have careers related to your career aspirations?</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>23+</td>\n <td>Neither</td>\n <td>House</td>\n <td>6</td>\n <td>2.73</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>20</td>\n <td>Both</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.7</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</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>23+</td>\n <td>Friends</td>\n <td>House</td>\n <td>4</td>\n <td>3.75</td>\n <td>If no job go to graduate school</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</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>23+</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.81</td>\n <td>Not Sure Yet</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No</td>\n <td>No family in related fields/careers</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>22</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.23</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>Yes</td>\n <td>1 person in my immediate family (parent/legal ...</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 <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>21</td>\n <td>Friends</td>\n <td>House</td>\n <td>5</td>\n <td>4</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>No</td>\n <td>1 person in my immediate family (parent/legal ...</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>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>North District 4 bed 2 bath</td>\n <td>3.5</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</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>21</td>\n <td>Family</td>\n <td>House</td>\n <td>9</td>\n <td>3.7</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>1 - 5</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>18</td>\n <td>Friends</td>\n <td>Dorm</td>\n <td>3 (room), 8 (hall), ~70 (building)</td>\n <td>4</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>Yes</td>\n </tr>\n </tbody>\n</table>\n<p>260 rows × 14 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 is your age? Who do you live with? \\\n0 23+ Neither \n1 20 Both \n2 23+ Friends \n3 23+ Neither \n4 22 Neither \n.. ... ... \n255 21 Friends \n256 21 Family \n257 21 Family \n258 21 Family \n259 18 Friends \n\n Do you currently live in a house, apartment, 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? \\\n0 6 \n1 4 \n2 4 \n3 1 \n4 1 \n.. ... \n255 5 \n256 North District 4 bed 2 bath \n257 9 \n258 4 \n259 3 (room), 8 (hall), ~70 (building) \n\n What was your GPA your very first quarter at UCR? \\\n0 2.73 \n1 3.7 \n2 3.75 \n3 3.81 \n4 3.23 \n.. ... \n255 4 \n256 3.5 \n257 3.7 \n258 3 \n259 4 \n\n What are your career plans right after graduation? Do you currently work? \\\n0 Get into the Job Industry Yes \n1 Get into the Job Industry No \n2 If no job go to graduate school No \n3 Not Sure Yet No \n4 Get into the Job Industry Yes \n.. ... ... \n255 Get into the Job Industry Yes \n256 Get into the Job Industry No \n257 Attend Grad School No \n258 Get into the Job Industry Yes \n259 Attend Grad School 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 family members who have careers related to your career aspirations? \\\n0 No family in related fields/careers \n1 No family in related fields/careers \n2 1 person in my immediate family (parent/legal ... \n3 No family in related fields/careers \n4 1 person in my immediate family (parent/legal ... \n.. ... \n255 1 person in my immediate family (parent/legal ... \n256 1 person in my immediate family (parent/legal ... \n257 No family in related fields/careers \n258 No family in related fields/careers \n259 1 person in my immediate family (parent/legal ... \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 How many internship/job applications have you sent out so far? \n0 5 \n1 30 \n2 80 \n3 0 \n4 100s \n.. ... \n255 50 \n256 3 \n257 2 \n258 NaN \n259 12 \n\n[260 rows x 15 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 is your age?</th>\n <th>Who do you live with?</th>\n <th>Do you currently live in a house, apartment, or dorm?</th>\n <th>How many people live in your household?</th>\n <th>What was your GPA your very first quarter at UCR?</th>\n <th>What are your career plans right after graduation?</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 family members who have careers related to your career aspirations?</th>\n <th>Do you have roommates that are part of your major?</th>\n <th>How many internship/job applications have you sent out so far?</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>23+</td>\n <td>Neither</td>\n <td>House</td>\n <td>6</td>\n <td>2.73</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>5</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2/9/2024 20:16:34</td>\n <td>Junior</td>\n <td>20</td>\n <td>Both</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.7</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</td>\n <td>Yes</td>\n <td>30</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2/9/2024 20:18:55</td>\n <td>Junior</td>\n <td>23+</td>\n <td>Friends</td>\n <td>House</td>\n <td>4</td>\n <td>3.75</td>\n <td>If no job go to graduate school</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>80</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2/9/2024 20:24:00</td>\n <td>Senior</td>\n <td>23+</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.81</td>\n <td>Not Sure Yet</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2/9/2024 20:26:16</td>\n <td>Graduate</td>\n <td>22</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.23</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>Yes</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>100s</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>255</th>\n <td>2/14/2024 19:46:28</td>\n <td>Junior</td>\n <td>21</td>\n <td>Friends</td>\n <td>House</td>\n <td>5</td>\n <td>4</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>No</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>50</td>\n </tr>\n <tr>\n <th>256</th>\n <td>2/15/2024 0:28:38</td>\n <td>NaN</td>\n <td>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>North District 4 bed 2 bath</td>\n <td>3.5</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>3</td>\n </tr>\n <tr>\n <th>257</th>\n <td>2/15/2024 8:33:45</td>\n <td>Senior</td>\n <td>21</td>\n <td>Family</td>\n <td>House</td>\n <td>9</td>\n <td>3.7</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>1 - 5</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>2</td>\n </tr>\n <tr>\n <th>258</th>\n <td>2/15/2024 16:10:40</td>\n <td>Sophomore</td>\n <td>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>259</th>\n <td>2/15/2024 16:14:11</td>\n <td>Sophomore</td>\n <td>18</td>\n <td>Friends</td>\n <td>Dorm</td>\n <td>3 (room), 8 (hall), ~70 (building)</td>\n <td>4</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>Yes</td>\n <td>12</td>\n </tr>\n </tbody>\n</table>\n<p>260 rows × 15 columns</p>\n</div>" }, "execution_count": 1, "metadata": {}, @@ -63,7 +63,7 @@ "df = pd.read_csv(\"data.csv\")\n", "\n", "# Select relevant columns\n", - "df = df.iloc[:, [0, 2, 3, 7, 8, 9, 34, 55, 58, 59, 60, 61, 62, 26]]\n", + "df = df.iloc[:, [0, 2, 3, 7, 8, 9, 34, 55, 58, 59, 60, 61, 62, 26, 66]]\n", "df" ] }, @@ -84,15 +84,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:39.422395Z", - "start_time": "2024-02-24T06:34:39.411276Z" + "end_time": "2024-02-24T07:00:54.991580Z", + "start_time": "2024-02-24T07:00:54.974862Z" } }, "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 is your age? Who do you live with? \\\n0 23+ Neither \n1 20 Both \n2 23+ Friends \n3 23+ Neither \n4 22 Neither \n.. ... ... \n255 21 Friends \n256 21 Family \n257 21 Family \n258 21 Family \n259 18 Friends \n\n Do you currently live in a house, apartment, 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? \\\n0 6 \n1 4 \n2 4 \n3 1 \n4 1 \n.. ... \n255 5 \n256 4 \n257 9 \n258 4 \n259 3 \n\n What was your GPA your very first quarter at UCR? \\\n0 2.73 \n1 3.70 \n2 3.75 \n3 3.81 \n4 3.23 \n.. ... \n255 4.00 \n256 3.50 \n257 3.70 \n258 3.00 \n259 4.00 \n\n What are your career plans right after graduation? Do you currently work? \\\n0 Get into the Job Industry Yes \n1 Get into the Job Industry No \n2 If no job go to graduate school No \n3 Not Sure Yet No \n4 Get into the Job Industry Yes \n.. ... ... \n255 Get into the Job Industry Yes \n256 Get into the Job Industry No \n257 Attend Grad School No \n258 Get into the Job Industry Yes \n259 Attend Grad School 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 family members who have careers related to your career aspirations? \\\n0 No family in related fields/careers \n1 No family in related fields/careers \n2 1 person in my immediate family (parent/legal ... \n3 No family in related fields/careers \n4 1 person in my immediate family (parent/legal ... \n.. ... \n255 1 person in my immediate family (parent/legal ... \n256 1 person in my immediate family (parent/legal ... \n257 No family in related fields/careers \n258 No family in related fields/careers \n259 1 person in my immediate family (parent/legal ... \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 14 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 is your age?</th>\n <th>Who do you live with?</th>\n <th>Do you currently live in a house, apartment, or dorm?</th>\n <th>How many people live in your household?</th>\n <th>What was your GPA your very first quarter at UCR?</th>\n <th>What are your career plans right after graduation?</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 family members who have careers related to your career aspirations?</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>23+</td>\n <td>Neither</td>\n <td>House</td>\n <td>6</td>\n <td>2.73</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>20</td>\n <td>Both</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.70</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</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>23+</td>\n <td>Friends</td>\n <td>House</td>\n <td>4</td>\n <td>3.75</td>\n <td>If no job go to graduate school</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</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>23+</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.81</td>\n <td>Not Sure Yet</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</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>22</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.23</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>Yes</td>\n <td>1 person in my immediate family (parent/legal ...</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 <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>21</td>\n <td>Friends</td>\n <td>House</td>\n <td>5</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>No</td>\n <td>1 person in my immediate family (parent/legal ...</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>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.50</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</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>21</td>\n <td>Family</td>\n <td>House</td>\n <td>9</td>\n <td>3.70</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>0</td>\n <td>Off-campus</td>\n <td>NaN</td>\n <td>No family in related fields/careers</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>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>18</td>\n <td>Friends</td>\n <td>Dorm</td>\n <td>3</td>\n <td>4.00</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>Yes</td>\n </tr>\n </tbody>\n</table>\n<p>260 rows × 14 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 is your age? Who do you live with? \\\n0 23+ Neither \n1 20 Both \n2 23+ Friends \n3 23+ Neither \n4 22 Neither \n.. ... ... \n255 21 Friends \n256 21 Family \n257 21 Family \n258 21 Family \n259 18 Friends \n\n Do you currently live in a house, apartment, 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? \\\n0 6 \n1 4 \n2 4 \n3 1 \n4 1 \n.. ... \n255 5 \n256 4 \n257 9 \n258 4 \n259 3 \n\n What was your GPA your very first quarter at UCR? \\\n0 2.73 \n1 3.70 \n2 3.75 \n3 3.81 \n4 3.23 \n.. ... \n255 4.00 \n256 3.50 \n257 3.70 \n258 3.00 \n259 4.00 \n\n What are your career plans right after graduation? Do you currently work? \\\n0 Get into the Job Industry Yes \n1 Get into the Job Industry No \n2 If no job go to graduate school No \n3 Not Sure Yet No \n4 Get into the Job Industry Yes \n.. ... ... \n255 Get into the Job Industry Yes \n256 Get into the Job Industry No \n257 Attend Grad School No \n258 Get into the Job Industry Yes \n259 Attend Grad School 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 family members who have careers related to your career aspirations? \\\n0 No family in related fields/careers \n1 No family in related fields/careers \n2 1 person in my immediate family (parent/legal ... \n3 No family in related fields/careers \n4 1 person in my immediate family (parent/legal ... \n.. ... \n255 1 person in my immediate family (parent/legal ... \n256 1 person in my immediate family (parent/legal ... \n257 No family in related fields/careers \n258 No family in related fields/careers \n259 1 person in my immediate family (parent/legal ... \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 How many internship/job applications have you sent out so far? \n0 5 \n1 30 \n2 80 \n3 0 \n4 100 \n.. ... \n255 50 \n256 3 \n257 2 \n258 0 \n259 12 \n\n[260 rows x 15 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 is your age?</th>\n <th>Who do you live with?</th>\n <th>Do you currently live in a house, apartment, or dorm?</th>\n <th>How many people live in your household?</th>\n <th>What was your GPA your very first quarter at UCR?</th>\n <th>What are your career plans right after graduation?</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 family members who have careers related to your career aspirations?</th>\n <th>Do you have roommates that are part of your major?</th>\n <th>How many internship/job applications have you sent out so far?</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>23+</td>\n <td>Neither</td>\n <td>House</td>\n <td>6</td>\n <td>2.73</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>5</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2/9/2024 20:16:34</td>\n <td>Junior</td>\n <td>20</td>\n <td>Both</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.70</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</td>\n <td>Yes</td>\n <td>30</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2/9/2024 20:18:55</td>\n <td>Junior</td>\n <td>23+</td>\n <td>Friends</td>\n <td>House</td>\n <td>4</td>\n <td>3.75</td>\n <td>If no job go to graduate school</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>80</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2/9/2024 20:24:00</td>\n <td>Senior</td>\n <td>23+</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.81</td>\n <td>Not Sure Yet</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2/9/2024 20:26:16</td>\n <td>Graduate</td>\n <td>22</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.23</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>Yes</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>100</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>255</th>\n <td>2/14/2024 19:46:28</td>\n <td>Junior</td>\n <td>21</td>\n <td>Friends</td>\n <td>House</td>\n <td>5</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>No</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>50</td>\n </tr>\n <tr>\n <th>256</th>\n <td>2/15/2024 0:28:38</td>\n <td>NaN</td>\n <td>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.50</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>3</td>\n </tr>\n <tr>\n <th>257</th>\n <td>2/15/2024 8:33:45</td>\n <td>Senior</td>\n <td>21</td>\n <td>Family</td>\n <td>House</td>\n <td>9</td>\n <td>3.70</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>0</td>\n <td>Off-campus</td>\n <td>NaN</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>2</td>\n </tr>\n <tr>\n <th>258</th>\n <td>2/15/2024 16:10:40</td>\n <td>Sophomore</td>\n <td>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>0</td>\n </tr>\n <tr>\n <th>259</th>\n <td>2/15/2024 16:14:11</td>\n <td>Sophomore</td>\n <td>18</td>\n <td>Friends</td>\n <td>Dorm</td>\n <td>3</td>\n <td>4.00</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>Yes</td>\n <td>12</td>\n </tr>\n </tbody>\n</table>\n<p>260 rows × 15 columns</p>\n</div>" }, "execution_count": 2, "metadata": {}, @@ -131,6 +131,41 @@ " .replace('3.0?', '3.0')\n", " .replace('about 3.0', '3.0')\n", " .astype(np.float64))\n", + "\n", + "\n", + "df.loc[df['How many internship/job applications have you sent out so far?'].str.contains(\n", + " \"A lot|idk|I don't know|More than enough|Not enough|Many|not sure|I dont know\") == True, 'How many internship/job applications have you sent out so far?'] = np.nan\n", + "df['How many internship/job applications have you sent out so far?'] = (\n", + " df['How many internship/job applications have you sent out so far?']\n", + " .fillna(0)\n", + " .replace('100s', '100')\n", + " .replace(\n", + " 'I haven’t sent any internships I think I need to take more courses that are CS related then apply to internships to have a better chance to be accepted ',\n", + " '0')\n", + " .replace('none :(', '0')\n", + " .replace('15+', '15')\n", + " .replace('none for now', '0')\n", + " .replace('20+', '20')\n", + " .replace('Above 50 for this summer but overall over the last 4 years over a thousand', '1000')\n", + " .replace('5-10', '7')\n", + " .replace('200+', '200')\n", + " .replace('50+', '50')\n", + " .replace('none', '0')\n", + " .replace('25+', '25')\n", + " .replace('~20', '20')\n", + " .replace('100+', '100')\n", + " .replace('50-80 this year', '65')\n", + " .replace('300+', '300')\n", + " .replace('30-40', '35')\n", + " .replace('~60', '60')\n", + " .replace('between 50-100', '75')\n", + " .replace('Less than 10 :( Too many things to do', '10')\n", + " .replace('150-200', '175')\n", + " .replace('>100', '100')\n", + " .replace('~50', '50')\n", + " .replace('Over 20', '20')\n", + " .replace('10-20', '15')\n", + " .astype(int))\n", "# Normalizes non-applicable answers\n", "df.loc[df['Do you currently work?'] == 'No', 'How many hours do you work per week on average?'] = 0\n", "df.loc[df['Do you currently work?'] == 'No', 'Do you work in a department related to your major?'] = np.nan\n", @@ -145,15 +180,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:39.430868Z", - "start_time": "2024-02-24T06:34:39.423750Z" + "end_time": "2024-02-24T07:00:55.003163Z", + "start_time": "2024-02-24T07:00:54.994655Z" } }, "outputs": [ { "data": { - "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 is your age? Who do you live with? \\\n0 23+ Neither \n4 22 Neither \n8 20 Friends \n9 22 Family \n13 21 Family \n.. ... ... \n246 23+ Family \n247 21 Friends \n252 20 Family \n255 21 Friends \n258 21 Family \n\n Do you currently live in a house, apartment, 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? \\\n0 6 \n4 1 \n8 6 \n9 5 \n13 4 \n.. ... \n246 2 \n247 3 \n252 5 \n255 5 \n258 4 \n\n What was your GPA your very first quarter at UCR? \\\n0 2.73 \n4 3.23 \n8 3.40 \n9 NaN \n13 3.50 \n.. ... \n246 4.00 \n247 3.60 \n252 3.50 \n255 4.00 \n258 3.00 \n\n What are your career plans right after graduation? Do you currently work? \\\n0 Get into the Job Industry Yes \n4 Get into the Job Industry Yes \n8 Get into the Job Industry Yes \n9 Not Sure Yet Yes \n13 Attend Grad School Yes \n.. ... ... \n246 Get into the Job Industry Yes \n247 Get into the Job Industry Yes \n252 Get into the Job Industry Yes \n255 Get into the Job Industry Yes \n258 Get into the Job Industry 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 family members who have careers related to your career aspirations? \\\n0 No family in related fields/careers \n4 1 person in my immediate family (parent/legal ... \n8 No family in related fields/careers \n9 No family in related fields/careers \n13 Extended family (Aunts, uncles, cousins) \n.. ... \n246 1 person in my immediate family (parent/legal ... \n247 No family in related fields/careers \n252 No family in related fields/careers \n255 1 person in my immediate family (parent/legal ... \n258 No family in related fields/careers \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 14 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 is your age?</th>\n <th>Who do you live with?</th>\n <th>Do you currently live in a house, apartment, or dorm?</th>\n <th>How many people live in your household?</th>\n <th>What was your GPA your very first quarter at UCR?</th>\n <th>What are your career plans right after graduation?</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 family members who have careers related to your career aspirations?</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>23+</td>\n <td>Neither</td>\n <td>House</td>\n <td>6</td>\n <td>2.73</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>22</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.23</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>Yes</td>\n <td>1 person in my immediate family (parent/legal ...</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>20</td>\n <td>Friends</td>\n <td>House</td>\n <td>6</td>\n <td>3.40</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>22</td>\n <td>Family</td>\n <td>House</td>\n <td>5</td>\n <td>NaN</td>\n <td>Not Sure Yet</td>\n <td>Yes</td>\n <td>1 - 5</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.50</td>\n <td>Attend Grad School</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>Extended family (Aunts, uncles, cousins)</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 <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>23+</td>\n <td>Family</td>\n <td>House</td>\n <td>2</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>Yes</td>\n <td>1 person in my immediate family (parent/legal ...</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>21</td>\n <td>Friends</td>\n <td>Apartment</td>\n <td>3</td>\n <td>3.60</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>20 - 40</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>20</td>\n <td>Family</td>\n <td>House</td>\n <td>5</td>\n <td>3.50</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>20 - 40</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</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>21</td>\n <td>Friends</td>\n <td>House</td>\n <td>5</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>No</td>\n <td>1 person in my immediate family (parent/legal ...</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>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n </tr>\n </tbody>\n</table>\n<p>77 rows × 14 columns</p>\n</div>" + "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 is your age? Who do you live with? \\\n0 23+ Neither \n4 22 Neither \n8 20 Friends \n9 22 Family \n13 21 Family \n.. ... ... \n246 23+ Family \n247 21 Friends \n252 20 Family \n255 21 Friends \n258 21 Family \n\n Do you currently live in a house, apartment, 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? \\\n0 6 \n4 1 \n8 6 \n9 5 \n13 4 \n.. ... \n246 2 \n247 3 \n252 5 \n255 5 \n258 4 \n\n What was your GPA your very first quarter at UCR? \\\n0 2.73 \n4 3.23 \n8 3.40 \n9 NaN \n13 3.50 \n.. ... \n246 4.00 \n247 3.60 \n252 3.50 \n255 4.00 \n258 3.00 \n\n What are your career plans right after graduation? Do you currently work? \\\n0 Get into the Job Industry Yes \n4 Get into the Job Industry Yes \n8 Get into the Job Industry Yes \n9 Not Sure Yet Yes \n13 Attend Grad School Yes \n.. ... ... \n246 Get into the Job Industry Yes \n247 Get into the Job Industry Yes \n252 Get into the Job Industry Yes \n255 Get into the Job Industry Yes \n258 Get into the Job Industry 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 family members who have careers related to your career aspirations? \\\n0 No family in related fields/careers \n4 1 person in my immediate family (parent/legal ... \n8 No family in related fields/careers \n9 No family in related fields/careers \n13 Extended family (Aunts, uncles, cousins) \n.. ... \n246 1 person in my immediate family (parent/legal ... \n247 No family in related fields/careers \n252 No family in related fields/careers \n255 1 person in my immediate family (parent/legal ... \n258 No family in related fields/careers \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 How many internship/job applications have you sent out so far? \n0 5 \n4 100 \n8 2 \n9 20 \n13 0 \n.. ... \n246 3 \n247 0 \n252 20 \n255 50 \n258 0 \n\n[77 rows x 15 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 is your age?</th>\n <th>Who do you live with?</th>\n <th>Do you currently live in a house, apartment, or dorm?</th>\n <th>How many people live in your household?</th>\n <th>What was your GPA your very first quarter at UCR?</th>\n <th>What are your career plans right after graduation?</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 family members who have careers related to your career aspirations?</th>\n <th>Do you have roommates that are part of your major?</th>\n <th>How many internship/job applications have you sent out so far?</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>23+</td>\n <td>Neither</td>\n <td>House</td>\n <td>6</td>\n <td>2.73</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>5</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2/9/2024 20:26:16</td>\n <td>Graduate</td>\n <td>22</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.23</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>Yes</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>100</td>\n </tr>\n <tr>\n <th>8</th>\n <td>2/9/2024 22:02:49</td>\n <td>Junior</td>\n <td>20</td>\n <td>Friends</td>\n <td>House</td>\n <td>6</td>\n <td>3.40</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>2</td>\n </tr>\n <tr>\n <th>9</th>\n <td>2/9/2024 22:08:43</td>\n <td>Senior</td>\n <td>22</td>\n <td>Family</td>\n <td>House</td>\n <td>5</td>\n <td>NaN</td>\n <td>Not Sure Yet</td>\n <td>Yes</td>\n <td>1 - 5</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>20</td>\n </tr>\n <tr>\n <th>13</th>\n <td>2/9/2024 22:15:13</td>\n <td>Junior</td>\n <td>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.50</td>\n <td>Attend Grad School</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>Extended family (Aunts, uncles, cousins)</td>\n <td>No</td>\n <td>0</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>246</th>\n <td>2/13/2024 19:37:02</td>\n <td>Graduate</td>\n <td>23+</td>\n <td>Family</td>\n <td>House</td>\n <td>2</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>Yes</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>3</td>\n </tr>\n <tr>\n <th>247</th>\n <td>2/13/2024 21:39:14</td>\n <td>Senior</td>\n <td>21</td>\n <td>Friends</td>\n <td>Apartment</td>\n <td>3</td>\n <td>3.60</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>20 - 40</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>Yes</td>\n <td>0</td>\n </tr>\n <tr>\n <th>252</th>\n <td>2/14/2024 9:48:12</td>\n <td>Junior</td>\n <td>20</td>\n <td>Family</td>\n <td>House</td>\n <td>5</td>\n <td>3.50</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>20 - 40</td>\n <td>Off-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>20</td>\n </tr>\n <tr>\n <th>255</th>\n <td>2/14/2024 19:46:28</td>\n <td>Junior</td>\n <td>21</td>\n <td>Friends</td>\n <td>House</td>\n <td>5</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>10 - 20</td>\n <td>On-campus</td>\n <td>No</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>50</td>\n </tr>\n <tr>\n <th>258</th>\n <td>2/15/2024 16:10:40</td>\n <td>Sophomore</td>\n <td>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.00</td>\n <td>Get into the Job Industry</td>\n <td>Yes</td>\n <td>5 - 10</td>\n <td>On-campus</td>\n <td>No</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n<p>77 rows × 15 columns</p>\n</div>" }, "execution_count": 3, "metadata": {}, @@ -175,15 +210,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:39.445408Z", - "start_time": "2024-02-24T06:34:39.434297Z" + "end_time": "2024-02-24T07:00:55.013927Z", + "start_time": "2024-02-24T07:00:55.004472Z" } }, "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 is your age? Who do you live with? \\\n1 20 Both \n2 23+ Friends \n3 23+ Neither \n5 21 Both \n6 19 Friends \n.. ... ... \n253 21 Family \n254 19 Family \n256 21 Family \n257 21 Family \n259 18 Friends \n\n Do you currently live in a house, apartment, 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? \\\n1 4 \n2 4 \n3 1 \n5 4 \n6 4 \n.. ... \n253 6 \n254 5 \n256 4 \n257 9 \n259 3 \n\n What was your GPA your very first quarter at UCR? \\\n1 3.70 \n2 3.75 \n3 3.81 \n5 4.00 \n6 4.00 \n.. ... \n253 4.00 \n254 3.80 \n256 3.50 \n257 3.70 \n259 4.00 \n\n What are your career plans right after graduation? Do you currently work? \\\n1 Get into the Job Industry No \n2 If no job go to graduate school No \n3 Not Sure Yet No \n5 Get into the Job Industry No \n6 Get into the Job Industry No \n.. ... ... \n253 Get into the Job Industry No \n254 Get into the Job Industry No \n256 Get into the Job Industry No \n257 Attend Grad School No \n259 Attend Grad School 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 family members who have careers related to your career aspirations? \\\n1 No family in related fields/careers \n2 1 person in my immediate family (parent/legal ... \n3 No family in related fields/careers \n5 2 or more in my immediate family (parents/lega... \n6 NaN \n.. ... \n253 Extended family (Aunts, uncles, cousins) \n254 No family in related fields/careers \n256 1 person in my immediate family (parent/legal ... \n257 No family in related fields/careers \n259 1 person in my immediate family (parent/legal ... \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[183 rows x 14 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 is your age?</th>\n <th>Who do you live with?</th>\n <th>Do you currently live in a house, apartment, or dorm?</th>\n <th>How many people live in your household?</th>\n <th>What was your GPA your very first quarter at UCR?</th>\n <th>What are your career plans right after graduation?</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 family members who have careers related to your career aspirations?</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>20</td>\n <td>Both</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.70</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</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>23+</td>\n <td>Friends</td>\n <td>House</td>\n <td>4</td>\n <td>3.75</td>\n <td>If no job go to graduate school</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</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>23+</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.81</td>\n <td>Not Sure Yet</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</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>21</td>\n <td>Both</td>\n <td>Apartment</td>\n <td>4</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>2 or more in my immediate family (parents/lega...</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>19</td>\n <td>Friends</td>\n <td>Apartment</td>\n <td>4</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</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 <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>21</td>\n <td>Family</td>\n <td>House</td>\n <td>6</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>Extended family (Aunts, uncles, cousins)</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>19</td>\n <td>Family</td>\n <td>House</td>\n <td>5</td>\n <td>3.80</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</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>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.50</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</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>21</td>\n <td>Family</td>\n <td>House</td>\n <td>9</td>\n <td>3.70</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>0</td>\n <td>Off-campus</td>\n <td>NaN</td>\n <td>No family in related fields/careers</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>18</td>\n <td>Friends</td>\n <td>Dorm</td>\n <td>3</td>\n <td>4.00</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>Yes</td>\n </tr>\n </tbody>\n</table>\n<p>183 rows × 14 columns</p>\n</div>" + "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 is your age? Who do you live with? \\\n1 20 Both \n2 23+ Friends \n3 23+ Neither \n5 21 Both \n6 19 Friends \n.. ... ... \n253 21 Family \n254 19 Family \n256 21 Family \n257 21 Family \n259 18 Friends \n\n Do you currently live in a house, apartment, 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? \\\n1 4 \n2 4 \n3 1 \n5 4 \n6 4 \n.. ... \n253 6 \n254 5 \n256 4 \n257 9 \n259 3 \n\n What was your GPA your very first quarter at UCR? \\\n1 3.70 \n2 3.75 \n3 3.81 \n5 4.00 \n6 4.00 \n.. ... \n253 4.00 \n254 3.80 \n256 3.50 \n257 3.70 \n259 4.00 \n\n What are your career plans right after graduation? Do you currently work? \\\n1 Get into the Job Industry No \n2 If no job go to graduate school No \n3 Not Sure Yet No \n5 Get into the Job Industry No \n6 Get into the Job Industry No \n.. ... ... \n253 Get into the Job Industry No \n254 Get into the Job Industry No \n256 Get into the Job Industry No \n257 Attend Grad School No \n259 Attend Grad School 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 family members who have careers related to your career aspirations? \\\n1 No family in related fields/careers \n2 1 person in my immediate family (parent/legal ... \n3 No family in related fields/careers \n5 2 or more in my immediate family (parents/lega... \n6 NaN \n.. ... \n253 Extended family (Aunts, uncles, cousins) \n254 No family in related fields/careers \n256 1 person in my immediate family (parent/legal ... \n257 No family in related fields/careers \n259 1 person in my immediate family (parent/legal ... \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 How many internship/job applications have you sent out so far? \n1 30 \n2 80 \n3 0 \n5 70 \n6 12 \n.. ... \n253 0 \n254 3 \n256 3 \n257 2 \n259 12 \n\n[183 rows x 15 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 is your age?</th>\n <th>Who do you live with?</th>\n <th>Do you currently live in a house, apartment, or dorm?</th>\n <th>How many people live in your household?</th>\n <th>What was your GPA your very first quarter at UCR?</th>\n <th>What are your career plans right after graduation?</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 family members who have careers related to your career aspirations?</th>\n <th>Do you have roommates that are part of your major?</th>\n <th>How many internship/job applications have you sent out so far?</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>20</td>\n <td>Both</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.70</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</td>\n <td>Yes</td>\n <td>30</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2/9/2024 20:18:55</td>\n <td>Junior</td>\n <td>23+</td>\n <td>Friends</td>\n <td>House</td>\n <td>4</td>\n <td>3.75</td>\n <td>If no job go to graduate school</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>80</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2/9/2024 20:24:00</td>\n <td>Senior</td>\n <td>23+</td>\n <td>Neither</td>\n <td>Apartment</td>\n <td>1</td>\n <td>3.81</td>\n <td>Not Sure Yet</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>0</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2/9/2024 20:45:09</td>\n <td>Junior</td>\n <td>21</td>\n <td>Both</td>\n <td>Apartment</td>\n <td>4</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>2 or more in my immediate family (parents/lega...</td>\n <td>No</td>\n <td>70</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2/9/2024 21:55:59</td>\n <td>Sophomore</td>\n <td>19</td>\n <td>Friends</td>\n <td>Apartment</td>\n <td>4</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No</td>\n <td>12</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>253</th>\n <td>2/14/2024 13:45:45</td>\n <td>Senior</td>\n <td>21</td>\n <td>Family</td>\n <td>House</td>\n <td>6</td>\n <td>4.00</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>Extended family (Aunts, uncles, cousins)</td>\n <td>No</td>\n <td>0</td>\n </tr>\n <tr>\n <th>254</th>\n <td>2/14/2024 16:26:06</td>\n <td>Junior</td>\n <td>19</td>\n <td>Family</td>\n <td>House</td>\n <td>5</td>\n <td>3.80</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>No family in related fields/careers</td>\n <td>Yes</td>\n <td>3</td>\n </tr>\n <tr>\n <th>256</th>\n <td>2/15/2024 0:28:38</td>\n <td>NaN</td>\n <td>21</td>\n <td>Family</td>\n <td>Apartment</td>\n <td>4</td>\n <td>3.50</td>\n <td>Get into the Job Industry</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>No</td>\n <td>3</td>\n </tr>\n <tr>\n <th>257</th>\n <td>2/15/2024 8:33:45</td>\n <td>Senior</td>\n <td>21</td>\n <td>Family</td>\n <td>House</td>\n <td>9</td>\n <td>3.70</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>0</td>\n <td>Off-campus</td>\n <td>NaN</td>\n <td>No family in related fields/careers</td>\n <td>No</td>\n <td>2</td>\n </tr>\n <tr>\n <th>259</th>\n <td>2/15/2024 16:14:11</td>\n <td>Sophomore</td>\n <td>18</td>\n <td>Friends</td>\n <td>Dorm</td>\n <td>3</td>\n <td>4.00</td>\n <td>Attend Grad School</td>\n <td>No</td>\n <td>0</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>1 person in my immediate family (parent/legal ...</td>\n <td>Yes</td>\n <td>12</td>\n </tr>\n </tbody>\n</table>\n<p>183 rows × 15 columns</p>\n</div>" }, "execution_count": 4, "metadata": {}, @@ -211,8 +246,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:39.625934Z", - "start_time": "2024-02-24T06:34:39.447091Z" + "end_time": "2024-02-24T07:00:55.212651Z", + "start_time": "2024-02-24T07:00:55.015240Z" } }, "outputs": [ @@ -282,8 +317,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:39.852958Z", - "start_time": "2024-02-24T06:34:39.628331Z" + "end_time": "2024-02-24T07:00:55.426118Z", + "start_time": "2024-02-24T07:00:55.214378Z" } }, "id": "c533e52f7d64a4df", @@ -325,8 +360,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:39.957772Z", - "start_time": "2024-02-24T06:34:39.855743Z" + "end_time": "2024-02-24T07:00:55.582387Z", + "start_time": "2024-02-24T07:00:55.429377Z" } }, "id": "450665f2272bb3a2", @@ -370,8 +405,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:40.102959Z", - "start_time": "2024-02-24T06:34:39.964444Z" + "end_time": "2024-02-24T07:00:55.914365Z", + "start_time": "2024-02-24T07:00:55.595859Z" } }, "id": "1a704a4702ea3f9c", @@ -416,8 +451,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:40.466605Z", - "start_time": "2024-02-24T06:34:40.108432Z" + "end_time": "2024-02-24T07:00:57.258272Z", + "start_time": "2024-02-24T07:00:55.921452Z" } }, "id": "ae23070caa8a3c88", @@ -472,8 +507,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:40.577484Z", - "start_time": "2024-02-24T06:34:40.487032Z" + "end_time": "2024-02-24T07:00:57.502313Z", + "start_time": "2024-02-24T07:00:57.263584Z" } }, "id": "464b4dec962ea0ae", @@ -521,8 +556,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:40.735256Z", - "start_time": "2024-02-24T06:34:40.578565Z" + "end_time": "2024-02-24T07:00:57.811998Z", + "start_time": "2024-02-24T07:00:57.510472Z" } }, "id": "101f55892c052d46", @@ -543,6 +578,42 @@ "id": "a77e6367ee785afb" }, { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "<Figure size 640x480 with 1 Axes>", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = sns.violinplot(x=df[\"How many internship/job applications have you sent out so far?\"])" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2024-02-24T07:00:58.074567Z", + "start_time": "2024-02-24T07:00:57.814673Z" + } + }, + "id": "350d4fef50f55e38", + "execution_count": 12 + }, + { + "cell_type": "markdown", + "source": [ + "From the violin plot, we can see that students send out many job applications Some students have sent out many (up to 1000) applications.\n", + "The distribution is skewed right with many outliers who have sent out significantly more applications than most students." + ], + "metadata": { + "collapsed": false + }, + "id": "a3f2976fd30ca299" + }, + { "cell_type": "markdown", "source": [ "## Hypotheses" @@ -575,7 +646,7 @@ "text/plain": "How many hours do you work per week on average? 0 1 - 5 10 - 20 20 - 40 \\\nWho do you live with? \nBoth 22 1 2 0 \nFamily 61 6 10 4 \nFriends 57 2 11 2 \nNeither 42 0 5 0 \nTotal 182 9 28 6 \n\nHow many hours do you work per week on average? 5 - 10 Total \nWho do you live with? \nBoth 2 27 \nFamily 13 94 \nFriends 12 84 \nNeither 7 54 \nTotal 34 259 ", "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>How many hours do you work per week on average?</th>\n <th>0</th>\n <th>1 - 5</th>\n <th>10 - 20</th>\n <th>20 - 40</th>\n <th>5 - 10</th>\n <th>Total</th>\n </tr>\n <tr>\n <th>Who do you live with?</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>Both</th>\n <td>22</td>\n <td>1</td>\n <td>2</td>\n <td>0</td>\n <td>2</td>\n <td>27</td>\n </tr>\n <tr>\n <th>Family</th>\n <td>61</td>\n <td>6</td>\n <td>10</td>\n <td>4</td>\n <td>13</td>\n <td>94</td>\n </tr>\n <tr>\n <th>Friends</th>\n <td>57</td>\n <td>2</td>\n <td>11</td>\n <td>2</td>\n <td>12</td>\n <td>84</td>\n </tr>\n <tr>\n <th>Neither</th>\n <td>42</td>\n <td>0</td>\n <td>5</td>\n <td>0</td>\n <td>7</td>\n <td>54</td>\n </tr>\n <tr>\n <th>Total</th>\n <td>182</td>\n <td>9</td>\n <td>28</td>\n <td>6</td>\n <td>34</td>\n <td>259</td>\n </tr>\n </tbody>\n</table>\n</div>" }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -587,12 +658,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:40.749833Z", - "start_time": "2024-02-24T06:34:40.736572Z" + "end_time": "2024-02-24T07:00:58.107622Z", + "start_time": "2024-02-24T07:00:58.086610Z" } }, "id": "24d1f01fdd4ca1d6", - "execution_count": 12 + "execution_count": 13 }, { "cell_type": "code", @@ -623,12 +694,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:40.753936Z", - "start_time": "2024-02-24T06:34:40.750695Z" + "end_time": "2024-02-24T07:00:58.112397Z", + "start_time": "2024-02-24T07:00:58.108287Z" } }, "id": "fd3e73d9f461afd1", - "execution_count": 13 + "execution_count": 14 }, { "cell_type": "markdown", @@ -681,22 +752,22 @@ " y_i = df.iloc[i, 6]\n", " if not pd.isna(x_i) and not pd.isna(y_i): # Check for NaN values\n", " numerator += (x_i - average_household_size) * (y_i - average_gpa)\n", - " denom_x += (x_i - average_household_size)**2\n", - " denom_y += (y_i - average_gpa)**2\n", + " denom_x += (x_i - average_household_size) ** 2\n", + " denom_y += (y_i - average_gpa) ** 2\n", "\n", "# Calculate Pearson correlation coefficient\n", - "pearson_coefficient = (numerator / ((denom_x * denom_y)**0.5))\n", + "pearson_coefficient = (numerator / ((denom_x * denom_y) ** 0.5))\n", "print(\"Pearson Correlation Coefficient:\", pearson_coefficient)" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:40.780079Z", - "start_time": "2024-02-24T06:34:40.755414Z" + "end_time": "2024-02-24T07:00:58.135808Z", + "start_time": "2024-02-24T07:00:58.113051Z" } }, "id": "b513f8e8241e86e5", - "execution_count": 14 + "execution_count": 15 }, { "cell_type": "markdown", @@ -718,12 +789,12 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-24T06:34:40.782502Z", - "start_time": "2024-02-24T06:34:40.780918Z" + "end_time": "2024-02-24T07:00:58.137929Z", + "start_time": "2024-02-24T07:00:58.136527Z" } }, "id": "55fb116c79c479a1", - "execution_count": 14 + "execution_count": 15 } ], "metadata": { |