From 99351bbaec7c2e301fe139aad144235c5011b333 Mon Sep 17 00:00:00 2001 From: Alex Zhang Date: Fri, 23 Feb 2024 22:57:39 -0800 Subject: Adds violin plot --- CS105MiniProject.ipynb | 165 +++++++++++++++++++++++++++++++++++-------------- 1 file changed, 118 insertions(+), 47 deletions(-) (limited to 'CS105MiniProject.ipynb') 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": "
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TimestampWhat is your current class standing?What is your age?Who do you live with?Do you currently live in a house, apartment, or dorm?How many people live in your household?What was your GPA your very first quarter at UCR?What are your career plans right after graduation?Do you currently work?How many hours do you work per week on average?Do you work on or off campus?Do you work in a department related to your major?Do you have family members who have careers related to your career aspirations?Do you have roommates that are part of your major?
02/9/2024 20:12:14Senior23+NeitherHouse62.73Get into the Job IndustryYes5 - 10Off-campusNoNo family in related fields/careersNo
12/9/2024 20:16:34Junior20BothApartment43.7Get into the Job IndustryNoNaNNaNNaNNo family in related fields/careersYes
22/9/2024 20:18:55Junior23+FriendsHouse43.75If no job go to graduate schoolNoNaNNaNNaN1 person in my immediate family (parent/legal ...No
32/9/2024 20:24:00Senior23+NeitherApartment13.81Not Sure YetNoNaNNaNNoNo family in related fields/careersNo
42/9/2024 20:26:16Graduate22NeitherApartment13.23Get into the Job IndustryYes10 - 20Off-campusYes1 person in my immediate family (parent/legal ...No
.............................................
2552/14/2024 19:46:28Junior21FriendsHouse54Get into the Job IndustryYes10 - 20On-campusNo1 person in my immediate family (parent/legal ...No
2562/15/2024 0:28:38NaN21FamilyApartmentNorth District 4 bed 2 bath3.5Get into the Job IndustryNoNaNNaNNaN1 person in my immediate family (parent/legal ...No
2572/15/2024 8:33:45Senior21FamilyHouse93.7Attend Grad SchoolNo1 - 5Off-campusNoNo family in related fields/careersNo
2582/15/2024 16:10:40Sophomore21FamilyApartment43Get into the Job IndustryYes5 - 10On-campusNoNo family in related fields/careersNo
2592/15/2024 16:14:11Sophomore18FriendsDorm3 (room), 8 (hall), ~70 (building)4Attend Grad SchoolNoNaNNaNNaN1 person in my immediate family (parent/legal ...Yes
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260 rows × 14 columns

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" + "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": "
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TimestampWhat is your current class standing?What is your age?Who do you live with?Do you currently live in a house, apartment, or dorm?How many people live in your household?What was your GPA your very first quarter at UCR?What are your career plans right after graduation?Do you currently work?How many hours do you work per week on average?Do you work on or off campus?Do you work in a department related to your major?Do you have family members who have careers related to your career aspirations?Do you have roommates that are part of your major?How many internship/job applications have you sent out so far?
02/9/2024 20:12:14Senior23+NeitherHouse62.73Get into the Job IndustryYes5 - 10Off-campusNoNo family in related fields/careersNo5
12/9/2024 20:16:34Junior20BothApartment43.7Get into the Job IndustryNoNaNNaNNaNNo family in related fields/careersYes30
22/9/2024 20:18:55Junior23+FriendsHouse43.75If no job go to graduate schoolNoNaNNaNNaN1 person in my immediate family (parent/legal ...No80
32/9/2024 20:24:00Senior23+NeitherApartment13.81Not Sure YetNoNaNNaNNoNo family in related fields/careersNo0
42/9/2024 20:26:16Graduate22NeitherApartment13.23Get into the Job IndustryYes10 - 20Off-campusYes1 person in my immediate family (parent/legal ...No100s
................................................
2552/14/2024 19:46:28Junior21FriendsHouse54Get into the Job IndustryYes10 - 20On-campusNo1 person in my immediate family (parent/legal ...No50
2562/15/2024 0:28:38NaN21FamilyApartmentNorth District 4 bed 2 bath3.5Get into the Job IndustryNoNaNNaNNaN1 person in my immediate family (parent/legal ...No3
2572/15/2024 8:33:45Senior21FamilyHouse93.7Attend Grad SchoolNo1 - 5Off-campusNoNo family in related fields/careersNo2
2582/15/2024 16:10:40Sophomore21FamilyApartment43Get into the Job IndustryYes5 - 10On-campusNoNo family in related fields/careersNoNaN
2592/15/2024 16:14:11Sophomore18FriendsDorm3 (room), 8 (hall), ~70 (building)4Attend Grad SchoolNoNaNNaNNaN1 person in my immediate family (parent/legal ...Yes12
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260 rows × 15 columns

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" }, "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": "
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TimestampWhat is your current class standing?What is your age?Who do you live with?Do you currently live in a house, apartment, or dorm?How many people live in your household?What was your GPA your very first quarter at UCR?What are your career plans right after graduation?Do you currently work?How many hours do you work per week on average?Do you work on or off campus?Do you work in a department related to your major?Do you have family members who have careers related to your career aspirations?Do you have roommates that are part of your major?
02/9/2024 20:12:14Senior23+NeitherHouse62.73Get into the Job IndustryYes5 - 10Off-campusNoNo family in related fields/careersNo
12/9/2024 20:16:34Junior20BothApartment43.70Get into the Job IndustryNo0NaNNaNNo family in related fields/careersYes
22/9/2024 20:18:55Junior23+FriendsHouse43.75If no job go to graduate schoolNo0NaNNaN1 person in my immediate family (parent/legal ...No
32/9/2024 20:24:00Senior23+NeitherApartment13.81Not Sure YetNo0NaNNaNNo family in related fields/careersNo
42/9/2024 20:26:16Graduate22NeitherApartment13.23Get into the Job IndustryYes10 - 20Off-campusYes1 person in my immediate family (parent/legal ...No
.............................................
2552/14/2024 19:46:28Junior21FriendsHouse54.00Get into the Job IndustryYes10 - 20On-campusNo1 person in my immediate family (parent/legal ...No
2562/15/2024 0:28:38NaN21FamilyApartment43.50Get into the Job IndustryNo0NaNNaN1 person in my immediate family (parent/legal ...No
2572/15/2024 8:33:45Senior21FamilyHouse93.70Attend Grad SchoolNo0Off-campusNaNNo family in related fields/careersNo
2582/15/2024 16:10:40Sophomore21FamilyApartment43.00Get into the Job IndustryYes5 - 10On-campusNoNo family in related fields/careersNo
2592/15/2024 16:14:11Sophomore18FriendsDorm34.00Attend Grad SchoolNo0NaNNaN1 person in my immediate family (parent/legal ...Yes
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260 rows × 14 columns

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" + "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": "
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TimestampWhat is your current class standing?What is your age?Who do you live with?Do you currently live in a house, apartment, or dorm?How many people live in your household?What was your GPA your very first quarter at UCR?What are your career plans right after graduation?Do you currently work?How many hours do you work per week on average?Do you work on or off campus?Do you work in a department related to your major?Do you have family members who have careers related to your career aspirations?Do you have roommates that are part of your major?How many internship/job applications have you sent out so far?
02/9/2024 20:12:14Senior23+NeitherHouse62.73Get into the Job IndustryYes5 - 10Off-campusNoNo family in related fields/careersNo5
12/9/2024 20:16:34Junior20BothApartment43.70Get into the Job IndustryNo0NaNNaNNo family in related fields/careersYes30
22/9/2024 20:18:55Junior23+FriendsHouse43.75If no job go to graduate schoolNo0NaNNaN1 person in my immediate family (parent/legal ...No80
32/9/2024 20:24:00Senior23+NeitherApartment13.81Not Sure YetNo0NaNNaNNo family in related fields/careersNo0
42/9/2024 20:26:16Graduate22NeitherApartment13.23Get into the Job IndustryYes10 - 20Off-campusYes1 person in my immediate family (parent/legal ...No100
................................................
2552/14/2024 19:46:28Junior21FriendsHouse54.00Get into the Job IndustryYes10 - 20On-campusNo1 person in my immediate family (parent/legal ...No50
2562/15/2024 0:28:38NaN21FamilyApartment43.50Get into the Job IndustryNo0NaNNaN1 person in my immediate family (parent/legal ...No3
2572/15/2024 8:33:45Senior21FamilyHouse93.70Attend Grad SchoolNo0Off-campusNaNNo family in related fields/careersNo2
2582/15/2024 16:10:40Sophomore21FamilyApartment43.00Get into the Job IndustryYes5 - 10On-campusNoNo family in related fields/careersNo0
2592/15/2024 16:14:11Sophomore18FriendsDorm34.00Attend Grad SchoolNo0NaNNaN1 person in my immediate family (parent/legal ...Yes12
\n

260 rows × 15 columns

\n
" }, "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": "
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TimestampWhat is your current class standing?What is your age?Who do you live with?Do you currently live in a house, apartment, or dorm?How many people live in your household?What was your GPA your very first quarter at UCR?What are your career plans right after graduation?Do you currently work?How many hours do you work per week on average?Do you work on or off campus?Do you work in a department related to your major?Do you have family members who have careers related to your career aspirations?Do you have roommates that are part of your major?
02/9/2024 20:12:14Senior23+NeitherHouse62.73Get into the Job IndustryYes5 - 10Off-campusNoNo family in related fields/careersNo
42/9/2024 20:26:16Graduate22NeitherApartment13.23Get into the Job IndustryYes10 - 20Off-campusYes1 person in my immediate family (parent/legal ...No
82/9/2024 22:02:49Junior20FriendsHouse63.40Get into the Job IndustryYes10 - 20On-campusNoNo family in related fields/careersNo
92/9/2024 22:08:43Senior22FamilyHouse5NaNNot Sure YetYes1 - 5On-campusNoNo family in related fields/careersNo
132/9/2024 22:15:13Junior21FamilyApartment43.50Attend Grad SchoolYes10 - 20Off-campusNoExtended family (Aunts, uncles, cousins)No
.............................................
2462/13/2024 19:37:02Graduate23+FamilyHouse24.00Get into the Job IndustryYes10 - 20On-campusYes1 person in my immediate family (parent/legal ...No
2472/13/2024 21:39:14Senior21FriendsApartment33.60Get into the Job IndustryYes20 - 40Off-campusNoNo family in related fields/careersYes
2522/14/2024 9:48:12Junior20FamilyHouse53.50Get into the Job IndustryYes20 - 40Off-campusNoNo family in related fields/careersNo
2552/14/2024 19:46:28Junior21FriendsHouse54.00Get into the Job IndustryYes10 - 20On-campusNo1 person in my immediate family (parent/legal ...No
2582/15/2024 16:10:40Sophomore21FamilyApartment43.00Get into the Job IndustryYes5 - 10On-campusNoNo family in related fields/careersNo
\n

77 rows × 14 columns

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" + "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": "
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TimestampWhat is your current class standing?What is your age?Who do you live with?Do you currently live in a house, apartment, or dorm?How many people live in your household?What was your GPA your very first quarter at UCR?What are your career plans right after graduation?Do you currently work?How many hours do you work per week on average?Do you work on or off campus?Do you work in a department related to your major?Do you have family members who have careers related to your career aspirations?Do you have roommates that are part of your major?How many internship/job applications have you sent out so far?
02/9/2024 20:12:14Senior23+NeitherHouse62.73Get into the Job IndustryYes5 - 10Off-campusNoNo family in related fields/careersNo5
42/9/2024 20:26:16Graduate22NeitherApartment13.23Get into the Job IndustryYes10 - 20Off-campusYes1 person in my immediate family (parent/legal ...No100
82/9/2024 22:02:49Junior20FriendsHouse63.40Get into the Job IndustryYes10 - 20On-campusNoNo family in related fields/careersNo2
92/9/2024 22:08:43Senior22FamilyHouse5NaNNot Sure YetYes1 - 5On-campusNoNo family in related fields/careersNo20
132/9/2024 22:15:13Junior21FamilyApartment43.50Attend Grad SchoolYes10 - 20Off-campusNoExtended family (Aunts, uncles, cousins)No0
................................................
2462/13/2024 19:37:02Graduate23+FamilyHouse24.00Get into the Job IndustryYes10 - 20On-campusYes1 person in my immediate family (parent/legal ...No3
2472/13/2024 21:39:14Senior21FriendsApartment33.60Get into the Job IndustryYes20 - 40Off-campusNoNo family in related fields/careersYes0
2522/14/2024 9:48:12Junior20FamilyHouse53.50Get into the Job IndustryYes20 - 40Off-campusNoNo family in related fields/careersNo20
2552/14/2024 19:46:28Junior21FriendsHouse54.00Get into the Job IndustryYes10 - 20On-campusNo1 person in my immediate family (parent/legal ...No50
2582/15/2024 16:10:40Sophomore21FamilyApartment43.00Get into the Job IndustryYes5 - 10On-campusNoNo family in related fields/careersNo0
\n

77 rows × 15 columns

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" }, "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": "
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TimestampWhat is your current class standing?What is your age?Who do you live with?Do you currently live in a house, apartment, or dorm?How many people live in your household?What was your GPA your very first quarter at UCR?What are your career plans right after graduation?Do you currently work?How many hours do you work per week on average?Do you work on or off campus?Do you work in a department related to your major?Do you have family members who have careers related to your career aspirations?Do you have roommates that are part of your major?
12/9/2024 20:16:34Junior20BothApartment43.70Get into the Job IndustryNo0NaNNaNNo family in related fields/careersYes
22/9/2024 20:18:55Junior23+FriendsHouse43.75If no job go to graduate schoolNo0NaNNaN1 person in my immediate family (parent/legal ...No
32/9/2024 20:24:00Senior23+NeitherApartment13.81Not Sure YetNo0NaNNaNNo family in related fields/careersNo
52/9/2024 20:45:09Junior21BothApartment44.00Get into the Job IndustryNo0NaNNaN2 or more in my immediate family (parents/lega...No
62/9/2024 21:55:59Sophomore19FriendsApartment44.00Get into the Job IndustryNo0NaNNaNNaNNo
.............................................
2532/14/2024 13:45:45Senior21FamilyHouse64.00Get into the Job IndustryNo0NaNNaNExtended family (Aunts, uncles, cousins)No
2542/14/2024 16:26:06Junior19FamilyHouse53.80Get into the Job IndustryNo0NaNNaNNo family in related fields/careersYes
2562/15/2024 0:28:38NaN21FamilyApartment43.50Get into the Job IndustryNo0NaNNaN1 person in my immediate family (parent/legal ...No
2572/15/2024 8:33:45Senior21FamilyHouse93.70Attend Grad SchoolNo0Off-campusNaNNo family in related fields/careersNo
2592/15/2024 16:14:11Sophomore18FriendsDorm34.00Attend Grad SchoolNo0NaNNaN1 person in my immediate family (parent/legal ...Yes
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183 rows × 14 columns

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" + "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": "
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TimestampWhat is your current class standing?What is your age?Who do you live with?Do you currently live in a house, apartment, or dorm?How many people live in your household?What was your GPA your very first quarter at UCR?What are your career plans right after graduation?Do you currently work?How many hours do you work per week on average?Do you work on or off campus?Do you work in a department related to your major?Do you have family members who have careers related to your career aspirations?Do you have roommates that are part of your major?How many internship/job applications have you sent out so far?
12/9/2024 20:16:34Junior20BothApartment43.70Get into the Job IndustryNo0NaNNaNNo family in related fields/careersYes30
22/9/2024 20:18:55Junior23+FriendsHouse43.75If no job go to graduate schoolNo0NaNNaN1 person in my immediate family (parent/legal ...No80
32/9/2024 20:24:00Senior23+NeitherApartment13.81Not Sure YetNo0NaNNaNNo family in related fields/careersNo0
52/9/2024 20:45:09Junior21BothApartment44.00Get into the Job IndustryNo0NaNNaN2 or more in my immediate family (parents/lega...No70
62/9/2024 21:55:59Sophomore19FriendsApartment44.00Get into the Job IndustryNo0NaNNaNNaNNo12
................................................
2532/14/2024 13:45:45Senior21FamilyHouse64.00Get into the Job IndustryNo0NaNNaNExtended family (Aunts, uncles, cousins)No0
2542/14/2024 16:26:06Junior19FamilyHouse53.80Get into the Job IndustryNo0NaNNaNNo family in related fields/careersYes3
2562/15/2024 0:28:38NaN21FamilyApartment43.50Get into the Job IndustryNo0NaNNaN1 person in my immediate family (parent/legal ...No3
2572/15/2024 8:33:45Senior21FamilyHouse93.70Attend Grad SchoolNo0Off-campusNaNNo family in related fields/careersNo2
2592/15/2024 16:14:11Sophomore18FriendsDorm34.00Attend Grad SchoolNo0NaNNaN1 person in my immediate family (parent/legal ...Yes12
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183 rows × 15 columns

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" }, "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", @@ -542,6 +577,42 @@ }, "id": "a77e6367ee785afb" }, + { + "cell_type": "code", + "outputs": [ + { + "data": { + "text/plain": "
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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": [ @@ -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": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
How many hours do you work per week on average?01 - 510 - 2020 - 405 - 10Total
Who do you live with?
Both22120227
Family6161041394
Friends5721121284
Neither42050754
Total182928634259
\n
" }, - "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": { -- cgit v1.2.3