STA 321 Day 2
Jack Ross
2023-01-25
R Markdown
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## Min. : 4.0 Min. : 2.00
## 1st Qu.:12.0 1st Qu.: 26.00
## Median :15.0 Median : 36.00
## Mean :15.4 Mean : 42.98
## 3rd Qu.:19.0 3rd Qu.: 56.00
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Mathematical Equations In RMarkDown
inline equation, \(x^2+\sqrt{x+1} = 0\).
The theoretical formula for linear regression is given by \[ y = \alpha_0 + \alpha_1 + x_1 + \cdots + \alpha_k x_k + \epsilon \]
Data Structure
\(y = \{y_1, y_2, \cdots, y_n\}\)
\(x_1 = \{x_{1,1}, x_{1,2} \}\)
\(x^{(0)}_{2,3}\)
Sum and Product
\[ L(\mu, \sigma)=\prod_{i=1}^n \frac{1}{\sqrt{2\pi}}e^{-\frac{(x_i-\mu)^2}{2\sigma^2}} \] The log-likelihood is given by
\[ l(\mu, \sigma) = \sum_{i=1}^n \log \left(\frac{1}{\sqrt{2\pi}}e^{-\frac{(x_i-\mu)^2}{2\sigma^2}} \right) \]
Read Data From GitHub
survey.data = read.csv("https://raw.githubusercontent.com/JackRoss10089/STA-321/main/Self-compasion-gratitude-SurveyDataCsv.csv")
survey.data## Q2_1 Q2_2 Q2_3 Q2_4 Q2_5 Q2_6 Q2_7 Q2_8 Q2_9 Q2_10 Q2_11 Q2_12 Q3_1 Q3_2
## 1 3 4 2 2 5 2 3 3 5 3 4 3 6 6
## 2 4 2 3 5 2 2 3 3 5 3 4 3 6 5
## 3 4 2 3 2 4 3 3 4 3 3 3 3 6 6
## 4 4 2 3 4 2 3 4 5 3 NA 5 3 7 7
## 5 3 3 4 1 4 3 3 2 4 NA 3 2 7 7
## 6 5 2 3 3 3 1 4 4 5 3 4 4 7 7
## 7 5 2 3 5 2 1 2 5 5 3 5 5 6 7
## 8 4 4 5 2 4 3 5 3 3 3 2 2 7 7
## 9 4 4 3 2 3 3 4 2 4 3 4 3 7 7
## 10 5 4 3 2 3 3 3 4 4 2 3 3 7 7
## 11 5 3 4 4 3 1 4 5 5 3 5 3 6 6
## 12 5 2 2 5 3 2 3 4 5 3 5 5 6 7
## 13 5 4 4 2 4 3 4 5 3 3 4 4 7 7
## 14 1 4 5 1 4 5 4 1 3 1 5 5 7 7
## 15 3 4 4 3 4 4 4 1 4 3 4 2 7 7
## 16 2 5 5 1 5 5 4 2 2 NA 2 1 7 7
## 17 4 3 2 4 3 1 4 4 3 2 3 3 7 6
## 18 5 3 3 5 5 2 5 5 5 NA 4 3 7 5
## 19 5 3 4 5 3 1 4 5 4 NA 4 4 6 4
## 20 3 3 3 2 3 2 4 2 3 3 3 2 7 6
## 21 3 4 5 2 3 3 5 3 3 NA 3 3 6 6
## 22 2 4 3 4 4 3 2 2 4 3 3 2 6 5
## 23 5 3 4 2 4 1 5 5 4 NA 5 4 7 7
## 24 3 5 5 3 3 4 4 1 3 3 2 2 6 7
## 25 3 3 2 4 3 2 3 2 4 3 3 2 6 5
## 26 4 3 4 3 3 3 3 2 5 3 4 3 7 7
## 27 3 3 2 2 4 4 4 4 3 3 3 3 6 5
## 28 4 3 5 4 5 4 5 3 3 5 3 3 7 7
## 29 5 3 4 4 3 3 2 5 4 2 5 5 7 7
## 30 3 4 3 3 4 2 3 4 2 3 4 3 5 5
## 31 4 4 4 4 4 5 5 3 5 5 2 2 7 7
## 32 4 1 3 4 2 1 5 5 5 1 4 5 5 3
## 33 5 2 3 4 3 3 3 4 5 3 5 4 6 6
## 34 3 3 2 4 NA 2 3 5 5 NA 3 3 6 6
## 35 3 4 5 1 3 4 4 4 2 3 4 4 7 7
## 36 2 4 5 1 4 4 5 1 1 3 2 1 7 7
## 37 5 5 5 5 4 3 3 4 5 3 4 5 7 6
## 38 3 4 4 2 3 3 4 2 3 4 2 3 6 6
## 39 2 4 5 3 5 4 5 2 1 4 1 2 7 7
## 40 3 3 3 2 3 2 3 3 4 3 3 3 7 7
## 41 2 3 5 4 3 3 5 4 3 NA 4 3 7 6
## 42 2 4 3 3 4 3 4 4 2 2 3 3 7 7
## 43 3 3 4 3 3 3 3 4 3 2 2 2 NA NA
## 44 3 4 4 2 4 4 4 3 3 4 2 2 7 7
## 45 4 4 3 3 4 5 4 3 2 4 2 3 7 7
## 46 5 4 3 5 1 2 4 5 5 2 5 4 6 3
## 47 5 2 3 5 2 1 1 5 5 2 5 5 3 4
## 48 4 2 4 2 4 4 4 5 5 3 4 4 7 7
## 49 4 2 4 2 3 3 3 4 3 3 3 3 7 6
## 50 2 4 5 2 4 4 5 4 3 4 2 2 7 7
## 51 1 4 5 2 3 4 4 3 3 3 3 2 7 7
## 52 5 3 5 1 3 3 4 4 4 5 3 3 6 3
## 53 4 3 4 2 4 3 3 4 4 2 3 2 6 5
## 54 4 2 5 2 3 4 3 5 5 4 5 3 7 7
## 55 4 2 4 3 2 1 3 5 4 3 5 3 7 7
## 56 2 4 4 1 1 4 5 1 1 2 3 3 7 7
## 57 3 4 4 4 4 3 4 3 4 4 3 4 3 5
## 58 3 4 4 2 4 4 4 1 2 5 3 2 7 6
## 59 4 3 3 4 3 4 4 3 5 2 4 5 7 7
## 60 4 3 3 5 2 1 3 4 5 3 4 3 7 6
## 61 3 4 4 3 4 4 4 2 3 4 3 2 6 6
## 62 4 4 5 3 3 3 4 3 5 4 3 3 6 6
## 63 4 4 3 5 3 3 3 5 5 3 4 3 6 6
## 64 5 4 4 4 3 4 5 4 3 4 3 2 7 7
## 65 3 3 3 4 3 3 3 3 4 3 3 3 7 6
## 66 5 2 2 3 2 2 4 4 4 3 4 2 7 7
## 67 5 4 3 2 3 2 4 3 4 4 3 3 7 7
## 68 3 4 4 4 4 3 4 4 3 3 3 2 7 6
## 69 4 2 2 4 3 2 2 5 4 2 4 4 7 7
## 70 4 4 2 5 2 3 4 4 3 4 5 3 6 4
## 71 4 4 4 2 3 3 4 4 2 4 3 3 7 7
## 72 5 3 3 5 1 3 4 5 4 3 4 2 7 6
## 73 5 4 2 5 4 2 2 4 5 2 4 4 7 6
## 74 4 3 5 3 3 2 5 4 3 3 4 3 7 7
## 75 5 3 5 4 3 1 2 5 5 1 4 2 7 7
## 76 2 4 2 2 3 4 3 4 2 4 4 3 7 7
## 77 4 4 3 2 4 4 4 5 3 5 2 2 7 7
## 78 3 3 2 4 4 2 3 4 4 3 4 3 6 7
## 79 3 4 4 1 4 3 4 4 2 3 4 4 7 7
## 80 3 2 2 4 2 2 2 4 3 3 4 2 6 6
## 81 2 3 5 1 4 4 4 2 3 5 3 3 7 7
## 82 2 4 4 1 4 3 3 1 1 5 2 5 7 7
## 83 5 3 4 3 3 3 3 3 4 4 3 3 7 6
## 84 4 3 4 3 3 4 4 5 5 3 3 2 6 6
## 85 5 3 3 4 2 2 3 5 5 2 4 4 7 7
## 86 3 4 4 4 4 3 4 4 2 4 4 4 6 4
## 87 4 5 4 2 3 5 3 2 5 4 3 3 7 7
## 88 4 3 2 5 4 3 4 5 5 3 5 5 7 7
## 89 4 3 4 1 5 4 5 4 3 3 3 2 7 7
## 90 4 3 3 3 5 4 5 3 3 4 3 3 7 7
## 91 2 4 5 2 5 4 4 3 5 4 1 2 6 6
## 92 2 4 4 1 3 4 4 2 2 5 2 2 7 7
## 93 3 3 2 4 2 1 5 5 5 1 4 4 6 6
## 94 3 5 4 5 4 5 5 3 3 4 3 3 7 7
## 95 5 4 4 2 3 5 4 4 5 3 2 2 7 6
## 96 3 2 3 2 3 2 3 3 3 3 3 2 7 7
## 97 3 4 4 3 4 4 4 3 3 4 2 3 6 5
## 98 2 4 4 2 4 4 3 2 3 4 3 2 7 7
## 99 4 4 4 1 4 3 4 3 5 3 4 3 7 6
## 100 4 3 4 2 3 4 2 2 4 3 4 3 7 7
## 101 4 2 3 1 2 1 5 4 5 3 5 1 7 7
## 102 5 5 4 4 4 5 4 3 4 4 4 3 7 7
## 103 4 3 4 4 5 4 5 4 4 3 3 2 7 6
## 104 3 2 5 2 4 3 4 3 4 2 4 3 7 7
## 105 1 4 4 1 5 4 4 1 1 4 1 1 6 6
## 106 5 2 3 4 2 2 3 5 5 2 5 4 6 6
## 107 5 5 5 2 5 3 5 3 2 5 2 2 7 7
## 108 3 2 3 3 3 2 2 4 4 2 5 5 7 6
## 109 5 4 3 5 4 2 3 4 4 3 4 5 6 7
## 110 3 5 5 2 4 4 5 4 3 3 3 1 7 7
## 111 4 4 4 5 5 3 4 4 5 2 5 4 7 7
## 112 3 5 5 2 5 5 4 3 2 4 2 1 7 7
## 113 5 2 3 4 3 3 4 3 4 4 5 4 7 7
## 114 3 2 2 1 3 3 3 1 4 2 4 2 7 7
## 115 4 4 4 3 3 2 5 3 5 4 4 3 7 6
## 116 4 3 3 4 3 2 3 3 3 3 4 3 7 7
## 117 3 4 5 5 4 2 2 4 5 4 4 2 7 6
## 118 3 4 5 3 3 3 4 2 2 2 2 1 7 6
## 119 3 4 4 2 5 5 4 4 3 5 3 2 6 4
## Q3_3 Q3_4 Q3_5 Q3_6 Q8_1
## 1 1 5 6 4 21
## 2 3 5 5 3 26
## 3 1 7 6 4 28
## 4 2 7 6 3 30
## 5 1 6 7 1 26
## 6 1 7 7 5 23
## 7 2 7 7 1 29
## 8 1 7 6 2 22
## 9 1 6 6 2 24
## 10 2 7 7 2 18
## 11 2 6 6 2 23
## 12 1 7 7 2 25
## 13 1 7 7 1 25
## 14 1 6 7 1 59
## 15 2 7 7 1 20
## 16 1 7 7 1 46
## 17 1 6 7 5 32
## 18 3 7 6 2 26
## 19 4 5 3 4 26
## 20 2 6 7 2 21
## 21 5 6 7 5 46
## 22 1 6 5 4 32
## 23 1 7 6 2 31
## 24 1 7 7 2 29
## 25 2 6 7 3 31
## 26 1 7 3 3 23
## 27 2 6 6 2 NA
## 28 1 7 7 1 24
## 29 1 6 5 1 32
## 30 1 5 4 1 26
## 31 2 7 7 2 20
## 32 5 2 2 5 45
## 33 4 6 6 2 33
## 34 2 5 7 2 24
## 35 1 7 7 1 44
## 36 1 7 7 2 32
## 37 7 7 7 6 40
## 38 2 6 7 2 32
## 39 2 7 7 1 24
## 40 1 7 7 5 22
## 41 2 6 3 6 NA
## 42 1 3 7 1 NA
## 43 NA NA NA NA NA
## 44 2 6 7 1 NA
## 45 1 4 7 2 NA
## 46 3 5 7 5 21
## 47 6 4 2 6 27
## 48 2 7 7 2 31
## 49 2 4 6 3 21
## 50 1 7 7 4 33
## 51 1 7 7 1 36
## 52 2 7 7 3 3
## 53 3 6 7 2 22
## 54 2 3 7 2 26
## 55 1 6 7 1 39
## 56 1 7 7 2 21
## 57 3 6 6 5 43
## 58 2 7 7 2 47
## 59 2 7 7 2 23
## 60 2 7 7 4 21
## 61 2 6 7 3 26
## 62 5 6 6 3 28
## 63 2 7 7 3 27
## 64 2 7 7 2 20
## 65 1 7 7 2 44
## 66 1 7 7 2 29
## 67 1 7 6 2 23
## 68 2 6 7 2 28
## 69 1 7 7 5 27
## 70 1 5 6 2 29
## 71 1 7 7 2 35
## 72 1 6 6 3 26
## 73 7 3 7 3 25
## 74 1 7 7 1 25
## 75 1 7 7 1 53
## 76 1 7 7 3 NA
## 77 2 7 6 3 NA
## 78 2 6 6 4 NA
## 79 1 7 7 2 NA
## 80 2 6 7 1 NA
## 81 1 7 5 2 31
## 82 1 7 7 1 24
## 83 1 7 6 2 30
## 84 2 5 5 4 20
## 85 1 6 6 5 27
## 86 4 4 6 4 42
## 87 1 7 7 1 22
## 88 1 7 6 5 31
## 89 1 7 7 5 26
## 90 1 7 7 1 30
## 91 2 5 7 2 NA
## 92 1 7 7 1 NA
## 93 2 6 7 2 24
## 94 1 7 7 2 22
## 95 1 7 7 2 23
## 96 1 7 7 1 33
## 97 4 6 6 5 32
## 98 1 7 7 1 50
## 99 2 7 7 2 19
## 100 2 7 7 4 24
## 101 1 7 6 2 48
## 102 1 7 7 1 23
## 103 2 6 6 3 21
## 104 2 7 7 2 30
## 105 2 6 7 2 50
## 106 3 6 7 4 29
## 107 1 6 7 2 55
## 108 2 3 7 2 25
## 109 2 6 5 5 21
## 110 1 7 7 1 21
## 111 1 7 7 2 28
## 112 1 7 7 1 NA
## 113 1 7 6 2 NA
## 114 1 6 7 1 23
## 115 1 6 7 4 32
## 116 7 7 7 4 19
## 117 2 6 7 2 18
## 118 2 7 7 1 19
## 119 3 7 7 2 NA
## Q8_2
## 1 3
## 2 21 years
## 3 20
## 4 I don't understand this question! But in May, I will have completed 8 years of higher education on top of my 13 years of elementary and high school.
## 5 6
## 6 17
## 7 Master's Degree
## 8 17
## 9 Four year college degree
## 10 13
## 11 18
## 12 19
## 13 19
## 14 20
## 15 15-16
## 16 18
## 17 16
## 18 22
## 19 17
## 20 16
## 21 18
## 22 17
## 23 20
## 24 18
## 25 16
## 26 20
## 27 18
## 28 17
## 29 17
## 30 18
## 31 14
## 32 18
## 33 17
## 34 17 years
## 35 ? K-12 primary/secondary + 4 undergrad
## 36 16
## 37 20
## 38 18
## 39
## 40 18
## 41
## 42
## 43
## 44
## 45
## 46 (High school & college) = 8
## 47 22
## 48 18
## 49 16
## 50 18.5
## 51 4
## 52 BSW 4 years
## 53 16
## 54 18
## 55 Bachelors Degree
## 56 16
## 57 17
## 58 16
## 59 17
## 60 15
## 61 7
## 62 17
## 63 19
## 64 14.5
## 65 18
## 66 18
## 67 17
## 68 17
## 69 19
## 70 19
## 71 17
## 72 7 years of college, 12 of grade school
## 73 16
## 74 15
## 75 ?
## 76
## 77
## 78
## 79
## 80
## 81 19
## 82 18
## 83 17
## 84 3
## 85 3rd year Graduate
## 86 19
## 87 4
## 88 20 (undergraduate school and graduate school included)
## 89 17
## 90 17
## 91
## 92
## 93 5
## 94 16
## 95 1 year
## 96 8
## 97 14
## 98 14
## 99 13
## 100 Sophomore in College
## 101 15
## 102 18
## 103 16
## 104 18
## 105 19
## 106 Senior BSW
## 107 25
## 108 19
## 109 16
## 110 17
## 111 18
## 112
## 113
## 114 5
## 115 15
## 116 1
## 117 14
## 118 13
## 119
## Q8_3 Q8_4
## 1 ? ?
## 2 4 70,000
## 3 4.5 4000
## 4 7.5 6500
## 5 4 1,900
## 6 7 2000
## 7 0 <$1,000
## 8 0 Not sure
## 9 0 $14,000
## 10
## 11 5 6,000
## 12 1 2300
## 13 7 34,000 me, 34,000 partner
## 14 3.5 5,000
## 15 4-5years Unsure
## 16 24 $2,400
## 17 10.5 600
## 18 7 12,000
## 19 3 $2,500
## 20 2.5
## 21 23 8400
## 22 4.5
## 23 10 $4,000
## 24 6 50,000
## 25 10 3600
## 26 9 50000
## 27 25 6000
## 28 2 4000
## 29 4 10,200.00
## 30 5.5 4,200
## 31 0 Unsure
## 32 20 120000
## 33 12 1900
## 34 2 26,000
## 35 26 approx $80,000
## 36 16 3500
## 37 6 65.000.00
## 38 11 8750
## 39
## 40 1 100,000
## 41
## 42
## 43
## 44
## 45
## 46 7 3,000
## 47 8.5 2,500
## 48 12 2,400
## 49 2 50,000
## 50 unsure how to answer that... 2,000 (because of pandemic)
## 51 16 40000
## 52 5 44,000
## 53 2 1,000
## 54 6 4,500.00
## 55 20 years 5000
## 56 1 dont know
## 57 20 48000
## 58 20 3000
## 59 7.5 8,000
## 60 2.5 12000
## 61 9 1200
## 62 7.5 4,000
## 63 1 700
## 64
## 65 21 80,000
## 66 1.5 65,000
## 67 7.5 2000
## 68 7.5 2,500
## 69 5 3200
## 70 8 2200
## 71 7 2600
## 72 1 n/a
## 73 5 unsure
## 74 9.5 1800
## 75 30 22,000
## 76
## 77
## 78
## 79
## 80
## 81 4.5 8,000
## 82 3.5 $2,800
## 83 5 $50,000
## 84 3.5 Unknown
## 85 6 4800
## 86 23 $3000-4000
## 87 5 4,000
## 88 7 70,000
## 89 3.5 55,000
## 90 10 50,000
## 91
## 92
## 93 2.5 40,000
## 94 1.5 years
## 95 5 3000
## 96 7 3,000.00
## 97 8 2000
## 98 34 22k
## 99 0 unsure
## 100 10,000
## 101 20+ $3,500
## 102 3
## 103 6 150
## 104 10 30,000
## 105 20 15000
## 106 12 During school year, roughly $600
## 107 35 12K
## 108 3 26k
## 109 1 2500
## 110 2.5
## 111 1.5 3,000
## 112
## 113
## 114 7 5,000
## 115 5000
## 116 1 90000
## 117 2.5 $3,000
## 118
## 119
## Q8_5 Q8_6 Q9 Q11 Q13
## 1 0 5 2 1 1
## 2 0 2 2 1 2
## 3 0 2 2 1 2
## 4 0 2 2 1 1
## 5 0 2 2 1 6
## 6 1 5 2 1 2
## 7 0 0 2 1 6
## 8 0 5 2 1 1
## 9 0 5 (live with parents, brother, and SO) 2 1 1
## 10 3 2 1 1
## 11 0 2 2 1 6
## 12 0 2 2 1 6
## 13 0 2 2 1 6
## 14 3 3 2 1 2
## 15 2 brothers and 4 sisters 9 2 1 1
## 16 2 4 2 1 4
## 17 0 1 2 1 1
## 18 0 3 2 1 1
## 19 0 2 1 1 2
## 20 0 5 2 1 1
## 21 3 4 2 1 2
## 22 0 3 2 1 1
## 23 0 2 2 1 6
## 24 0 1 2 1 1
## 25 0 2 2 2 6
## 26 0 2 2 1 2
## 27 2 4 2 1 2
## 28 0 3 2 1 1
## 29 0 1 2 1 6
## 30 1 3 2 1 2
## 31 3 6 2 1 1
## 32 2 4 2 5 2
## 33 0 2 2 1 1
## 34 0 2 2 1 1
## 35 7 3 2 1 2
## 36 1 3 2 2 2
## 37 5 7 1 2 2
## 38 1 3 2 1 2
## 39 0 1 2 1 6
## 40 3 6 2 1 1
## 41 NA NA NA
## 42 NA NA NA
## 43 NA NA NA
## 44 NA NA NA
## 45 NA NA NA
## 46 2 6 2 1 6
## 47 0 3 7 1 6
## 48 0 2 2 1 2
## 49 1 5 2 1 1
## 50 0 2 2 1 6
## 51 2 dogs 2 1 1 2
## 52 0 4 2 1 1
## 53 0 0 2 1 1
## 54 0 3 2 1 1
## 55 2 4 2 1 2
## 56 5 2 1 1
## 57 5 7 1 1 2
## 58 N/A 3 2 1 6
## 59 0 4 2 2 1
## 60 0 1 2 1 1
## 61 0 2 2 1 1
## 62 0 1 2 1 1
## 63 0 1 2 1 1
## 64 4 2 1 1
## 65 1 3 2 1 2
## 66 0 2 2 1 2
## 67 0 1 2 1 1
## 68 0 1 2 1 1
## 69 0 2 2 1 1
## 70 0 2 2 1 6
## 71 2 4 2 1 2
## 72 0 2 2 1 1
## 73 0 4 3 1 6
## 74 0 1 2 1 1
## 75 1 3 2 1 1
## 76 NA NA NA
## 77 NA NA NA
## 78 NA NA NA
## 79 NA NA NA
## 80 NA NA NA
## 81 0 2 2 1 2
## 82 1 3 2 1 2
## 83 0 2 2 5 2
## 84 0 5 2 1 1
## 85 0 2 2 1 6
## 86 1 3 2 1 2
## 87 0 1 2 1 1
## 88 0 2 2 1 3
## 89 0 3 2 1 1
## 90 0 1 2 1 1
## 91 NA NA NA
## 92 NA NA NA
## 93 0 1 2 1 1
## 94 0 2 2 1 1
## 95 0 1 2 1 1
## 96 2 3 2 1 3
## 97 2 2 2 1 4
## 98 2 2 2 1 6
## 99 0 2 2 1 1
## 100 3 (me plus roommates) 2 1 1
## 101 2 4 2 2 2
## 102 0 3 2 5 1
## 103 0 4 2 1 1
## 104 0 1 5 1 1
## 105 2 4 2 1 2
## 106 0 1 1 1 1
## 107 4 3 1 1 2
## 108 0 1 2 1 1
## 109 0 1 2 1 1
## 110 0 5 2 1 1
## 111 0 4 2 1 1
## 112 NA NA NA
## 113 NA NA NA
## 114 0 2 2 1 6
## 115 1 3 1 1 2
## 116 2 4 2 1 1
## 117 0 3 2 1 1
## 118 0 4 2 5 6
## 119 NA NA NA
## Q14 Q15 Q16 Q17 Q18 Q19 Q20
## 1 1 9 4 4 1 3 2
## 2 2 8 4 6 2 3 3
## 3 2 9 4 6 2 3 5
## 4 2 9 6 6 2 3 3
## 5 2 9 4 7 2 1 3
## 6 1 9 3 4 1 3 4
## 7 1 9 6 NA 2 1 2
## 8 2 9 4 4 2 3 2
## 9 2 8 4 7 2 3 3
## 10 1 3 4 6 1 3 3
## 11 2 9 4 6 2 2 3
## 12 2 10 4 5 2 1 6
## 13 2 11 4 6 2 1 5
## 14 2 9 4 4 2 3 6
## 15 2 2 4 1 1 2 4
## 16 2 6 4 7 2 3 7
## 17 2 11 4 4 2 3 7
## 18 2 9 3 4 2 3 6
## 19 2 8 4 6 2 2 4
## 20 2 9 4 3 1 2 4
## 21 2 9 4 4 2 2 4
## 22 2 9 4 6 2 3 2
## 23 2 8 4 7 2 2 5
## 24 2 11 4 5 2 1 3
## 25 2 9 3 4 2 3 4
## 26 2 1 4 7 2 3 6
## 27 2 9 4 4 2 3 4
## 28 2 1 4 7 2 1 7
## 29 2 9 4 4 2 2 6
## 30 2 9 2 6 2 2 1
## 31 2 9 3 6 1 2 4
## 32 2 9 4 7 2 3 1
## 33 2 8 4 7 2 1 1
## 34 2 9 10 6 1 3 3
## 35 2 11 4 4 1 2 4
## 36 1 11 4 7 1 3 4
## 37 2 2 4 3 2 1 4
## 38 2 9 4 7 2 1 3
## 39 2 9 4 7 2 1 3
## 40 1 2 4 7 1 1 6
## 41 NA NA NA NA NA NA NA
## 42 NA NA NA NA NA NA NA
## 43 NA NA NA NA NA NA NA
## 44 NA NA NA NA NA NA NA
## 45 NA NA NA NA NA NA NA
## 46 2 10 4 6 1 1 3
## 47 1 11 5 7 1 3 6
## 48 2 7 4 7 2 1 1
## 49 2 9 4 6 1 3 4
## 50 2 3 4 7 2 1 4
## 51 1 11 4 4 1 3 5
## 52 2 8 6 7 2 1 1
## 53 2 11 4 6 2 3 4
## 54 2 7 4 6 2 1 5
## 55 2 11 4 2 2 3 4
## 56 2 2 3 6 1 2 4
## 57 2 8 4 4 2 2 2
## 58 1 9 2 7 1 3 4
## 59 2 11 4 NA 2 3 4
## 60 2 11 4 1 1 3 4
## 61 2 9 4 6 1 1 5
## 62 1 9 4 7 2 1 2
## 63 2 9 4 6 2 1 4
## 64 2 9 4 4 1 3 3
## 65 2 2 4 4 NA 2 7
## 66 2 9 4 7 2 1 4
## 67 2 9 4 6 2 1 3
## 68 1 9 4 4 2 1 3
## 69 2 7 3 6 2 2 2
## 70 1 8 3 6 2 3 2
## 71 2 11 4 4 2 2 6
## 72 2 9 4 4 1 2 4
## 73 1 3 6 7 2 1 5
## 74 2 8 4 7 1 1 7
## 75 2 1 4 7 2 2 7
## 76 NA NA NA NA NA NA NA
## 77 NA NA NA NA NA NA NA
## 78 NA NA NA NA NA NA NA
## 79 NA NA NA NA NA NA NA
## 80 NA NA NA NA NA NA NA
## 81 2 9 7 4 2 3 6
## 82 2 11 4 4 2 3 7
## 83 2 9 4 4 2 1 3
## 84 1 9 3 7 1 3 4
## 85 2 7 4 6 2 3 2
## 86 1 10 4 4 2 1 4
## 87 2 9 4 4 1 2 4
## 88 2 9 4 NA 2 3 1
## 89 2 10 4 6 2 2 4
## 90 2 9 4 4 1 3 6
## 91 NA NA NA NA NA NA NA
## 92 NA NA NA NA NA NA NA
## 93 2 2 4 4 1 3 2
## 94 2 2 4 3 2 3 5
## 95 2 7 3 4 1 2 2
## 96 2 11 4 3 1 2 7
## 97 1 7 5 7 1 1 1
## 98 2 11 4 4 1 2 7
## 99 2 9 4 6 1 2 5
## 100 2 8 7 6 1 1 5
## 101 1 NA 3 6 1 3 7
## 102 2 9 4 6 2 1 6
## 103 1 9 3 7 1 1 3
## 104 2 9 6 7 2 2 5
## 105 2 10 4 6 2 3 4
## 106 2 9 1 7 1 3 3
## 107 2 1 4 1 1 2 5
## 108 2 9 4 7 2 1 3
## 109 1 11 4 7 1 2 4
## 110 2 NA 4 4 1 3 6
## 111 1 9 3 4 2 3 7
## 112 NA NA NA NA NA NA NA
## 113 NA NA NA NA NA NA NA
## 114 1 2 4 6 2 1 3
## 115 1 NA 3 7 1 1 5
## 116 2 2 4 4 1 3 3
## 117 1 9 4 2 1 2 1
## 118 2 11 4 4 1 3 5
## 119 NA NA NA NA NA NA NAExport R Data
write.csv(survey.data, "")## "","Q2_1","Q2_2","Q2_3","Q2_4","Q2_5","Q2_6","Q2_7","Q2_8","Q2_9","Q2_10","Q2_11","Q2_12","Q3_1","Q3_2","Q3_3","Q3_4","Q3_5","Q3_6","Q8_1","Q8_2","Q8_3","Q8_4","Q8_5","Q8_6","Q9","Q11","Q13","Q14","Q15","Q16","Q17","Q18","Q19","Q20"
## "1",3,4,2,2,5,2,3,3,5,3,4,3,6,6,1,5,6,4,21,"3","?","?","0","5",2,1,1,1,9,4,4,1,3,2
## "2",4,2,3,5,2,2,3,3,5,3,4,3,6,5,3,5,5,3,26,"21 years","4","70,000","0","2",2,1,2,2,8,4,6,2,3,3
## "3",4,2,3,2,4,3,3,4,3,3,3,3,6,6,1,7,6,4,28,"20","4.5","4000","0","2",2,1,2,2,9,4,6,2,3,5
## "4",4,2,3,4,2,3,4,5,3,NA,5,3,7,7,2,7,6,3,30,"I don't understand this question! But in May, I will have completed 8 years of higher education on top of my 13 years of elementary and high school.","7.5","6500","0","2",2,1,1,2,9,6,6,2,3,3
## "5",3,3,4,1,4,3,3,2,4,NA,3,2,7,7,1,6,7,1,26,"6","4","1,900","0","2",2,1,6,2,9,4,7,2,1,3
## "6",5,2,3,3,3,1,4,4,5,3,4,4,7,7,1,7,7,5,23,"17","7","2000","1","5",2,1,2,1,9,3,4,1,3,4
## "7",5,2,3,5,2,1,2,5,5,3,5,5,6,7,2,7,7,1,29,"Master's Degree","0","<$1,000","0","0",2,1,6,1,9,6,NA,2,1,2
## "8",4,4,5,2,4,3,5,3,3,3,2,2,7,7,1,7,6,2,22,"17","0","Not sure ","0","5",2,1,1,2,9,4,4,2,3,2
## "9",4,4,3,2,3,3,4,2,4,3,4,3,7,7,1,6,6,2,24,"Four year college degree","0","$14,000 ","0","5 (live with parents, brother, and SO)",2,1,1,2,8,4,7,2,3,3
## "10",5,4,3,2,3,3,3,4,4,2,3,3,7,7,2,7,7,2,18,"13","","","","3",2,1,1,1,3,4,6,1,3,3
## "11",5,3,4,4,3,1,4,5,5,3,5,3,6,6,2,6,6,2,23,"18","5","6,000","0","2",2,1,6,2,9,4,6,2,2,3
## "12",5,2,2,5,3,2,3,4,5,3,5,5,6,7,1,7,7,2,25,"19","1","2300","0","2",2,1,6,2,10,4,5,2,1,6
## "13",5,4,4,2,4,3,4,5,3,3,4,4,7,7,1,7,7,1,25,"19","7","34,000 me, 34,000 partner","0","2",2,1,6,2,11,4,6,2,1,5
## "14",1,4,5,1,4,5,4,1,3,1,5,5,7,7,1,6,7,1,59,"20","3.5","5,000","3","3",2,1,2,2,9,4,4,2,3,6
## "15",3,4,4,3,4,4,4,1,4,3,4,2,7,7,2,7,7,1,20,"15-16","4-5years ","Unsure ","2 brothers and 4 sisters ","9",2,1,1,2,2,4,1,1,2,4
## "16",2,5,5,1,5,5,4,2,2,NA,2,1,7,7,1,7,7,1,46,"18","24","$2,400 ","2","4",2,1,4,2,6,4,7,2,3,7
## "17",4,3,2,4,3,1,4,4,3,2,3,3,7,6,1,6,7,5,32,"16","10.5","600","0","1",2,1,1,2,11,4,4,2,3,7
## "18",5,3,3,5,5,2,5,5,5,NA,4,3,7,5,3,7,6,2,26,"22","7","12,000","0","3",2,1,1,2,9,3,4,2,3,6
## "19",5,3,4,5,3,1,4,5,4,NA,4,4,6,4,4,5,3,4,26,"17","3","$2,500 ","0","2",1,1,2,2,8,4,6,2,2,4
## "20",3,3,3,2,3,2,4,2,3,3,3,2,7,6,2,6,7,2,21,"16","2.5","","0","5",2,1,1,2,9,4,3,1,2,4
## "21",3,4,5,2,3,3,5,3,3,NA,3,3,6,6,5,6,7,5,46,"18","23","8400","3","4",2,1,2,2,9,4,4,2,2,4
## "22",2,4,3,4,4,3,2,2,4,3,3,2,6,5,1,6,5,4,32,"17","4.5","","0","3",2,1,1,2,9,4,6,2,3,2
## "23",5,3,4,2,4,1,5,5,4,NA,5,4,7,7,1,7,6,2,31,"20","10","$4,000 ","0","2",2,1,6,2,8,4,7,2,2,5
## "24",3,5,5,3,3,4,4,1,3,3,2,2,6,7,1,7,7,2,29,"18","6","50,000","0","1",2,1,1,2,11,4,5,2,1,3
## "25",3,3,2,4,3,2,3,2,4,3,3,2,6,5,2,6,7,3,31,"16","10","3600","0","2",2,2,6,2,9,3,4,2,3,4
## "26",4,3,4,3,3,3,3,2,5,3,4,3,7,7,1,7,3,3,23,"20","9","50000","0","2",2,1,2,2,1,4,7,2,3,6
## "27",3,3,2,2,4,4,4,4,3,3,3,3,6,5,2,6,6,2,NA,"18","25","6000","2","4",2,1,2,2,9,4,4,2,3,4
## "28",4,3,5,4,5,4,5,3,3,5,3,3,7,7,1,7,7,1,24,"17","2","4000","0","3",2,1,1,2,1,4,7,2,1,7
## "29",5,3,4,4,3,3,2,5,4,2,5,5,7,7,1,6,5,1,32,"17","4","10,200.00","0","1",2,1,6,2,9,4,4,2,2,6
## "30",3,4,3,3,4,2,3,4,2,3,4,3,5,5,1,5,4,1,26,"18","5.5","4,200","1","3",2,1,2,2,9,2,6,2,2,1
## "31",4,4,4,4,4,5,5,3,5,5,2,2,7,7,2,7,7,2,20,"14","0","Unsure","3","6",2,1,1,2,9,3,6,1,2,4
## "32",4,1,3,4,2,1,5,5,5,1,4,5,5,3,5,2,2,5,45,"18","20","120000","2","4",2,5,2,2,9,4,7,2,3,1
## "33",5,2,3,4,3,3,3,4,5,3,5,4,6,6,4,6,6,2,33,"17","12","1900","0","2",2,1,1,2,8,4,7,2,1,1
## "34",3,3,2,4,NA,2,3,5,5,NA,3,3,6,6,2,5,7,2,24,"17 years ","2","26,000","0","2",2,1,1,2,9,10,6,1,3,3
## "35",3,4,5,1,3,4,4,4,2,3,4,4,7,7,1,7,7,1,44,"? K-12 primary/secondary + 4 undergrad","26","approx $80,000","7","3",2,1,2,2,11,4,4,1,2,4
## "36",2,4,5,1,4,4,5,1,1,3,2,1,7,7,1,7,7,2,32,"16","16","3500","1","3",2,2,2,1,11,4,7,1,3,4
## "37",5,5,5,5,4,3,3,4,5,3,4,5,7,6,7,7,7,6,40,"20","6","65.000.00","5","7",1,2,2,2,2,4,3,2,1,4
## "38",3,4,4,2,3,3,4,2,3,4,2,3,6,6,2,6,7,2,32,"18","11","8750","1","3",2,1,2,2,9,4,7,2,1,3
## "39",2,4,5,3,5,4,5,2,1,4,1,2,7,7,2,7,7,1,24,"","","","0","1",2,1,6,2,9,4,7,2,1,3
## "40",3,3,3,2,3,2,3,3,4,3,3,3,7,7,1,7,7,5,22,"18","1","100,000","3","6",2,1,1,1,2,4,7,1,1,6
## "41",2,3,5,4,3,3,5,4,3,NA,4,3,7,6,2,6,3,6,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "42",2,4,3,3,4,3,4,4,2,2,3,3,7,7,1,3,7,1,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "43",3,3,4,3,3,3,3,4,3,2,2,2,NA,NA,NA,NA,NA,NA,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "44",3,4,4,2,4,4,4,3,3,4,2,2,7,7,2,6,7,1,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "45",4,4,3,3,4,5,4,3,2,4,2,3,7,7,1,4,7,2,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "46",5,4,3,5,1,2,4,5,5,2,5,4,6,3,3,5,7,5,21,"(High school & college) = 8","7","3,000","2","6",2,1,6,2,10,4,6,1,1,3
## "47",5,2,3,5,2,1,1,5,5,2,5,5,3,4,6,4,2,6,27,"22","8.5","2,500","0","3",7,1,6,1,11,5,7,1,3,6
## "48",4,2,4,2,4,4,4,5,5,3,4,4,7,7,2,7,7,2,31,"18","12","2,400","0","2",2,1,2,2,7,4,7,2,1,1
## "49",4,2,4,2,3,3,3,4,3,3,3,3,7,6,2,4,6,3,21,"16","2","50,000","1","5",2,1,1,2,9,4,6,1,3,4
## "50",2,4,5,2,4,4,5,4,3,4,2,2,7,7,1,7,7,4,33,"18.5","unsure how to answer that...","2,000 (because of pandemic)","0","2",2,1,6,2,3,4,7,2,1,4
## "51",1,4,5,2,3,4,4,3,3,3,3,2,7,7,1,7,7,1,36,"4","16","40000","2 dogs","2",1,1,2,1,11,4,4,1,3,5
## "52",5,3,5,1,3,3,4,4,4,5,3,3,6,3,2,7,7,3,3,"BSW 4 years ","5","44,000","0","4",2,1,1,2,8,6,7,2,1,1
## "53",4,3,4,2,4,3,3,4,4,2,3,2,6,5,3,6,7,2,22,"16","2","1,000","0","0",2,1,1,2,11,4,6,2,3,4
## "54",4,2,5,2,3,4,3,5,5,4,5,3,7,7,2,3,7,2,26,"18","6","4,500.00","0","3",2,1,1,2,7,4,6,2,1,5
## "55",4,2,4,3,2,1,3,5,4,3,5,3,7,7,1,6,7,1,39,"Bachelors Degree","20 years","5000","2","4",2,1,2,2,11,4,2,2,3,4
## "56",2,4,4,1,1,4,5,1,1,2,3,3,7,7,1,7,7,2,21,"16","1","dont know","","5",2,1,1,2,2,3,6,1,2,4
## "57",3,4,4,4,4,3,4,3,4,4,3,4,3,5,3,6,6,5,43,"17","20","48000","5","7",1,1,2,2,8,4,4,2,2,2
## "58",3,4,4,2,4,4,4,1,2,5,3,2,7,6,2,7,7,2,47,"16","20","3000","N/A","3",2,1,6,1,9,2,7,1,3,4
## "59",4,3,3,4,3,4,4,3,5,2,4,5,7,7,2,7,7,2,23,"17","7.5","8,000","0","4",2,2,1,2,11,4,NA,2,3,4
## "60",4,3,3,5,2,1,3,4,5,3,4,3,7,6,2,7,7,4,21,"15","2.5","12000","0","1",2,1,1,2,11,4,1,1,3,4
## "61",3,4,4,3,4,4,4,2,3,4,3,2,6,6,2,6,7,3,26,"7","9","1200","0","2",2,1,1,2,9,4,6,1,1,5
## "62",4,4,5,3,3,3,4,3,5,4,3,3,6,6,5,6,6,3,28,"17","7.5","4,000","0","1",2,1,1,1,9,4,7,2,1,2
## "63",4,4,3,5,3,3,3,5,5,3,4,3,6,6,2,7,7,3,27,"19","1","700","0","1",2,1,1,2,9,4,6,2,1,4
## "64",5,4,4,4,3,4,5,4,3,4,3,2,7,7,2,7,7,2,20,"14.5","","","","4",2,1,1,2,9,4,4,1,3,3
## "65",3,3,3,4,3,3,3,3,4,3,3,3,7,6,1,7,7,2,44,"18","21","80,000","1","3",2,1,2,2,2,4,4,NA,2,7
## "66",5,2,2,3,2,2,4,4,4,3,4,2,7,7,1,7,7,2,29,"18","1.5","65,000","0","2",2,1,2,2,9,4,7,2,1,4
## "67",5,4,3,2,3,2,4,3,4,4,3,3,7,7,1,7,6,2,23,"17","7.5","2000","0","1",2,1,1,2,9,4,6,2,1,3
## "68",3,4,4,4,4,3,4,4,3,3,3,2,7,6,2,6,7,2,28,"17","7.5","2,500","0","1",2,1,1,1,9,4,4,2,1,3
## "69",4,2,2,4,3,2,2,5,4,2,4,4,7,7,1,7,7,5,27,"19","5","3200","0","2",2,1,1,2,7,3,6,2,2,2
## "70",4,4,2,5,2,3,4,4,3,4,5,3,6,4,1,5,6,2,29,"19","8","2200","0","2",2,1,6,1,8,3,6,2,3,2
## "71",4,4,4,2,3,3,4,4,2,4,3,3,7,7,1,7,7,2,35,"17","7","2600","2","4",2,1,2,2,11,4,4,2,2,6
## "72",5,3,3,5,1,3,4,5,4,3,4,2,7,6,1,6,6,3,26,"7 years of college, 12 of grade school","1","n/a","0","2",2,1,1,2,9,4,4,1,2,4
## "73",5,4,2,5,4,2,2,4,5,2,4,4,7,6,7,3,7,3,25,"16","5","unsure","0","4",3,1,6,1,3,6,7,2,1,5
## "74",4,3,5,3,3,2,5,4,3,3,4,3,7,7,1,7,7,1,25,"15","9.5","1800","0","1",2,1,1,2,8,4,7,1,1,7
## "75",5,3,5,4,3,1,2,5,5,1,4,2,7,7,1,7,7,1,53,"?","30","22,000","1","3",2,1,1,2,1,4,7,2,2,7
## "76",2,4,2,2,3,4,3,4,2,4,4,3,7,7,1,7,7,3,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "77",4,4,3,2,4,4,4,5,3,5,2,2,7,7,2,7,6,3,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "78",3,3,2,4,4,2,3,4,4,3,4,3,6,7,2,6,6,4,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "79",3,4,4,1,4,3,4,4,2,3,4,4,7,7,1,7,7,2,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "80",3,2,2,4,2,2,2,4,3,3,4,2,6,6,2,6,7,1,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "81",2,3,5,1,4,4,4,2,3,5,3,3,7,7,1,7,5,2,31,"19","4.5","8,000","0","2",2,1,2,2,9,7,4,2,3,6
## "82",2,4,4,1,4,3,3,1,1,5,2,5,7,7,1,7,7,1,24,"18","3.5","$2,800 ","1","3",2,1,2,2,11,4,4,2,3,7
## "83",5,3,4,3,3,3,3,3,4,4,3,3,7,6,1,7,6,2,30,"17","5","$50,000 ","0","2",2,5,2,2,9,4,4,2,1,3
## "84",4,3,4,3,3,4,4,5,5,3,3,2,6,6,2,5,5,4,20,"3","3.5","Unknown","0","5",2,1,1,1,9,3,7,1,3,4
## "85",5,3,3,4,2,2,3,5,5,2,4,4,7,7,1,6,6,5,27,"3rd year Graduate","6","4800","0","2",2,1,6,2,7,4,6,2,3,2
## "86",3,4,4,4,4,3,4,4,2,4,4,4,6,4,4,4,6,4,42,"19","23","$3000-4000","1","3",2,1,2,1,10,4,4,2,1,4
## "87",4,5,4,2,3,5,3,2,5,4,3,3,7,7,1,7,7,1,22,"4","5","4,000","0","1",2,1,1,2,9,4,4,1,2,4
## "88",4,3,2,5,4,3,4,5,5,3,5,5,7,7,1,7,6,5,31,"20 (undergraduate school and graduate school included)","7","70,000","0","2",2,1,3,2,9,4,NA,2,3,1
## "89",4,3,4,1,5,4,5,4,3,3,3,2,7,7,1,7,7,5,26,"17","3.5","55,000","0","3",2,1,1,2,10,4,6,2,2,4
## "90",4,3,3,3,5,4,5,3,3,4,3,3,7,7,1,7,7,1,30,"17","10","50,000","0","1",2,1,1,2,9,4,4,1,3,6
## "91",2,4,5,2,5,4,4,3,5,4,1,2,6,6,2,5,7,2,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "92",2,4,4,1,3,4,4,2,2,5,2,2,7,7,1,7,7,1,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "93",3,3,2,4,2,1,5,5,5,1,4,4,6,6,2,6,7,2,24,"5","2.5","40,000","0","1",2,1,1,2,2,4,4,1,3,2
## "94",3,5,4,5,4,5,5,3,3,4,3,3,7,7,1,7,7,2,22,"16","1.5 years","","0","2",2,1,1,2,2,4,3,2,3,5
## "95",5,4,4,2,3,5,4,4,5,3,2,2,7,6,1,7,7,2,23,"1 year","5","3000","0","1",2,1,1,2,7,3,4,1,2,2
## "96",3,2,3,2,3,2,3,3,3,3,3,2,7,7,1,7,7,1,33,"8","7","3,000.00","2","3",2,1,3,2,11,4,3,1,2,7
## "97",3,4,4,3,4,4,4,3,3,4,2,3,6,5,4,6,6,5,32,"14","8","2000","2","2",2,1,4,1,7,5,7,1,1,1
## "98",2,4,4,2,4,4,3,2,3,4,3,2,7,7,1,7,7,1,50,"14","34","22k","2","2",2,1,6,2,11,4,4,1,2,7
## "99",4,4,4,1,4,3,4,3,5,3,4,3,7,6,2,7,7,2,19,"13","0","unsure","0","2",2,1,1,2,9,4,6,1,2,5
## "100",4,3,4,2,3,4,2,2,4,3,4,3,7,7,2,7,7,4,24,"Sophomore in College","","10,000","","3 (me plus roommates)",2,1,1,2,8,7,6,1,1,5
## "101",4,2,3,1,2,1,5,4,5,3,5,1,7,7,1,7,6,2,48,"15","20+","$3,500 ","2","4",2,2,2,1,NA,3,6,1,3,7
## "102",5,5,4,4,4,5,4,3,4,4,4,3,7,7,1,7,7,1,23,"18","3","","0","3",2,5,1,2,9,4,6,2,1,6
## "103",4,3,4,4,5,4,5,4,4,3,3,2,7,6,2,6,6,3,21,"16","6","150","0","4",2,1,1,1,9,3,7,1,1,3
## "104",3,2,5,2,4,3,4,3,4,2,4,3,7,7,2,7,7,2,30,"18","10","30,000","0","1",5,1,1,2,9,6,7,2,2,5
## "105",1,4,4,1,5,4,4,1,1,4,1,1,6,6,2,6,7,2,50,"19","20","15000","2","4",2,1,2,2,10,4,6,2,3,4
## "106",5,2,3,4,2,2,3,5,5,2,5,4,6,6,3,6,7,4,29,"Senior BSW","12","During school year, roughly $600","0","1",1,1,1,2,9,1,7,1,3,3
## "107",5,5,5,2,5,3,5,3,2,5,2,2,7,7,1,6,7,2,55,"25","35","12K","4","3",1,1,2,2,1,4,1,1,2,5
## "108",3,2,3,3,3,2,2,4,4,2,5,5,7,6,2,3,7,2,25,"19","3","26k","0","1",2,1,1,2,9,4,7,2,1,3
## "109",5,4,3,5,4,2,3,4,4,3,4,5,6,7,2,6,5,5,21,"16","1","2500","0","1",2,1,1,1,11,4,7,1,2,4
## "110",3,5,5,2,4,4,5,4,3,3,3,1,7,7,1,7,7,1,21,"17","2.5","","0","5",2,1,1,2,NA,4,4,1,3,6
## "111",4,4,4,5,5,3,4,4,5,2,5,4,7,7,1,7,7,2,28,"18","1.5","3,000","0","4",2,1,1,1,9,3,4,2,3,7
## "112",3,5,5,2,5,5,4,3,2,4,2,1,7,7,1,7,7,1,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "113",5,2,3,4,3,3,4,3,4,4,5,4,7,7,1,7,6,2,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA
## "114",3,2,2,1,3,3,3,1,4,2,4,2,7,7,1,6,7,1,23,"5","7","5,000","0","2",2,1,6,1,2,4,6,2,1,3
## "115",4,4,4,3,3,2,5,3,5,4,4,3,7,6,1,6,7,4,32,"15","","5000","1","3",1,1,2,1,NA,3,7,1,1,5
## "116",4,3,3,4,3,2,3,3,3,3,4,3,7,7,7,7,7,4,19,"1","1","90000","2","4",2,1,1,2,2,4,4,1,3,3
## "117",3,4,5,5,4,2,2,4,5,4,4,2,7,6,2,6,7,2,18,"14","2.5","$3,000 ","0","3",2,1,1,1,9,4,2,1,2,1
## "118",3,4,5,3,3,3,4,2,2,2,2,1,7,6,2,7,7,1,19,"13","","","0","4",2,5,6,2,11,4,4,1,3,5
## "119",3,4,4,2,5,5,4,4,3,5,3,2,6,4,3,7,7,2,NA,"","","","","",NA,NA,NA,NA,NA,NA,NA,NA,NA,NA#Publish on RPubs