Pulling It All Together

Carlynn
Psych_Dataecsv.csv
age gender ethnicity dep_scale anx_score suicidal_inv subs_abuse therapy_pref ses_level pre_ther post_ther medic
21 Male Cauc 3.4 5.1 3.4 narcotics group 3 56 58 0
21 Male Asian 3.9 8.3 3.8 none group 3 38 41 1
21 Male AfrAm 3.3 4.9 2.2 narcotics individual 1 44 46 0
21 Male AfrAm 2.7 4.4 2.3 narcotics individual 2 65 64 0
21 Male Hisp 3.3 5.1 3.1 alcohol individual 1 61 63 0
21 Male Hisp 4.2 4.9 2.3 both mixed 2 59 60 1
21 Female Hisp 3.3 4.6 4.7 narcotics mixed 1 40 43 0
21 Female Hisp 3.3 5.1 4.2 alcohol mixed 1 49 47 1
21 Male Hisp 3.9 5.3 3.8 both mixed 3 59 57 0
22 Male AfrAm 2.5 5.3 2.5 both group 1 59 58 1
22 Male Hisp 3.8 5.8 4.1 both group 1 45 44 0
22 Male AfrAm 2.8 4.4 2.5 narcotics group 1 61 62 1
22 Male Cauc 4.2 6.7 4.3 both group 3 49 50 1
22 Female Cauc 3.7 6.1 4.2 narcotics group 1 46 44 1
22 Female Asian 4.5 8.1 4.7 none group 1 51 52 0
22 Male Hisp 2.9 4.5 2.8 both individual 1 63 63 0
22 Male Asian 3.9 6.2 4.4 narcotics individual 1 43 42 1
22 Female Asian 3.3 5.7 3.9 alcohol individual 1 58 59 1
22 Female Cauc 3.6 6.3 3.7 none individual 2 47 48 1
22 Female Cauc 4.2 6.6 4.4 alcohol individual 1 41 44 0
22 Female Cauc 4.1 6.9 4.5 both individual 3 48 50 0
22 Female AfrAm 2.6 5.1 3.1 narcotics mixed 1 48 46 0
22 Female Cauc 4.2 7.7 4.6 narcotics mixed 1 52 51 0
23 Male Hisp 2.5 4.4 2.5 alcohol group 1 59 58 1
23 Female Cauc 3.4 5.2 3.8 narcotics mixed 1 64 64 1
23 Female Cauc 3.9 5.7 3.9 alcohol mixed 2 53 55 1
23 Male Asian 3.8 6.3 4.1 both mixed 2 51 50 1
23 Female Cauc 3.1 5.5 3.6 none mixed 1 63 66 1
23 Male AmInd 3.6 5.8 3.9 both mixed 3 50 49 0
24 Female AfrAm 2.9 4.8 3.3 alcohol group 1 54 53 0
24 Male Cauc 3.9 5.6 2.9 both group 2 63 65 0
24 Male Asian 4.5 5.9 3.8 narcotics individual 1 50 51 1
24 Female AfrAm 2.6 4.9 2.2 none individual 1 61 62 0
24 Female Cauc 4.3 7.2 4.6 alcohol individual 3 41 41 1
24 Male Hisp 2.8 4.2 2.6 narcotics individual 1 54 52 1
24 Male Hisp 3.5 5.4 3.8 both individual 1 55 54 1
24 Male AfrAm 3.2 5.4 3.2 both mixed 3 57 60 0
25 Female Hisp 3.7 5.2 4.5 narcotics group 1 45 46 0
25 Male AfrAm 3.1 5.2 3.1 narcotics individual 1 62 62 0
25 Male Asian 3.9 6.5 3.1 both individual 2 60 59 1
25 Male Hisp 3.1 5.6 3.8 narcotics individual 1 52 52 1
25 Male Hisp 3.5 4.8 2.7 both individual 1 63 61 1
25 Female AmInd 4.6 7.2 3.8 alcohol mixed 2 44 47 0
26 Female AfrAm 2.9 3.4 1.8 both group 2 57 57 0
26 Female AfrAm 2.8 3.8 1.7 alcohol group 1 59 59 1
26 Female Hisp 3.7 4.3 3.5 both group 1 55 55 0
26 Male AfrAm 2.7 4.5 2.6 both group 1 57 55 1
26 Male Hisp 3.5 4.9 2.6 narcotics individual 1 58 57 1
26 Male Cauc 3.5 6.1 4.3 both individual 2 43 40 1
27 Female AmInd 3.4 4.8 3.5 none group 2 57 60 0
27 Female Asian 4.2 7.3 4.7 both group 2 51 53 1
27 Female Cauc 4.1 6.3 4.3 narcotics mixed 1 51 53 0
27 Female Cauc 3.6 4.2 3.5 alcohol mixed 2 47 46 1
27 Female Asian 3.4 6.1 4.5 narcotics mixed 2 44 42 1
27 Male Cauc 2.9 4.9 2.9 alcohol mixed 2 63 62 1
28 Female Hisp 3.2 6.2 3.8 narcotics individual 1 55 56 0
28 Male Hisp 4.1 6.6 4.5 both individual 1 41 42 0
28 Male Asian 4.1 7.9 4.6 narcotics mixed 3 47 47 1
28 Male AfrAm 2.9 4.2 3.4 narcotics mixed 3 61 60 0
29 Male Hisp 3.6 4.8 1.5 narcotics group 1 49 48 1
29 Male Cauc 4.2 6.3 4.4 narcotics group 1 56 55 1
29 Male Asian 4.3 7.8 4.2 narcotics group 1 47 46 0
29 Male Cauc 3.8 6.5 4.4 both group 1 50 50 0
30 Female Asian 4.2 6.6 4.3 both individual 2 37 36 0
30 Male AfrAm 2.6 5.1 3.9 none group 1 54 54 1
30 Male Cauc 2.6 6.2 2.1 both mixed 1 43 42 0
30 Female Cauc 3.5 6.1 4.3 alcohol mixed 2 37 39 1
30 Female Hisp 3.4 6.3 3.2 alcohol mixed 1 52 53 0
31 Male Hisp 3.8 5.6 1.8 both group 3 58 59 1
31 Male AfrAm 3.1 3.7 1.6 both group 2 62 62 1
31 Female AfrAm 4.1 7.1 4.3 none group 2 52 52 1
31 Female Hisp 3.6 5.8 3.7 alcohol mixed 1 53 56 1
31 Male AfrAm 3.1 3.7 1.9 narcotics mixed 1 64 64 1
32 Male AfrAm 2.5 4.9 2.7 narcotics group 2 41 40 0
32 Female Cauc 4.5 5.1 4.2 alcohol mixed 2 45 46 0
33 Male AfrAm 3.3 5.9 3.5 narcotics group 2 55 56 0
33 Female AmInd 3.5 5.8 4.1 none group 2 48 51 0
33 Female Hisp 2.9 4.2 2.3 both individual 3 46 46 0
33 Male Hisp 3.3 5.5 2.2 narcotics individual 1 51 52 1
33 Male Hisp 2.8 4.6 2.4 both mixed 2 69 69 0
34 Male Cauc 3.1 5.2 3.7 none individual 2 57 57 1
35 Male AfrAm 3.7 5.3 3.7 both mixed 1 61 60 0
36 Male AfrAm 3.5 5.8 3.7 alcohol individual 3 55 57 0
36 Female AfrAm 3.9 5.2 3.6 alcohol mixed 2 63 64 0
37 Male Cauc 3.2 4.8 2.1 alcohol group 2 68 70 0
37 Male Cauc 3.2 5.6 3.8 narcotics mixed 2 59 59 0
38 Female AmInd 3.3 4.9 2.9 alcohol group 2 61 62 1
38 Female AfrAm 4.2 6.9 4.4 none group 2 50 51 1
38 Male AfrAm 3.7 5.5 3.6 narcotics mixed 2 60 59 0
39 Female AmInd 3.5 6.7 4.1 none group 3 49 51 0
39 Male AfrAm 3.7 5.1 2.9 narcotics individual 2 65 65 0
39 Male Cauc 3.8 6.2 4.1 none individual 1 62 60 0
40 Male Asian 3.3 7.4 4.6 alcohol individual 2 53 52 1
40 Female Asian 3.8 7.2 4.5 none individual 3 49 51 1
40 Male AmInd 3.4 5.8 4.1 alcohol mixed 3 45 45 0
41 Female AfrAm 3.6 4.5 3.1 alcohol individual 3 42 42 1
41 Male Hisp 3.4 4.6 2.4 none individual 2 55 55 1
41 Female Cauc 2.4 4.9 3.2 both group 3 59 59 1
41 Female Cauc 3.8 5.7 3.9 none mixed 3 53 53 1
42 Female AmInd 3.3 5.4 3.9 none group 3 62 64 1
42 Female AfrAm 3.8 6.2 3.9 narcotics mixed 3 58 58 1
42 Female Cauc 4.1 5.3 3.9 none mixed 3 43 45 0
42 Female AfrAm 2.6 4.1 3.3 none mixed 3 55 53 1
42 Male AfrAm 3.3 5.5 3.7 alcohol mixed 3 53 53 0
43 Female AfrAm 2.9 4.6 3.3 none mixed 2 62 62 0
44 Male AmInd 3.9 5.9 4.2 alcohol individual 2 60 60 0
45 Female Cauc 3.6 6.8 3.9 alcohol group 3 53 51 0
45 Female Cauc 3.6 7.2 4.4 none mixed 3 34 35 0
46 Female Hisp 3.7 4.4 2.8 none individual 2 58 57 0
46 Female Cauc 4.1 7.1 4.4 none individual 3 42 45 1
48 Female AmInd 3.7 6.5 4.3 alcohol individual 3 53 55 0
50 Male AmInd 3.8 7.2 4.5 none individual 3 50 52 0
50 Male AfrAm 2.8 3.2 1.6 none individual 3 53 52 1
50 Female Cauc 4.4 7.3 4.6 none mixed 2 49 50 1
51 Female Cauc 2.9 5.8 3.5 alcohol individual 2 50 51 1
51 Female Hisp 3.1 5.8 2.9 alcohol individual 2 57 55 1
53 Female Hisp 3.4 4.6 2.2 alcohol individual 2 50 51 1
54 Male AmInd 3.1 4.9 2.3 alcohol group 3 54 54 0
54 Male Hisp 2.8 5.2 4.1 none individual 2 62 63 1
54 Male Cauc 3.7 5.9 4.3 alcohol mixed 3 38 40 0
55 Male Hisp 3.1 5.6 4.2 alcohol individual 2 46 45 0
56 Female Cauc 3.3 5.1 4.4 alcohol individual 1 57 58 0
57 Female AfrAm 3.1 4.1 2.3 none individual 3 63 63 1
57 Male Cauc 4.7 6.4 4.6 alcohol individual 3 36 35 1
58 Female Cauc 3.9 7.2 4.5 alcohol individual 3 55 54 1
59 Female Cauc 2.5 4.3 3.2 alcohol group 3 52 54 1
60 Male AmInd 3.5 5.1 4.1 alcohol individual 1 58 59 1
60 Male Cauc 4.1 7.3 4.7 alcohol mixed 2 58 60 1
62 Male AfrAm 3.6 6.4 4.2 alcohol individual 3 50 50 1
69 Male Asian 4.1 7.4 4.4 none individual 3 40 42 0