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@borowis
Created May 15, 2016 22:40
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Python 2.7.10 |Anaconda 2.4.0 (64-bit)| (default, Oct 19 2015, 18:04:42)
[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)] on linux2
Type "help", "copyright", "credits" or "license" for more information.
Anaconda is brought to you by Continuum Analytics.
Please check out: http://continuum.io/thanks and https://anaconda.org
>>> >>> >>> >>> >>> main()
# of observations is 43093
# of variables is 3008
__main__:59: FutureWarning: convert_objects is deprecated. Use the data-type specific converters pd.to_datetime, pd.to_timedelta and pd.to_numeric.
counts for S3BQ1A6 -- ever used cocaine/crack( 1 : Yes 2 : No 9 : Unknown )
1 2528
2 40225
9 340
Name: S3BQ1A6, dtype: int64
percentages for S3BQ1A6 -- ever used cocaine/crack( 1 : Yes 2 : No 9 : Unknown )
1 0.058664
2 0.933446
9 0.007890
Name: S3BQ1A6, dtype: float64
counts for S3BQ1A9A -- ever used heroin( 1 : Yes 2 : No 9 : Unknown )
1 150
2 42643
9 300
Name: S3BQ1A9A, dtype: int64
percentages for S3BQ1A9A -- ever used heroin( 1 : Yes 2 : No 9 : Unknown )
1 0.003481
2 0.989557
9 0.006962
Name: S3BQ1A9A, dtype: float64
counts for S3BQ1A5 -- ever used cannabis( 1 : Yes 2 : No 9 : Unknown )
1 8172
2 34553
9 368
Name: S3BQ1A5, dtype: int64
percentages for S3BQ1A5 -- ever used cannabis( 1 : Yes 2 : No 9 : Unknown )
1 0.189636
2 0.801824
9 0.008540
Name: S3BQ1A5, dtype: float64
counts for S3BD5Q2F -- age when began using cannabis most( 5-64 : Age BL : NA, never or unknown if ever used cannabis 99 : Unknown )
5.000000 1
6.000000 3
7.000000 2
8.000000 7
9.000000 6
10.000000 11
11.000000 17
12.000000 70
13.000000 174
14.000000 328
15.000000 562
16.000000 1028
17.000000 1012
18.000000 1258
19.000000 774
20.000000 683
21.000000 421
22.000000 332
23.000000 209
24.000000 140
25.000000 241
26.000000 101
27.000000 74
28.000000 93
29.000000 44
30.000000 121
31.000000 27
32.000000 38
33.000000 31
34.000000 15
35.000000 79
36.000000 18
37.000000 15
38.000000 17
39.000000 8
40.000000 37
41.000000 4
42.000000 9
43.000000 9
44.000000 5
45.000000 15
46.000000 3
47.000000 3
48.000000 3
49.000000 1
50.000000 14
51.000000 4
52.000000 4
53.000000 3
54.000000 1
55.000000 2
57.000000 1
59.000000 1
60.000000 2
64.000000 1
99.000000 90
Name: S3BD5Q2F, dtype: int64
percentages for S3BD5Q2F -- age when began using cannabis most( 5-64 : Age BL : NA, never or unknown if ever used cannabis 99 : Unknown )
5.000000 0.000023
6.000000 0.000070
7.000000 0.000046
8.000000 0.000162
9.000000 0.000139
10.000000 0.000255
11.000000 0.000394
12.000000 0.001624
13.000000 0.004038
14.000000 0.007611
15.000000 0.013042
16.000000 0.023855
17.000000 0.023484
18.000000 0.029193
19.000000 0.017961
20.000000 0.015849
21.000000 0.009770
22.000000 0.007704
23.000000 0.004850
24.000000 0.003249
25.000000 0.005593
26.000000 0.002344
27.000000 0.001717
28.000000 0.002158
29.000000 0.001021
30.000000 0.002808
31.000000 0.000627
32.000000 0.000882
33.000000 0.000719
34.000000 0.000348
35.000000 0.001833
36.000000 0.000418
37.000000 0.000348
38.000000 0.000394
39.000000 0.000186
40.000000 0.000859
41.000000 0.000093
42.000000 0.000209
43.000000 0.000209
44.000000 0.000116
45.000000 0.000348
46.000000 0.000070
47.000000 0.000070
48.000000 0.000070
49.000000 0.000023
50.000000 0.000325
51.000000 0.000093
52.000000 0.000093
53.000000 0.000070
54.000000 0.000023
55.000000 0.000046
57.000000 0.000023
59.000000 0.000023
60.000000 0.000046
64.000000 0.000023
99.000000 0.002089
Name: S3BD5Q2F, dtype: float64
counts for S3CD9Q13A -- age at onset of heroin abuse( BL : NA, didnt meet symptom criteria for lifetime heroin abuse 9-62 : Age 99 : Unknown )
9.000000 1
12.000000 1
13.000000 1
14.000000 2
15.000000 1
16.000000 7
17.000000 6
18.000000 8
19.000000 12
20.000000 6
21.000000 5
22.000000 6
23.000000 4
24.000000 4
25.000000 4
26.000000 1
27.000000 4
28.000000 4
29.000000 1
30.000000 3
31.000000 1
32.000000 2
34.000000 1
35.000000 1
37.000000 1
38.000000 2
39.000000 2
41.000000 1
45.000000 2
48.000000 1
62.000000 1
99.000000 7
Name: S3CD9Q13A, dtype: int64
percentages for S3CD9Q13A -- age at onset of heroin abuse( BL : NA, didnt meet symptom criteria for lifetime heroin abuse 9-62 : Age 99 : Unknown )
9.000000 0.000023
12.000000 0.000023
13.000000 0.000023
14.000000 0.000046
15.000000 0.000023
16.000000 0.000162
17.000000 0.000139
18.000000 0.000186
19.000000 0.000278
20.000000 0.000139
21.000000 0.000116
22.000000 0.000139
23.000000 0.000093
24.000000 0.000093
25.000000 0.000093
26.000000 0.000023
27.000000 0.000093
28.000000 0.000093
29.000000 0.000023
30.000000 0.000070
31.000000 0.000023
32.000000 0.000046
34.000000 0.000023
35.000000 0.000023
37.000000 0.000023
38.000000 0.000046
39.000000 0.000046
41.000000 0.000023
45.000000 0.000046
48.000000 0.000023
62.000000 0.000023
99.000000 0.000162
Name: S3CD9Q13A, dtype: float64
counts for S3BD9Q2F -- age when began using heroin most( 99 : Unknown BL : NA, never or unknown if ever used heroin 12-62 : Age )
12.000000 1
13.000000 2
14.000000 2
15.000000 3
16.000000 4
17.000000 12
18.000000 16
19.000000 18
20.000000 15
21.000000 6
22.000000 8
23.000000 7
24.000000 3
25.000000 11
26.000000 7
27.000000 3
28.000000 2
29.000000 2
30.000000 8
31.000000 2
32.000000 1
33.000000 1
34.000000 1
36.000000 2
37.000000 4
39.000000 3
40.000000 1
42.000000 1
47.000000 1
48.000000 1
62.000000 1
99.000000 1
Name: S3BD9Q2F, dtype: int64
percentages for S3BD9Q2F -- age when began using heroin most( 99 : Unknown BL : NA, never or unknown if ever used heroin 12-62 : Age )
12.000000 0.000023
13.000000 0.000046
14.000000 0.000046
15.000000 0.000070
16.000000 0.000093
17.000000 0.000278
18.000000 0.000371
19.000000 0.000418
20.000000 0.000348
21.000000 0.000139
22.000000 0.000186
23.000000 0.000162
24.000000 0.000070
25.000000 0.000255
26.000000 0.000162
27.000000 0.000070
28.000000 0.000046
29.000000 0.000046
30.000000 0.000186
31.000000 0.000046
32.000000 0.000023
33.000000 0.000023
34.000000 0.000023
36.000000 0.000046
37.000000 0.000093
39.000000 0.000070
40.000000 0.000023
42.000000 0.000023
47.000000 0.000023
48.000000 0.000023
62.000000 0.000023
99.000000 0.000023
Name: S3BD9Q2F, dtype: float64
counts for S3CD5Q13A -- age at onset of cannabis abuse( 5-64 : Age BL : NA, didnt meet symptom criteria for lifetime cannabis abuse 99 : Unknown )
5.000000 11
6.000000 3
7.000000 3
9.000000 3
10.000000 6
11.000000 7
12.000000 26
13.000000 76
14.000000 130
15.000000 203
16.000000 442
17.000000 431
18.000000 472
19.000000 269
20.000000 218
21.000000 163
22.000000 109
23.000000 91
24.000000 61
25.000000 111
26.000000 44
27.000000 30
28.000000 44
29.000000 10
30.000000 47
31.000000 13
32.000000 20
33.000000 14
34.000000 15
35.000000 22
36.000000 5
37.000000 11
38.000000 8
39.000000 3
40.000000 11
41.000000 3
42.000000 5
44.000000 4
45.000000 8
46.000000 1
47.000000 1
48.000000 2
50.000000 2
51.000000 1
54.000000 1
55.000000 2
56.000000 1
60.000000 1
63.000000 1
64.000000 1
99.000000 92
Name: S3CD5Q13A, dtype: int64
percentages for S3CD5Q13A -- age at onset of cannabis abuse( 5-64 : Age BL : NA, didnt meet symptom criteria for lifetime cannabis abuse 99 : Unknown )
5.000000 0.000255
6.000000 0.000070
7.000000 0.000070
9.000000 0.000070
10.000000 0.000139
11.000000 0.000162
12.000000 0.000603
13.000000 0.001764
14.000000 0.003017
15.000000 0.004711
16.000000 0.010257
17.000000 0.010002
18.000000 0.010953
19.000000 0.006242
20.000000 0.005059
21.000000 0.003783
22.000000 0.002529
23.000000 0.002112
24.000000 0.001416
25.000000 0.002576
26.000000 0.001021
27.000000 0.000696
28.000000 0.001021
29.000000 0.000232
30.000000 0.001091
31.000000 0.000302
32.000000 0.000464
33.000000 0.000325
34.000000 0.000348
35.000000 0.000511
36.000000 0.000116
37.000000 0.000255
38.000000 0.000186
39.000000 0.000070
40.000000 0.000255
41.000000 0.000070
42.000000 0.000116
44.000000 0.000093
45.000000 0.000186
46.000000 0.000023
47.000000 0.000023
48.000000 0.000046
50.000000 0.000046
51.000000 0.000023
54.000000 0.000023
55.000000 0.000046
56.000000 0.000023
60.000000 0.000023
63.000000 0.000023
64.000000 0.000023
99.000000 0.002135
Name: S3CD5Q13A, dtype: float64
counts for S3CD6Q13A -- age at onset of cocaine abuse( BL : NA, didnt meet symptom criteria for lifetime cocaine abuse 99 : Unknown 5-52 : Age )
5.000000 3
7.000000 1
8.000000 1
10.000000 1
12.000000 1
13.000000 1
14.000000 14
15.000000 25
16.000000 59
17.000000 63
18.000000 112
19.000000 89
20.000000 86
21.000000 74
22.000000 70
23.000000 61
24.000000 48
25.000000 68
26.000000 30
27.000000 35
28.000000 34
29.000000 14
30.000000 49
31.000000 12
32.000000 25
33.000000 14
34.000000 14
35.000000 23
36.000000 6
37.000000 5
38.000000 7
39.000000 4
40.000000 7
41.000000 3
42.000000 4
43.000000 3
44.000000 2
45.000000 3
46.000000 2
47.000000 2
48.000000 1
52.000000 2
99.000000 62
Name: S3CD6Q13A, dtype: int64
percentages for S3CD6Q13A -- age at onset of cocaine abuse( BL : NA, didnt meet symptom criteria for lifetime cocaine abuse 99 : Unknown 5-52 : Age )
5.000000 0.000070
7.000000 0.000023
8.000000 0.000023
10.000000 0.000023
12.000000 0.000023
13.000000 0.000023
14.000000 0.000325
15.000000 0.000580
16.000000 0.001369
17.000000 0.001462
18.000000 0.002599
19.000000 0.002065
20.000000 0.001996
21.000000 0.001717
22.000000 0.001624
23.000000 0.001416
24.000000 0.001114
25.000000 0.001578
26.000000 0.000696
27.000000 0.000812
28.000000 0.000789
29.000000 0.000325
30.000000 0.001137
31.000000 0.000278
32.000000 0.000580
33.000000 0.000325
34.000000 0.000325
35.000000 0.000534
36.000000 0.000139
37.000000 0.000116
38.000000 0.000162
39.000000 0.000093
40.000000 0.000162
41.000000 0.000070
42.000000 0.000093
43.000000 0.000070
44.000000 0.000046
45.000000 0.000070
46.000000 0.000046
47.000000 0.000046
48.000000 0.000023
52.000000 0.000046
99.000000 0.001439
Name: S3CD6Q13A, dtype: float64
counts for S3BD6Q2F -- age when began using cocaine or crack most( 5-64 : Age BL : NA, never or unknown if ever used cocaine or crack 99 : Unknown )
5.000000 2
8.000000 1
9.000000 1
10.000000 1
12.000000 4
13.000000 6
14.000000 20
15.000000 48
16.000000 99
17.000000 150
18.000000 250
19.000000 206
20.000000 249
21.000000 188
22.000000 172
23.000000 132
24.000000 116
25.000000 206
26.000000 66
27.000000 68
28.000000 70
29.000000 28
30.000000 131
31.000000 21
32.000000 37
33.000000 22
34.000000 20
35.000000 66
36.000000 11
37.000000 10
38.000000 14
39.000000 7
40.000000 24
41.000000 8
42.000000 6
43.000000 3
44.000000 9
45.000000 10
46.000000 5
47.000000 4
48.000000 3
50.000000 4
55.000000 1
58.000000 1
64.000000 1
99.000000 27
Name: S3BD6Q2F, dtype: int64
percentages for S3BD6Q2F -- age when began using cocaine or crack most( 5-64 : Age BL : NA, never or unknown if ever used cocaine or crack 99 : Unknown )
5.000000 0.000046
8.000000 0.000023
9.000000 0.000023
10.000000 0.000023
12.000000 0.000093
13.000000 0.000139
14.000000 0.000464
15.000000 0.001114
16.000000 0.002297
17.000000 0.003481
18.000000 0.005801
19.000000 0.004780
20.000000 0.005778
21.000000 0.004363
22.000000 0.003991
23.000000 0.003063
24.000000 0.002692
25.000000 0.004780
26.000000 0.001532
27.000000 0.001578
28.000000 0.001624
29.000000 0.000650
30.000000 0.003040
31.000000 0.000487
32.000000 0.000859
33.000000 0.000511
34.000000 0.000464
35.000000 0.001532
36.000000 0.000255
37.000000 0.000232
38.000000 0.000325
39.000000 0.000162
40.000000 0.000557
41.000000 0.000186
42.000000 0.000139
43.000000 0.000070
44.000000 0.000209
45.000000 0.000232
46.000000 0.000116
47.000000 0.000093
48.000000 0.000070
50.000000 0.000093
55.000000 0.000023
58.000000 0.000023
64.000000 0.000023
99.000000 0.000627
Name: S3BD6Q2F, dtype: float64
>>>
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