Column2
ID
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
Column3
facility
11
1
12
1
1
6
22
1
1
1
12
20
3
31
11
20
1
1
35
3
4
39
1
4
1
5
1
6
1
1
1
10
7
3
11
5
1
8
22
21
9
36
11
5
14
Column4
death
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Column5
age
26.6
2
22
37.3
52.1
50.2
2.5
53.8
31.9
41.1
3.8
5.9
1.9
56.2
67.3
15.5
2.6
70.6
35.9
1.7
1.5
17.1
6.9
0.4
1.3
68.4
66.9
3.7
4.2
70.2
38.3
64.4
0.9
21.1
60.3
29.1
0.9
2
73.7
13.7
5.4
87.7
7.1
64.3
43.1
Column6
gender
Male
Female
Female
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Female
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Female
Male
Male
Column7
race
White
Non-White
Non-White
White
White
White
Non-White
White
White
White
Non-White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
White
Non-White
White
White
White
Non-White
Non-White
White
White
Non-White
White
Non-White
Non-White
Non-White
White
White
Non-White
White
White
Non-White
White
Column8
tbsa
25.3
5
2
2
6
7
7
0.9
2
22
0.5
30.5
12
7
17
2
5
3
7
0.5
3
16
6
2
1
4
7
8
5
5.5
16
4
0.5
3
5.2
4
1.7
12
2
5
3
15
14
14
0.3
Column9
inh_inj
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
1
1
16
5
1
6
5
15
1
4
18
15
1
10
1
6
10
37
15
1
10
6
15
16
39
20
2
1
1
1
11
13
4
19
5
1
1
5
1
36
32
38
13
2
11
13
32
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
4
30.9
16
55
16
14.6
29.7
29.8
14.6
13.2
5.5
53.9
5
56.2
26.9
18.9
57.3
59.4
49.3
2
39.8
37.9
54.5
37.1
20.3
5.2
43.5
1.5
19.9
11.4
67.6
1.3
5.3
29.3
36.1
49.7
55.1
29.5
72.7
19
56.2
15.7
69.7
1.4
47.1
1.3
48.5
Male
Male
Male
Male
Male
Female
Female
Male
Male
Female
Male
Male
Female
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Female
Male
Female
Female
Male
Female
Female
Female
Male
Female
Female
Non-White
Non-White
White
White
White
Non-White
Non-White
White
Non-White
Non-White
White
Non-White
Non-White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
White
White
Non-White
White
Non-White
White
Non-White
White
White
White
White
White
Non-White
White
Non-White
White
White
White
Non-White
Non-White
White
White
Non-White
White
2
2.2
2
2
4
2
4
3
8
15
18
5
4
0.1
2
6
6
11.5
12.3
3
3.5
4
1.7
21
29.3
14
4.5
11
6
7
26.7
2
2.5
8
3
4
2
18
5
2
12.5
29.5
6
0.3
20
5
3.5
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
7
21
29
37
4
1
24
6
6
1
24
1
1
19
4
36
2
38
17
14
23
11
18
1
15
5
11
10
3
7
1
13
26
7
28
26
2
17
1
25
1
8
25
35
1
1
12
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
2.2
64.1
61.1
43.9
1.5
34
15
39.4
24.3
13.1
0.6
72.8
0.1
21.4
9.4
14.1
60.9
26.4
39.6
7.7
32.6
6.4
18.6
48
1.2
39.9
1.1
30.3
1.4
53.7
21.1
66.7
64
48.7
4.9
27
44.5
11.3
19.7
2.9
1.1
19.5
65.8
55.1
34.2
49.6
5.3
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
White
White
Non-White
Non-White
White
Non-White
Non-White
White
Non-White
Non-White
Non-White
White
Non-White
White
Non-White
White
White
White
White
White
White
Non-White
White
White
White
Non-White
White
Non-White
Non-White
Non-White
Non-White
White
Non-White
Non-White
White
Non-White
White
Non-White
White
Non-White
Non-White
White
White
Non-White
White
White
White
3
28
5
18.5
0.5
1
52.5
5
7
17
23.5
1.9
3.5
2
30
4
2.5
8
7.5
8
4
21.1
3
10
1.5
25
11.2
3
1
5
3
18
10
1.5
19
8
0.5
5
4
16
8
5
18
36
27.5
1
6
No
Yes
No
No
No
No
No
No
Yes
No
Yes
No
No
No
Yes
No
No
No
No
No
Yes
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
24
7
5
7
6
3
3
21
9
4
1
26
5
11
18
1
3
1
29
3
9
7
1
23
18
2
2
32
11
27
7
4
2
22
1
22
3
14
10
27
1
1
1
25
37
36
20
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
1.3
42.2
26.1
36.5
55.7
20.3
4.4
16.6
4.9
7
33
55.1
1.8
20.7
7.4
20
3.1
1
40.8
27.1
2
7.8
50.8
51.7
35.8
26.7
26.6
44.3
19
36.1
54.3
0.8
56.9
28.6
11.6
47.5
1.4
50.5
36.3
40.9
30.9
16.2
22.1
7.5
1.3
51.2
11.5
Male
Male
Male
Male
Female
Female
Female
Female
Female
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Non-White
Non-White
White
Non-White
White
Non-White
Non-White
White
White
Non-White
White
Non-White
White
White
Non-White
White
Non-White
Non-White
Non-White
White
Non-White
Non-White
White
White
White
White
White
White
White
White
White
Non-White
White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
Non-White
White
Non-White
Non-White
White
White
0.2
2
2
13
5
13.5
1
8
0.1
32
11
8
14
2.4
13.5
20
7
1
60
8
2.3
11.7
3
32
12
1.5
2.5
1
77.2
18
7.5
3
0.2
3
4
28
7.5
2.5
4
49.5
2
1
15
18
2.5
7
9
No
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
1
2
1
12
30
33
5
8
4
1
2
1
10
34
20
38
17
24
1
6
8
9
14
4
5
30
2
1
2
4
9
1
25
9
11
1
9
1
30
7
26
5
2
1
32
2
1
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
11.1
15.5
47.5
1.1
47.8
56.4
27.3
59
1
53.6
51.3
20.7
39.6
2.5
1
12.2
27.4
2.7
3.4
77.6
10.2
7.5
15.9
1.8
30.6
0.3
5.2
32.5
23
16.9
2.9
42.2
1.5
8.8
38.7
1.9
4.4
19.9
49.7
48.7
27.3
3.6
31.8
15.7
61.6
62.9
52.4
Male
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Female
Male
Female
Female
Female
Male
Female
Male
Male
Male
Male
Male
Female
Male
Male
Male
Female
Female
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
White
White
White
Non-White
White
White
Non-White
White
White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
Non-White
Non-White
White
White
Non-White
White
White
Non-White
Non-White
White
White
White
White
Non-White
White
Non-White
White
White
White
Non-White
White
Non-White
White
White
White
White
White
White
White
Non-White
8
8
8
5
2
32
2
2.5
1
10
20
6
1
12
1
24
60.5
2.5
5
1
34.5
4
12.5
0.5
6
1.5
1
4
8
0.5
23.5
12
13
7
20.5
4
5.5
5
16
1.5
2.5
4
6.7
3
9.5
1.5
10
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
13
1
35
1
1
30
6
1
17
6
8
4
36
23
24
4
12
1
11
20
1
27
10
5
19
1
16
1
12
20
5
1
1
4
7
36
2
14
2
35
30
8
22
4
2
2
1
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
61
50
60.4
2.6
19.8
19.1
61.6
42.2
52.4
1.4
44.4
1.1
27.5
74.8
10.6
0.9
1.7
48.4
44.8
12.3
63.7
58.6
22.3
31.8
1.5
47.8
18.7
24.7
53.6
12.4
0.6
37.2
33.8
2.3
28.9
62.3
22.5
31.6
1.4
52.1
37.2
23
30.8
1.4
47.8
50.8
35.1
Male
Male
Male
Female
Female
Male
Female
Female
Male
Female
Male
Male
Male
Male
Male
Female
Female
Female
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Female
Male
Female
Male
Male
Female
Male
Male
Female
Male
Male
Female
Male
Female
Non-White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
Non-White
White
White
White
White
Non-White
White
Non-White
White
White
White
Non-White
White
Non-White
White
Non-White
Non-White
Non-White
White
White
Non-White
White
White
Non-White
Non-White
White
White
White
White
White
Non-White
White
Non-White
White
Non-White
White
White
White
10
3
20
1
2
3
2.5
6
7
5
14.5
1
22
6
1
1
1
6
10.1
5
6
12
25.5
3
3.5
2.7
3
35
3.5
6
1
2
6
1
9.5
2.5
3
3
0.3
4
59
7
6
5
3.5
13
2
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
1
17
1
1
23
1
10
7
8
37
1
13
5
8
1
1
19
17
31
1
9
20
27
8
1
1
27
1
2
17
31
22
22
10
12
1
25
32
6
15
1
19
6
1
13
9
2
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
48.8
88.1
49.8
31.1
10.5
54
84.3
1.3
71
64.9
74.1
1.1
15.5
16.3
60.4
32.7
24.1
37.7
46.7
32.5
1.1
1.9
80.5
39.1
77.2
50.2
38.3
8
50.4
17.4
36.7
46.8
26.5
52.3
1.7
29.3
12
62.8
34.5
49.4
9.1
19.9
37.1
44
4
5.7
22.6
Male
Female
Male
Male
Male
Female
Female
Female
Male
Female
Female
Male
Male
Male
Female
Female
Male
Male
Female
Male
Male
Male
Female
Male
Female
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Female
Male
Male
White
White
Non-White
Non-White
White
White
Non-White
Non-White
White
Non-White
Non-White
White
Non-White
White
White
Non-White
Non-White
Non-White
White
White
White
Non-White
Non-White
Non-White
Non-White
White
White
Non-White
White
White
White
Non-White
White
White
Non-White
White
White
White
White
White
White
White
Non-White
Non-White
Non-White
White
White
6.5
3
2
10.2
3
2
10.5
5
14.5
1.4
2
25
9
8.5
1
2
12.7
17.5
2
5
13
3.5
7
3
3
3
11
1
0.4
8.5
9
15
10
9
6
23.5
7
9.5
24.5
1
5
2.9
1
3
4
8
3
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
12
28
32
17
27
1
1
33
22
1
16
3
3
3
2
18
1
9
19
4
20
8
2
22
2
13
2
23
23
1
14
6
12
20
9
7
1
21
6
1
33
7
23
8
11
18
14
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
35.8
40.9
25.7
21.4
49.8
6.8
2.1
33.2
60.6
50.2
31.3
26.8
47.5
1.4
58.1
40.9
40.9
10.1
4.4
16.6
17.4
36
61.3
1.8
47.2
42.6
2.4
2.7
59.4
42
7.5
40.4
45.2
1.8
4.2
73.6
2.9
21.6
23.3
11.9
45
1.2
1.9
18
20.8
1.8
18.6
Male
Male
Female
Male
Male
Male
Female
Male
Male
Female
Male
Female
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Female
Female
White
White
White
Non-White
White
White
White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
White
White
White
Non-White
White
White
Non-White
White
White
Non-White
White
Non-White
White
Non-White
Non-White
Non-White
White
White
White
White
4
10
6.5
6
0.5
10
4
12
6
9
32
2
3.5
8
1.7
5
4
22.7
3.2
2
17
6.5
20
9
1
3
0.5
3
9.5
85
2
18.5
4
13.5
13
2
3
6
5
4
3
1
14
8.5
0.7
10
16
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
18
28
15
2
36
14
32
9
1
39
1
11
1
22
1
25
24
1
26
14
7
12
36
19
11
19
1
4
8
1
7
7
8
15
26
15
6
11
37
16
6
1
2
16
5
10
24
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
50.4
2
36.1
50.2
31.6
2.7
31.9
1.1
16
20
27.2
1.1
44.7
47
20.8
24.3
9.9
40.7
49.4
58.3
16.2
1.3
14.7
38
87
38.6
49.6
1.6
74
0.8
49
30.1
1
67.1
1.7
30.6
49.1
44
43
21
27.8
1.3
31.8
18.6
66
33.9
0.8
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Male
Female
Male
White
Non-White
White
White
Non-White
White
White
White
White
White
White
White
Non-White
Non-White
Non-White
White
Non-White
Non-White
White
White
White
White
White
White
White
White
Non-White
Non-White
White
White
White
White
White
White
White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
Non-White
White
Non-White
Non-White
3
9
1
2
24
10.5
24.5
0.5
19
14.9
14.5
6.9
11
5
2
1
17.5
2
5
2
3.5
1
2.1
13
1.4
5
10
1
24
1.5
0.4
9
2
3
10
24.6
2
9.9
1
5
1.5
5
0.1
15
3
10.5
35
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
31
1
16
4
9
24
7
34
7
29
4
2
9
9
31
8
1
29
16
1
1
4
2
4
21
1
12
7
25
8
6
4
17
2
21
1
3
2
19
1
1
29
1
7
3
7
23
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
16.6
17.1
31.1
7.9
17.4
3.4
51.4
41.5
17.1
8.7
0.9
19.9
15.4
3.7
30
4.6
33.5
51.3
46
35
1.4
7.7
0.4
1.1
3
8
14.5
29.1
23.4
1.1
52.3
2.9
63.1
41.4
27.9
27.5
42.2
0.2
19.9
23.3
67.8
37.4
59.3
55.5
48.7
13.3
11.8
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Female
Male
Male
Female
Female
Female
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
White
White
White
Non-White
White
Non-White
Non-White
White
White
Non-White
Non-White
White
White
White
White
Non-White
White
White
Non-White
White
Non-White
Non-White
Non-White
White
Non-White
White
Non-White
Non-White
White
White
Non-White
White
White
White
White
White
Non-White
Non-White
White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
White
4.5
10
22
10
33.5
2.5
12.5
1
12
8
1
2
3
1
2
3
8
6
20
4
2.1
1
2
10
22
4
0.5
2.5
5.5
5
30.5
2
0.4
0.5
4
12
4.5
12
9
5
2
3
15
10
3
20.5
1
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
23
8
5
26
2
2
14
2
1
4
27
38
1
12
20
26
1
8
40
1
1
12
13
1
38
6
6
14
1
1
5
9
1
34
20
22
34
4
32
1
19
10
1
2
4
27
30
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
39.3
26.3
30
51.1
18.1
39.6
42.4
18.9
37.3
5.4
41
37.5
4.5
6.7
1.3
4.6
29.7
23.5
1.2
44.4
42.6
20.1
0.6
4.2
35
63.5
0.8
10.7
41.7
55.6
60.4
14.8
20.3
27.2
2.1
49.8
40
4.7
26.3
42.8
3.6
81.4
1.5
9.3
14.6
23.5
1.3
Female
Female
Male
Male
Male
Female
Male
Male
Female
Female
Male
Male
Female
Male
Male
Female
Male
Female
Female
Male
Male
Male
Female
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Female
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Non-White
Non-White
Non-White
Non-White
White
White
White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
Non-White
White
Non-White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
Non-White
White
Non-White
White
Non-White
White
Non-White
Non-White
Non-White
White
Non-White
White
White
Non-White
White
Non-White
Non-White
White
White
White
1
10
6
11
5
1
2.8
12.5
2
3
25
4
17
0.5
5
1.5
10
18.5
7
26
15
6
5
3
1
15
1.5
61
4
7
10
0.5
2
3
22
12
2
2
59.3
5
21.4
1.5
2
0.2
3
2
4
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
1
5
19
25
5
3
21
12
1
10
20
22
1
3
5
35
20
1
9
7
20
8
4
1
3
1
19
10
4
9
12
1
1
17
4
5
4
3
1
12
5
1
31
1
28
4
6
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
49.4
46.2
56.4
60.3
48.2
0.9
0.6
22.4
2.6
56.3
1.2
2.9
41.4
81.5
17.1
11.3
1
56.8
1.8
48.1
12.8
60.4
1
2.6
21.6
47
1.1
53.6
1.4
1.5
80.3
74.1
1.7
63.6
4.3
0.9
6.2
66.8
54.4
46.1
21.7
40.3
21.2
29.9
42.9
15.3
10.5
Male
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Female
Female
Male
Female
Male
Female
Male
Female
Female
Male
Male
Male
Female
Female
Female
Male
Non-White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
White
Non-White
White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
Non-White
Non-White
White
White
White
White
White
Non-White
White
White
Non-White
White
White
Non-White
White
White
White
White
Non-White
Non-White
10
32
1
15
3
6
38
5
5
5
8
2
5
1
6
29
5
2
1
13.5
19.5
2
1
5
2
3
3
1.5
1
8.5
14
3
3
2
2
1
1
2
5
20
10
25
9
10
21
1
1
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
Yes
No
No
No
No
No
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
13
4
3
2
7
9
1
14
15
16
17
4
39
1
6
1
3
1
3
5
5
1
24
21
15
1
1
9
1
1
2
8
2
18
28
13
4
1
1
1
1
15
1
17
1
3
8
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
2.4
1
36.4
81.3
32.7
1.7
33.4
50.2
53.2
2
39.9
16.2
27.5
18.4
0.9
56.9
29.3
1.2
14.2
0.4
44.8
19
1.2
4.8
1.8
17.2
1.5
13
32.7
25.2
14.3
47.7
24.7
34.8
48.7
43.9
2.8
22.9
24
2.2
23.4
1.9
85.7
64.3
19
53
89.7
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Female
Female
Female
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Non-White
White
Non-White
White
Non-White
White
Non-White
White
White
Non-White
White
White
White
White
Non-White
White
Non-White
Non-White
White
White
White
White
Non-White
White
White
Non-White
White
White
White
Non-White
White
Non-White
White
White
White
Non-White
White
White
White
White
White
White
White
White
White
Non-White
Non-White
16
1
4
2
5
17.5
15
14
5
10
3.8
1.5
1
2
3.5
8
1
1.5
1.5
2
13
2
4
5
2
1
11
1
12
1
0.5
7
9.7
11.3
2
25
3
2
5
1
1
6
3
18
2
4
0.5
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
14
1
10
1
5
1
35
13
27
11
6
19
30
1
22
24
1
2
3
2
17
1
18
2
15
2
25
8
6
6
11
5
2
12
39
33
1
2
34
38
1
1
12
30
7
2
1
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
13.1
2.9
48.4
35.4
72.8
63.5
33.8
1.1
39
39.2
33.7
76.4
27.6
0.3
35.8
3.7
23.2
56.4
47.8
16.5
0.9
37.4
55.8
29.3
56.8
71
1.2
40.7
74.2
25.3
40.7
0.8
13.4
8.1
83.8
29
50.6
22
62.9
52.2
37.3
17.6
34.2
61.9
24.5
13.1
36
Male
Male
Male
Female
Female
Male
Male
Male
Male
Female
Female
Female
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Female
Female
Male
Male
Male
Female
Male
Female
Male
Female
Male
Male
Male
Male
Female
Male
White
Non-White
Non-White
White
Non-White
White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
White
White
White
White
White
White
Non-White
Non-White
Non-White
White
Non-White
White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
White
Non-White
Non-White
11
15
8
6
9
4
1
10
8.5
69.9
6
3
16.5
2
16
1
2
0.5
2
0.4
9
2
14
0.7
0.8
2
4.5
2
2.5
24
11.2
18
1.5
25.5
8
1.6
18.5
1.2
6
4
14
2
18.5
23
14
1.5
6
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
12
1
4
13
2
8
32
14
1
7
7
2
40
18
24
8
1
25
15
3
8
2
10
9
9
6
10
1
19
4
5
9
8
30
4
2
2
31
3
12
9
6
1
27
1
21
9
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
57.6
48.3
1.8
27.6
51.1
17.8
29.8
35.4
1.1
19.7
34.6
16.1
26.6
43.4
17.8
20
65.2
62.2
25.4
80.5
47.2
0.8
48.6
12.6
13.6
52.9
51.1
24.9
25
2.4
21.5
4.3
47.3
1.6
3.5
1.2
4.4
22.9
57.9
47.2
12.5
28.8
1.4
39.4
76.2
60.3
2.3
Female
Female
Female
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Female
Male
Male
Male
Male
Female
Male
Male
Male
Female
Female
Male
Male
Male
Male
Female
Female
Male
Male
Female
Male
Male
Male
Male
Female
Male
Male
White
Non-White
Non-White
White
White
White
White
White
White
Non-White
Non-White
White
Non-White
Non-White
White
White
White
White
White
Non-White
White
White
Non-White
White
White
White
Non-White
White
Non-White
Non-White
White
White
White
Non-White
Non-White
White
Non-White
White
White
White
White
Non-White
White
Non-White
White
White
White
1
2
8
6
10
8
7
13
2
38.5
7
1.2
5
24
3
10.5
11
9
1
3
5
0.6
13
4
0.4
5.5
1
14
3.5
3
4
2.7
19
3
2
2.1
14
22.3
6.5
1
98
2
1
17
6
2.5
2
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
No
No
Yes
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
10
1
28
5
27
23
18
15
25
3
2
26
4
5
37
4
16
9
14
7
1
22
8
13
10
1
3
2
9
13
18
5
17
4
10
9
1
9
18
25
13
4
15
1
13
3
3
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
35.4
1.8
83.6
15.3
38.1
49.1
39.9
44.4
1.3
66.2
22.2
20.2
9
32.7
1.9
7.1
16.7
2.5
12
30.3
15.5
43.2
40.3
1.1
57.4
47.7
23
1.1
0.2
1.2
81.6
1.2
17.9
14.7
48.5
11.1
26.2
5.7
38.4
37.4
17.5
17.7
23.6
41.9
2.4
44.9
83.3
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Female
Male
Female
Female
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Female
Non-White
White
White
Non-White
White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
White
Non-White
Non-White
White
White
White
White
White
Non-White
White
Non-White
White
White
White
White
Non-White
Non-White
White
White
White
White
White
White
Non-White
White
White
White
Non-White
White
White
White
Non-White
Non-White
White
18
6
4
4
5.5
9
12
25
13.5
4
35
3
1
3
5
2.5
16
8.1
8
4
0.3
2
1
15
3.5
14
4
0.2
8
2
11
7
7
2
0.5
18.5
7
3.5
2
0.8
4
9
1.5
6
10
0.5
9.5
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
8
28
4
3
14
6
2
6
1
1
25
10
2
29
18
9
3
26
32
7
19
1
28
2
6
1
2
1
1
21
4
29
1
19
17
2
9
1
15
16
10
11
2
17
8
1
3
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
17.2
54.3
16.4
27.8
68.9
25.9
35.1
41
26.9
49.6
24.1
30.2
67.2
44
1.3
11
1.2
45.1
41.8
1.4
66.6
1.3
84
37.1
39
42.1
44.4
44.1
11.3
60.2
1.5
13.8
1.7
43.9
62.2
61.4
9.6
26.7
49.3
10.9
50.7
72.7
0.4
12.7
56.7
38.3
51.2
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Female
Male
Male
Male
Female
Female
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Female
Male
Female
Female
Female
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Non-White
White
White
White
White
Non-White
White
White
Non-White
White
White
Non-White
White
White
Non-White
White
Non-White
Non-White
White
White
White
Non-White
White
White
White
White
Non-White
Non-White
White
White
Non-White
White
Non-White
White
White
White
White
White
White
White
Non-White
White
White
Non-White
Non-White
White
White
4
27.5
1
3
6
5.5
1.2
4
3
25.5
19
7.5
0.2
3
1.5
5
4
4
0.3
4
14
3
9
0.2
1.7
8.5
2
5
4
21
9
14
20
7.5
5
6
2.5
25
1
5
3
2.1
17
16
10
25.5
5
No
Yes
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
No
No
No
No
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
24
30
38
28
1
3
13
1
1
1
7
15
11
4
1
8
3
33
16
1
7
23
9
37
16
33
1
34
20
16
7
3
40
34
1
20
9
28
9
5
2
17
5
10
5
35
8
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
1.6
66
33.3
44.3
1.7
1.7
54.9
36.4
38.9
52.8
41.8
15.5
8.2
1.2
32
18.4
0.8
27.3
28.8
58.3
18.1
23.1
1.1
61.3
1.1
44.1
1.6
2.9
1.1
70.4
1.3
26
46
10.4
25.2
1.2
16.4
18.4
5
37.3
1.2
7.3
19.7
23.6
59.7
54.1
39.6
Female
Female
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Female
Female
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Female
Male
Male
Male
Male
Female
Male
Female
Male
Female
Male
Female
White
White
White
Non-White
Non-White
Non-White
Non-White
White
Non-White
White
White
White
White
Non-White
White
White
Non-White
Non-White
White
White
White
White
White
Non-White
White
Non-White
Non-White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
White
Non-White
Non-White
White
Non-White
Non-White
White
3
20
5
4.5
8
6
5
7
5.5
32
10
1.5
10
5
36
28
10.5
0.5
1.9
20
1.5
6
1
21
9
2
1
5
6
60
3.5
4
56
2
3
17
10
5
2
2
0.5
12.5
25
7
1
14.6
16
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
29
26
13
9
7
26
16
1
15
3
6
6
18
18
35
29
1
1
10
28
1
10
3
1
21
27
1
12
1
34
1
1
11
14
33
11
5
19
10
3
3
10
19
17
15
1
7
Alive
Alive
Alive
Alive
Alive
Alive
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
50.2
34.9
83.4
0.6
43.5
54.9
79.7
53.5
64.7
81
37.6
49.7
57.4
50.9
45.9
89.3
67.8
77
53.2
3
4.6
55.7
24.8
86.2
41.3
80.3
59.9
46.1
61.5
77
83.5
57.1
62.2
73.1
63.1
60
54.6
40.5
63.1
79.9
76.2
62
5.2
36.9
56.3
63.1
86.5
Male
Male
Female
Female
Female
Male
Male
Male
Female
Female
Male
Male
Male
Female
Male
Male
Male
Female
Female
Female
Female
Male
Male
Female
Male
Male
Male
Male
Female
Female
Male
Female
Male
Male
Male
Female
Male
Male
Female
Male
Female
Male
Female
Male
Male
Female
Female
White
White
Non-White
Non-White
Non-White
White
White
White
White
White
White
White
White
White
Non-White
White
White
Non-White
Non-White
White
Non-White
Non-White
White
Non-White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
White
Non-White
White
Non-White
Non-White
Non-White
Non-White
White
White
White
4
4.5
4.5
31.9
6
14
23
35
48
18
90
95
19
36
38.5
3
12
9
20
46
85
17
42
24
38.5
16
75
96
42
10
4
75
52.3
37
36
31
86
90
20
39
11
13
63.4
82.5
75
11
30.5
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
Yes
Yes
No
Yes
No
Yes
No
Yes
No
Yes
No
No
No
Yes
No
No
Yes
Yes
No
Yes
No
No
No
Yes
Yes
Yes
No
Yes
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
15
16
13
5
2
21
37
1
1
3
24
1
1
1
6
21
21
10
23
17
8
24
1
29
18
1
6
3
25
7
14
1
8
39
34
14
12
6
1
14
4
12
7
1
1
16
3
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
74.3
56.1
70.2
47.4
56.3
84
43.2
21.7
49.2
73.7
12.1
71.1
43
73.8
59.8
47.8
76.6
62.6
67.3
40.5
60.7
0.9
60.1
69.6
52.2
67.7
44.4
59.2
71.3
86.1
85.4
53.1
22.7
74.8
85
61.2
60
45.2
83.7
83.5
8.4
25.6
46.4
19.8
46
73.1
89
Male
Male
Female
Male
Male
Male
Female
Male
Male
Female
Female
Male
Female
Female
Female
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Female
White
White
Non-White
White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
Non-White
White
White
White
White
Non-White
White
White
White
Non-White
Non-White
White
White
White
Non-White
White
White
White
White
White
White
White
White
White
White
Non-White
White
White
Non-White
White
Non-White
White
White
White
White
17.5
47
21.5
55
5
4
16.5
30
5
2
87
45
98
20
22
94
6
30
9.5
68
97
66
11.5
78
41.5
58
97.5
2
40.5
83
1
21.2
79.5
28.5
11.5
22
85
80
30.5
10
30
75.5
52.5
85.5
10
19
6
No
Yes
No
No
Yes
No
No
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
Yes
No
No
Yes
Yes
No
Yes
Yes
No
No
No
No
Yes
No
No
No
Yes
No
No
No
Yes
Yes
No
No
Yes
Yes
No
Yes
Yes
No
No
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
33
27
3
1
1
8
18
1
8
6
20
13
1
13
1
21
22
16
14
23
10
18
1
26
29
2
28
1
1
31
11
11
1
10
31
1
9
3
2
11
6
8
1
16
8
26
7
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
81.7
70.9
78.9
52.9
63.8
42.2
79.8
82.1
57.1
86.6
5.8
88.3
44
36.7
26.5
78.2
61.2
84.1
21.1
64.9
48.9
29
80.4
83.6
39.3
82
34.5
73.6
83
46.3
54.3
58.8
71.3
77.7
81.7
85.6
2.4
43.2
60.8
51.3
89.5
50.5
2.3
44.5
57.8
68.4
8.7
Female
Male
Male
Male
Female
Male
Female
Male
Male
Female
Male
Female
Female
Male
Female
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Female
Female
Female
Female
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Non-White
White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
Non-White
White
Non-White
Non-White
Non-White
White
White
Non-White
White
White
White
White
White
White
White
White
White
White
White
White
White
White
White
Non-White
White
Non-White
White
Non-White
White
White
White
Non-White
White
White
White
Non-White
Non-White
34
34
37.5
51.2
50
81
29
22
18
54
40
12
43.5
65
75
35
20.5
27
30
70
90
17
4
20
35
14
73
20
60
53
48.4
61.9
15
11
3.9
10
86.5
46
2
82.3
23
91
95
72
70
28.5
59
Yes
No
Yes
No
Yes
Yes
No
Yes
No
No
Yes
No
Yes
Yes
Yes
No
No
No
Yes
No
No
Yes
No
No
Yes
No
Yes
No
No
Yes
Yes
Yes
No
Yes
Yes
No
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
6
5
35
1
3
10
21
33
33
23
39
7
31
16
11
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
59.1
50
35.2
56.5
65.2
54.9
52.6
84.5
42.8
83.7
34.2
59
85.5
46.8
40.8
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Non-White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
White
White
Non-White
White
80
53
28.5
26
57
15
76.5
29.5
98
50.5
91
37.5
4.6
47
1.2
No
Yes
No
No
Yes
Yes
Yes
No
No
No
Yes
Yes
Yes
Yes
Yes
Column10
flame
Yes
No
No
No
Yes
No
No
Yes
No
Yes
No
No
No
Yes
Yes
Yes
No
Yes
No
No
No
Yes
No
No
No
No
Yes
Yes
No
No
No
No
No
Yes
Yes
Yes
No
No
Yes
Yes
No
No
No
Yes
No
No
No
Yes
No
Yes
No
No
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
Yes
No
No
Yes
No
Yes
Yes
No
No
No
No
Yes
No
Yes
No
No
Yes
Yes
No
Yes
No
Yes
No
Yes
Yes
No
No
Yes
No
Yes
No
Yes
No
Yes
No
No
No
No
Yes
Yes
No
Yes
No
No
Yes
Yes
No
No
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
No
No
No
Yes
Yes
Yes
No
No
No
No
Yes
No
Yes
No
No
Yes
Yes
No
Yes
No
No
No
Yes
No
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
No
No
Yes
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
No
No
Yes
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
No
Yes
Yes
Yes
No
No
Yes
No
Yes
No
Yes
Yes
No
No
No
No
Yes
Yes
No
No
No
Yes
No
No
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
No
No
No
No
Yes
No
Yes
No
No
No
No
Yes
No
Yes
Yes
Yes
No
No
No
Yes
No
No
No
Yes
No
Yes
No
Yes
Yes
No
No
No
Yes
Yes
Yes
No
No
No
Yes
No
No
No
Yes
Yes
Yes
No
No
Yes
No
No
Yes
Yes
No
No
Yes
No
Yes
Yes
No
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
No
Yes
No
No
No
Yes
Yes
No
No
No
Yes
Yes
Yes
No
Yes
No
Yes
No
No
Yes
No
No
No
Yes
No
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
Yes
No
Yes
Yes
No
Yes
No
Yes
Yes
No
No
No
No
Yes
No
Yes
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
No
No
No
No
Yes
No
No
Yes
Yes
No
Yes
Yes
No
No
Yes
Yes
No
No
No
Yes
No
No
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
Yes
No
No
Yes
No
Yes
Yes
No
Yes
Yes
No
Yes
Yes
No
Yes
No
Yes
No
Yes
No
No
No
No
Yes
No
Yes
No
No
No
No
No
No
Yes
Yes
Yes
Yes
No
No
No
No
Yes
No
Yes
No
Yes
Yes
No
No
No
Yes
No
Yes
No
No
No
No
No
No
No
No
Yes
Yes
No
Yes
No
No
Yes
No
Yes
No
No
Yes
No
No
Yes
No
No
No
Yes
No
No
No
No
Yes
Yes
No
Yes
Yes
No
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
Yes
No
No
No
Yes
Yes
No
Yes
Yes
No
Yes
No
No
Yes
No
No
No
No
No
Yes
No
No
Yes
No
Yes
No
Yes
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
Yes
Yes
Yes
No
No
No
No
No
No
No
No
Yes
Yes
No
Yes
No
No
No
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
Yes
No
Yes
No
No
No
No
Yes
No
No
Yes
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
No
No
No
No
No
No
Yes
Yes
Yes
No
Yes
Yes
No
Yes
No
No
Yes
Yes
No
No
Yes
No
Yes
Yes
No
No
No
No
No
No
No
No
Yes
Yes
No
No
Yes
No
No
No
Yes
Yes
No
Yes
Yes
No
No
No
No
No
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
No
Yes
No
Yes
Yes
No
Yes
Yes
No
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
No
No
Yes
Yes
No
No
Yes
No
No
No
No
Yes
No
Yes
No
No
No
Yes
Yes
No
Yes
No
No
No
Yes
Yes
No
No
No
Yes
No
Yes
No
Yes
No
Yes
Yes
Yes
No
No
No
No
Yes
No
Yes
Yes
No
No
No
No
Yes
Yes
No
No
Yes
No
Yes
No
Yes
No
Yes
Yes
Yes
No
Yes
No
No
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
No
No
Yes
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
No
Yes
No
No
Yes
No
Yes
No
Yes
No
No
No
No
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
No
No
No
Yes
Yes
No
No
Yes
No
No
No
No
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
Yes
Yes
No
No
No
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
No
Yes
Yes
No
No
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
id
facility
1
3
4
5
6
8
9
10
12
14
15
16
18
19
22
23
26
27
30
31
32
34
35
36
39
40
41
42
43
44
45
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
11
12
1
1
6
1
1
1
20
31
11
20
1
35
39
1
5
1
1
1
10
3
11
5
22
21
9
36
11
5
14
1
16
5
1
6
5
15
1
4
18
15
1
10
1
6
status
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
age
26.6
22
37.3
52.1
50.2
53.8
31.9
41.1
5.9
56.2
67.3
15.5
70.6
35.9
17.1
6.9
68.4
66.9
70.2
38.3
64.4
21.1
60.3
29.1
73.7
13.7
5.4
87.7
7.1
64.3
43.1
30.9
16
55
16
14.6
29.7
29.8
14.6
13.2
5.5
53.9
5
56.2
26.9
18.9
gender
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Female
Male
Male
Female
Male
Male
Male
race
tbsa
inh_inj
White
25.3 No
Non-White
2 No
White
2 No
White
6 No
White
7 No
White
0.9 No
White
2 No
White
22 No
Non-White
30.5 No
White
7 No
White
17 No
White
2 No
Non-White
3 No
Non-White
7 No
Non-White
16 No
Non-White
6 No
Non-White
4 No
White
7 No
Non-White
5.5 No
Non-White
16 No
White
4 No
Non-White
3 No
White
5.2 No
Non-White
4 No
White
2 Yes
White
5 No
Non-White
3 No
White
15 No
White
14 No
Non-White
14 No
White
0.3 No
Non-White
2.2 No
White
2 No
White
2 No
White
4 No
Non-White
2 No
Non-White
4 No
White
3 No
Non-White
8 No
Non-White
15 No
White
18 No
Non-White
5 No
Non-White
4 No
Non-White
0.1 No
Non-White
2 No
Non-White
6 No
flame
Yes
No
No
Yes
No
Yes
No
Yes
No
Yes
Yes
Yes
Yes
No
Yes
No
No
Yes
No
No
No
Yes
Yes
Yes
Yes
Yes
No
No
No
Yes
No
No
Yes
No
Yes
No
No
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
62
63
64
66
67
68
69
70
71
72
74
75
76
78
79
80
81
82
83
84
85
86
87
88
90
92
94
95
96
98
99
100
101
102
104
106
107
108
109
110
111
112
113
114
115
116
118
10
37
15
10
6
15
16
39
20
2
1
1
11
4
19
5
1
1
5
1
36
32
38
13
11
32
21
29
37
1
24
6
6
1
1
19
4
36
2
38
17
14
23
11
18
1
5
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
57.3
59.4
49.3
39.8
37.9
54.5
37.1
20.3
5.2
43.5
19.9
11.4
67.6
5.3
29.3
36.1
49.7
55.1
29.5
72.7
19
56.2
15.7
69.7
47.1
48.5
64.1
61.1
43.9
34
15
39.4
24.3
13.1
72.8
21.4
9.4
14.1
60.9
26.4
39.6
7.7
32.6
6.4
18.6
48
39.9
Female
Female
Male
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Female
Female
Male
Female
Female
Male
Female
Male
Male
Female
Female
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Non-White
Non-White
White
Non-White
Non-White
Non-White
White
White
Non-White
White
White
Non-White
White
White
White
White
Non-White
White
Non-White
White
White
White
Non-White
Non-White
White
White
White
Non-White
Non-White
Non-White
Non-White
White
Non-White
Non-White
White
White
Non-White
White
White
White
White
White
White
Non-White
White
White
Non-White
6
11.5
12.3
3.5
4
1.7
21
29.3
14
4.5
6
7
26.7
2.5
8
3
4
2
18
5
2
12.5
29.5
6
20
3.5
28
5
18.5
1
52.5
5
7
17
1.9
2
30
4
2.5
8
7.5
8
4
21.1
3
10
25
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
No
Yes
No
No
No
No
No
Yes
Yes
No
No
No
Yes
Yes
No
Yes
No
Yes
Yes
No
No
No
Yes
No
Yes
No
Yes
Yes
No
Yes
No
Yes
No
Yes
Yes
No
Yes
Yes
Yes
No
Yes
No
No
No
Yes
Yes
Yes
No
Yes
Yes
No
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
120
122
123
124
125
126
128
129
130
131
134
135
136
137
138
139
141
142
143
144
145
147
149
150
151
153
154
155
158
159
161
162
163
164
165
166
167
168
169
170
172
173
174
175
177
178
179
10
7
1
13
26
7
26
2
17
1
8
25
35
1
1
12
7
5
7
6
3
21
4
1
26
11
18
1
29
3
7
1
23
18
2
2
32
11
27
7
2
22
1
22
14
10
27
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
30.3
53.7
21.1
66.7
64
48.7
27
44.5
11.3
19.7
19.5
65.8
55.1
34.2
49.6
5.3
42.2
26.1
36.5
55.7
20.3
16.6
7
33
55.1
20.7
7.4
20
40.8
27.1
7.8
50.8
51.7
35.8
26.7
26.6
44.3
19
36.1
54.3
56.9
28.6
11.6
47.5
50.5
36.3
40.9
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Female
Male
Non-White
Non-White
Non-White
White
Non-White
Non-White
Non-White
White
Non-White
White
White
White
Non-White
White
White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
White
White
White
White
White
White
White
White
White
White
Non-White
White
White
Non-White
White
3
5
3
18
10
1.5
8
0.5
5
4
5
18
36
27.5
1
6
2
2
13
5
13.5
8
32
11
8
2.4
13.5
20
60
8
11.7
3
32
12
1.5
2.5
1
77.2
18
7.5
0.2
3
4
28
2.5
4
49.5
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
Yes
Yes
Yes
No
No
No
Yes
No
Yes
Yes
Yes
No
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
180
181
182
183
185
186
187
188
189
191
192
193
194
196
197
198
199
202
203
206
207
208
209
211
213
214
215
216
218
220
221
224
225
226
227
229
230
231
232
233
234
235
236
238
239
240
241
1
1
1
25
36
20
1
2
1
30
33
5
8
1
2
1
10
38
17
6
8
9
14
5
2
1
2
4
1
9
11
1
30
7
26
2
1
32
2
1
13
1
35
1
30
6
1
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
30.9
16.2
22.1
7.5
51.2
11.5
11.1
15.5
47.5
47.8
56.4
27.3
59
53.6
51.3
20.7
39.6
12.2
27.4
77.6
10.2
7.5
15.9
30.6
5.2
32.5
23
16.9
42.2
8.8
38.7
19.9
49.7
48.7
27.3
31.8
15.7
61.6
62.9
52.4
61
50
60.4
19.8
19.1
61.6
42.2
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Female
Female
Male
Female
Female
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Female
Female
Non-White
Non-White
White
Non-White
White
White
White
White
White
White
White
Non-White
White
White
White
Non-White
Non-White
Non-White
White
White
White
Non-White
White
Non-White
White
White
White
White
White
White
White
White
Non-White
White
White
White
White
White
White
Non-White
Non-White
White
Non-White
Non-White
Non-White
Non-White
White
2
1
15
18
7
9
8
8
8
2
32
2
2.5
10
20
6
1
24
60.5
1
34.5
4
12.5
6
1
4
8
0.5
12
7
20.5
5
16
1.5
2.5
6.7
3
9.5
1.5
10
10
3
20
2
3
2.5
6
No
Yes
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
Yes
No
No
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
No
No
Yes
Yes
No
Yes
No
No
Yes
Yes
Yes
Yes
No
Yes
No
No
No
Yes
No
No
No
Yes
No
Yes
Yes
Yes
No
No
Yes
No
No
No
242
244
246
247
248
251
252
253
254
255
256
257
259
260
261
262
263
265
266
268
269
270
271
273
274
275
276
278
279
280
281
282
283
284
285
286
287
289
290
291
293
294
295
296
297
298
299
17
8
36
23
24
1
11
20
1
27
10
5
1
16
1
12
20
1
1
7
36
2
14
35
30
8
22
2
2
1
1
17
1
1
23
1
10
8
37
1
5
8
1
1
19
17
31
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
52.4
44.4
27.5
74.8
10.6
48.4
44.8
12.3
63.7
58.6
22.3
31.8
47.8
18.7
24.7
53.6
12.4
37.2
33.8
28.9
62.3
22.5
31.6
52.1
37.2
23
30.8
47.8
50.8
35.1
48.8
88.1
49.8
31.1
10.5
54
84.3
71
64.9
74.1
15.5
16.3
60.4
32.7
24.1
37.7
46.7
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Female
Male
Female
Male
Female
Male
Male
Male
Female
Female
Male
Female
Female
Male
Male
Female
Female
Male
Male
Female
White
White
White
White
Non-White
White
White
White
Non-White
White
Non-White
White
Non-White
Non-White
White
White
Non-White
White
Non-White
White
White
White
White
Non-White
White
Non-White
White
White
White
White
White
White
Non-White
Non-White
White
White
Non-White
White
Non-White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
White
7
14.5
22
6
1
6
10.1
5
6
12
25.5
3
2.7
3
35
3.5
6
2
6
9.5
2.5
3
3
4
59
7
6
3.5
13
2
6.5
3
2
10.2
3
2
10.5
14.5
1.4
2
9
8.5
1
2
12.7
17.5
2
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
No
No
No
No
No
No
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
No
Yes
No
No
Yes
Yes
Yes
No
Yes
No
Yes
Yes
No
Yes
No
Yes
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
No
No
No
Yes
Yes
300
303
304
305
306
307
308
309
310
311
312
313
314
316
317
318
319
320
321
322
323
324
326
327
328
329
330
331
332
333
335
336
337
338
339
340
342
343
344
345
347
348
349
350
352
353
356
1
27
8
1
1
27
1
2
17
31
22
22
10
1
25
32
6
15
1
19
6
1
9
2
12
28
32
17
27
1
33
22
1
16
3
3
2
18
1
9
4
20
8
2
2
13
23
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
32.5
80.5
39.1
77.2
50.2
38.3
8
50.4
17.4
36.7
46.8
26.5
52.3
29.3
12
62.8
34.5
49.4
9.1
19.9
37.1
44
5.7
22.6
35.8
40.9
25.7
21.4
49.8
6.8
33.2
60.6
50.2
31.3
26.8
47.5
58.1
40.9
40.9
10.1
16.6
17.4
36
61.3
47.2
42.6
59.4
Male
Female
Male
Female
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
White
Non-White
Non-White
Non-White
White
White
Non-White
White
White
White
Non-White
White
White
White
White
White
White
White
White
White
Non-White
Non-White
White
White
White
White
White
Non-White
White
White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
Non-White
Non-White
White
White
White
Non-White
White
5
7
3
3
3
11
1
0.4
8.5
9
15
10
9
23.5
7
9.5
24.5
1
5
2.9
1
3
8
3
4
10
6.5
6
0.5
10
12
6
9
32
2
3.5
1.7
5
4
22.7
2
17
6.5
20
1
3
9.5
No
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
Yes
No
Yes
No
No
Yes
No
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
No
Yes
No
Yes
No
Yes
Yes
No
No
No
Yes
No
Yes
Yes
Yes
No
Yes
No
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
357
358
359
360
363
365
366
367
368
371
372
374
375
377
378
379
381
383
384
385
387
388
389
390
391
392
393
394
395
397
398
399
400
401
403
405
406
408
410
411
412
413
414
415
417
418
419
1
14
6
12
7
21
6
1
33
8
11
14
18
15
2
36
32
1
39
1
1
22
1
25
24
1
26
14
7
36
19
11
19
1
8
7
7
15
15
6
11
37
16
6
2
16
5
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
42
7.5
40.4
45.2
73.6
21.6
23.3
11.9
45
18
20.8
18.6
50.4
36.1
50.2
31.6
31.9
16
20
27.2
44.7
47
20.8
24.3
9.9
40.7
49.4
58.3
16.2
14.7
38
87
38.6
49.6
74
49
30.1
67.1
30.6
49.1
44
43
21
27.8
31.8
18.6
66
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Female
Female
Male
White
Non-White
White
White
White
White
Non-White
White
Non-White
White
White
White
White
White
White
Non-White
White
White
White
White
Non-White
Non-White
Non-White
White
Non-White
Non-White
White
White
White
White
White
White
White
Non-White
White
White
White
White
Non-White
Non-White
Non-White
Non-White
White
White
White
Non-White
White
85
2
18.5
4
2
6
5
4
3
8.5
0.7
16
3
1
2
24
24.5
19
14.9
14.5
11
5
2
1
17.5
2
5
2
3.5
2.1
13
1.4
5
10
24
0.4
9
3
24.6
2
9.9
1
5
1.5
0.1
15
3
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
Yes
No
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
No
No
No
No
Yes
No
Yes
No
No
No
No
420
422
423
424
425
426
428
429
430
431
433
434
436
438
439
440
441
443
447
448
449
450
452
454
455
456
457
458
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
10
31
1
16
4
9
7
34
7
29
2
9
31
1
29
16
1
4
1
12
7
25
6
17
2
21
1
3
19
1
1
29
1
7
3
7
23
23
8
5
26
2
2
14
2
1
4
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
33.9
16.6
17.1
31.1
7.9
17.4
51.4
41.5
17.1
8.7
19.9
15.4
30
33.5
51.3
46
35
7.7
8
14.5
29.1
23.4
52.3
63.1
41.4
27.9
27.5
42.2
19.9
23.3
67.8
37.4
59.3
55.5
48.7
13.3
11.8
39.3
26.3
30
51.1
18.1
39.6
42.4
18.9
37.3
5.4
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Female
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Female
Male
Male
Male
Female
Male
Male
Female
Female
Non-White
White
White
White
Non-White
White
Non-White
White
White
Non-White
White
White
White
White
White
Non-White
White
Non-White
White
Non-White
Non-White
White
Non-White
White
White
White
White
Non-White
White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
Non-White
White
10.5
4.5
10
22
10
33.5
12.5
1
12
8
2
3
2
8
6
20
4
1
4
0.5
2.5
5.5
30.5
0.4
0.5
4
12
4.5
9
5
2
3
15
10
3
20.5
1
1
10
6
11
5
1
2.8
12.5
2
3
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
Yes
No
No
No
Yes
No
Yes
Yes
Yes
No
Yes
No
Yes
No
No
No
No
Yes
Yes
Yes
No
Yes
No
Yes
No
Yes
No
No
Yes
No
No
No
Yes
No
No
No
No
Yes
Yes
No
Yes
Yes
No
No
479
480
482
485
486
488
489
490
493
494
496
497
498
499
500
501
502
504
505
507
508
510
512
513
514
516
517
518
519
520
523
525
528
529
530
531
533
535
536
537
540
541
543
546
547
549
552
27
38
12
1
8
1
1
12
38
6
14
1
1
5
9
1
34
22
34
32
1
10
2
4
27
1
5
19
25
5
12
10
1
3
5
35
1
7
20
8
3
1
10
12
1
17
4
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
41
37.5
6.7
29.7
23.5
44.4
42.6
20.1
35
63.5
10.7
41.7
55.6
60.4
14.8
20.3
27.2
49.8
40
26.3
42.8
81.4
9.3
14.6
23.5
49.4
46.2
56.4
60.3
48.2
22.4
56.3
41.4
81.5
17.1
11.3
56.8
48.1
12.8
60.4
21.6
47
53.6
80.3
74.1
63.6
6.2
Male
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Female
Non-White
White
White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
Non-White
Non-White
White
White
White
White
Non-White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
Non-White
White
White
Non-White
Non-White
Non-White
White
Non-White
White
Non-White
White
Non-White
White
White
White
White
25
4
0.5
10
18.5
26
15
6
1
15
61
4
7
10
0.5
2
3
12
2
59.3
5
1.5
0.2
3
2
10
32
1
15
3
5
5
5
1
6
29
2
13.5
19.5
2
2
3
1.5
14
3
2
1
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
No
No
No
Yes
No
No
Yes
Yes
No
Yes
Yes
Yes
No
Yes
No
No
No
Yes
No
Yes
No
Yes
No
Yes
No
No
No
Yes
Yes
No
No
Yes
Yes
Yes
No
No
No
Yes
Yes
Yes
No
553
554
555
556
557
558
559
560
561
562
565
566
567
569
570
571
573
574
575
576
578
579
581
583
584
588
590
591
592
593
594
595
596
597
598
600
601
603
605
606
607
608
609
610
612
613
614
3
1
12
5
1
31
1
28
4
6
3
2
7
1
14
15
17
4
39
1
1
3
3
5
1
1
9
1
1
2
8
2
18
28
13
1
1
1
1
17
1
3
8
14
10
1
5
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
66.8
54.4
46.1
21.7
40.3
21.2
29.9
42.9
15.3
10.5
36.4
81.3
32.7
33.4
50.2
53.2
39.9
16.2
27.5
18.4
56.9
29.3
14.2
44.8
19
17.2
13
32.7
25.2
14.3
47.7
24.7
34.8
48.7
43.9
22.9
24
23.4
85.7
64.3
19
53
89.7
13.1
48.4
35.4
72.8
Male
Female
Female
Male
Male
Male
Female
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Non-White
White
White
Non-White
White
White
White
White
Non-White
Non-White
Non-White
White
Non-White
Non-White
White
White
White
White
White
White
White
Non-White
White
White
White
Non-White
White
White
Non-White
White
Non-White
White
White
White
Non-White
White
White
White
White
White
White
Non-White
Non-White
White
Non-White
White
Non-White
2
5
20
10
25
9
10
21
1
1
4
2
5
15
14
5
3.8
1.5
1
2
8
1
1.5
13
2
1
1
12
1
0.5
7
9.7
11.3
2
25
2
5
1
3
18
2
4
0.5
11
8
6
9
Yes
No
Yes
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
No
No
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
No
Yes
No
No
Yes
No
No
No
No
Yes
Yes
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
No
No
No
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
615
616
618
619
620
621
622
624
626
627
628
629
631
632
633
634
635
637
638
639
640
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
660
661
662
663
664
666
667
668
669
1
35
27
11
6
19
30
22
1
2
3
2
1
18
2
15
2
8
6
6
11
2
12
39
33
1
2
34
38
1
1
12
30
7
2
1
12
1
13
2
8
32
14
7
7
2
40
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
63.5
33.8
39
39.2
33.7
76.4
27.6
35.8
23.2
56.4
47.8
16.5
37.4
55.8
29.3
56.8
71
40.7
74.2
25.3
40.7
13.4
8.1
83.8
29
50.6
22
62.9
52.2
37.3
17.6
34.2
61.9
24.5
13.1
36
57.6
48.3
27.6
51.1
17.8
29.8
35.4
19.7
34.6
16.1
26.6
Male
Male
Male
Female
Female
Female
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Female
Male
Female
Male
Female
Male
Male
Male
Male
Female
Male
Female
Female
Male
Male
Male
Male
Male
Female
Male
Male
Male
White
Non-White
White
White
White
White
Non-White
Non-White
Non-White
White
White
White
White
White
White
White
White
Non-White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
White
Non-White
Non-White
White
Non-White
White
White
White
White
White
Non-White
Non-White
White
Non-White
4
1
8.5
69.9
6
3
16.5
16
2
0.5
2
0.4
2
14
0.7
0.8
2
2
2.5
24
11.2
1.5
25.5
8
1.6
18.5
1.2
6
4
14
2
18.5
23
14
1.5
6
1
2
6
10
8
7
13
38.5
7
1.2
5
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
No
No
No
Yes
Yes
No
Yes
No
Yes
Yes
No
No
No
No
No
Yes
Yes
No
No
Yes
No
No
Yes
Yes
Yes
Yes
No
No
No
No
No
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
No
670
671
672
673
674
675
676
677
679
680
681
682
683
684
685
687
689
694
695
696
697
698
700
701
702
704
706
707
708
709
710
711
713
714
715
716
717
719
720
722
723
724
725
726
728
729
730
18
24
8
1
25
15
3
8
10
9
9
6
10
1
19
5
8
31
3
12
9
6
27
1
21
10
28
5
27
23
18
15
3
2
26
4
5
4
16
14
7
1
22
8
10
1
3
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
43.4
17.8
20
65.2
62.2
25.4
80.5
47.2
48.6
12.6
13.6
52.9
51.1
24.9
25
21.5
47.3
22.9
57.9
47.2
12.5
28.8
39.4
76.2
60.3
35.4
83.6
15.3
38.1
49.1
39.9
44.4
66.2
22.2
20.2
9
32.7
7.1
16.7
12
30.3
15.5
43.2
40.3
57.4
47.7
23
Male
Male
Male
Male
Male
Female
Female
Female
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Female
Male
Non-White
White
White
White
White
White
Non-White
White
Non-White
White
White
White
Non-White
White
Non-White
White
White
White
White
White
White
Non-White
Non-White
White
White
Non-White
White
Non-White
White
Non-White
Non-White
White
White
White
Non-White
Non-White
White
Non-White
White
White
White
White
Non-White
White
White
White
White
24
3
10.5
11
9
1
3
5
13
4
0.4
5.5
1
14
3.5
4
19
22.3
6.5
1
98
2
17
6
2.5
18
4
4
5.5
9
12
25
4
35
3
1
3
2.5
16
8
4
0.3
2
1
3.5
14
4
No
No
Yes
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
No
Yes
Yes
No
No
Yes
No
No
Yes
No
Yes
Yes
No
Yes
No
No
Yes
No
No
Yes
No
Yes
No
Yes
Yes
Yes
Yes
No
No
No
Yes
Yes
Yes
No
No
No
Yes
Yes
No
734
736
737
738
739
740
741
742
743
744
745
746
747
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
766
768
769
771
773
774
775
776
777
778
779
780
782
784
785
786
787
788
18
17
4
10
9
1
9
18
25
13
4
15
1
3
3
8
28
4
3
14
6
2
6
1
1
25
10
2
29
9
26
32
19
28
2
6
1
2
1
1
21
29
19
17
2
9
1
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
81.6
17.9
14.7
48.5
11.1
26.2
5.7
38.4
37.4
17.5
17.7
23.6
41.9
44.9
83.3
17.2
54.3
16.4
27.8
68.9
25.9
35.1
41
26.9
49.6
24.1
30.2
67.2
44
11
45.1
41.8
66.6
84
37.1
39
42.1
44.4
44.1
11.3
60.2
13.8
43.9
62.2
61.4
9.6
26.7
Female
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
White
White
White
White
White
Non-White
White
White
White
Non-White
White
White
White
Non-White
White
Non-White
White
White
White
White
Non-White
White
White
Non-White
White
White
Non-White
White
White
White
Non-White
White
White
White
White
White
White
Non-White
Non-White
White
White
White
White
White
White
White
White
11
7
2
0.5
18.5
7
3.5
2
0.8
4
9
1.5
6
0.5
9.5
4
27.5
1
3
6
5.5
1.2
4
3
25.5
19
7.5
0.2
3
5
4
0.3
14
9
0.2
1.7
8.5
2
5
4
21
14
7.5
5
6
2.5
25
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
Yes
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
Yes
No
No
No
Yes
Yes
Yes
No
Yes
Yes
Yes
No
Yes
No
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
No
No
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
789
790
791
792
794
795
796
797
799
800
801
804
805
806
807
808
809
810
812
813
815
816
817
818
819
821
823
827
829
830
831
832
834
835
836
837
839
840
841
842
843
844
845
846
847
849
850
15
16
10
11
17
8
1
3
30
38
28
13
1
1
1
7
15
11
1
8
33
16
1
7
23
37
33
16
3
40
34
1
9
28
9
5
17
5
10
5
35
8
29
26
13
7
26
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
Alive
49.3
10.9
50.7
72.7
12.7
56.7
38.3
51.2
66
33.3
44.3
54.9
36.4
38.9
52.8
41.8
15.5
8.2
32
18.4
27.3
28.8
58.3
18.1
23.1
61.3
44.1
70.4
26
46
10.4
25.2
16.4
18.4
5
37.3
7.3
19.7
23.6
59.7
54.1
39.6
50.2
34.9
83.4
43.5
54.9
Female
Male
Female
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Female
Male
Male
Female
Female
Male
White
White
Non-White
White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
White
Non-White
White
White
White
White
White
White
Non-White
White
White
White
White
Non-White
Non-White
White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
White
Non-White
Non-White
White
White
White
Non-White
Non-White
White
1
5
3
2.1
16
10
25.5
5
20
5
4.5
5
7
5.5
32
10
1.5
10
36
28
0.5
1.9
20
1.5
6
21
2
60
4
56
2
3
10
5
2
2
12.5
25
7
1
14.6
16
4
4.5
4.5
6
14
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
Yes
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
No
No
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
No
No
851
852
853
854
855
856
857
858
859
860
861
862
863
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
16
1
15
3
6
6
18
18
35
29
1
1
10
10
3
1
21
27
1
12
1
34
1
1
11
14
33
11
5
19
10
3
3
10
19
17
15
1
7
15
16
13
5
2
21
37
1
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
79.7
53.5
64.7
81
37.6
49.7
57.4
50.9
45.9
89.3
67.8
77
53.2
55.7
24.8
86.2
41.3
80.3
59.9
46.1
61.5
77
83.5
57.1
62.2
73.1
63.1
60
54.6
40.5
63.1
79.9
76.2
62
5.2
36.9
56.3
63.1
86.5
74.3
56.1
70.2
47.4
56.3
84
43.2
21.7
Male
Male
Female
Female
Male
Male
Male
Female
Male
Male
Male
Female
Female
Male
Male
Female
Male
Male
Male
Male
Female
Female
Male
Female
Male
Male
Male
Female
Male
Male
Female
Male
Female
Male
Female
Male
Male
Female
Female
Male
Male
Female
Male
Male
Male
Female
Male
White
White
White
White
White
White
White
White
Non-White
White
White
Non-White
Non-White
Non-White
White
Non-White
Non-White
Non-White
White
White
Non-White
Non-White
Non-White
White
White
White
White
Non-White
Non-White
White
Non-White
White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
White
Non-White
White
White
White
Non-White
Non-White
23
35
48
18
90
95
19
36
38.5
3
12
9
20
17
42
24
38.5
16
75
96
42
10
4
75
52.3
37
36
31
86
90
20
39
11
13
63.4
82.5
75
11
30.5
17.5
47
21.5
55
5
4
16.5
30
No
No
No
No
Yes
No
No
No
No
No
No
Yes
No
No
Yes
No
Yes
No
Yes
No
Yes
No
No
No
Yes
No
No
Yes
Yes
No
Yes
No
No
No
Yes
Yes
Yes
No
Yes
No
Yes
No
No
Yes
No
No
Yes
Yes
No
Yes
Yes
Yes
Yes
No
Yes
Yes
No
No
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
900
901
902
903
904
905
906
907
908
909
910
911
912
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
1
3
24
1
1
1
6
21
21
10
23
17
8
1
29
18
1
6
3
25
7
14
1
8
39
34
14
12
6
1
14
4
12
7
1
1
16
3
33
27
3
1
1
8
18
1
8
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
49.2
73.7
12.1
71.1
43
73.8
59.8
47.8
76.6
62.6
67.3
40.5
60.7
60.1
69.6
52.2
67.7
44.4
59.2
71.3
86.1
85.4
53.1
22.7
74.8
85
61.2
60
45.2
83.7
83.5
8.4
25.6
46.4
19.8
46
73.1
89
81.7
70.9
78.9
52.9
63.8
42.2
79.8
82.1
57.1
Male
Female
Female
Male
Female
Female
Female
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Male
Male
Female
Male
Male
Male
Male
Male
Male
Female
Male
Male
Female
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Female
Male
Female
Male
Male
Non-White
Non-White
Non-White
White
Non-White
White
White
White
White
Non-White
White
White
White
Non-White
White
White
White
Non-White
White
White
White
White
White
White
White
White
White
White
Non-White
White
White
Non-White
White
Non-White
White
White
White
White
Non-White
White
Non-White
Non-White
White
White
White
White
Non-White
5
2
87
45
98
20
22
94
6
30
9.5
68
97
11.5
78
41.5
58
97.5
2
40.5
83
1
21.2
79.5
28.5
11.5
22
85
80
30.5
10
30
75.5
52.5
85.5
10
19
6
34
34
37.5
51.2
50
81
29
22
18
Yes
No
Yes
Yes
Yes
No
No
Yes
Yes
No
No
Yes
Yes
Yes
Yes
No
No
No
No
Yes
No
No
No
Yes
No
No
No
Yes
Yes
No
No
Yes
Yes
No
Yes
Yes
No
No
Yes
No
Yes
No
Yes
Yes
No
Yes
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
976
977
978
979
980
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
6
20
13
1
13
1
21
22
16
14
23
10
18
1
26
29
2
28
1
1
31
11
11
1
10
31
1
3
2
11
6
8
16
8
26
7
6
5
35
1
3
10
21
33
33
23
39
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
Dead
86.6
5.8
88.3
44
36.7
26.5
78.2
61.2
84.1
21.1
64.9
48.9
29
80.4
83.6
39.3
82
34.5
73.6
83
46.3
54.3
58.8
71.3
77.7
81.7
85.6
43.2
60.8
51.3
89.5
50.5
44.5
57.8
68.4
8.7
59.1
50
35.2
56.5
65.2
54.9
52.6
84.5
42.8
83.7
34.2
Female
Male
Female
Female
Male
Female
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Female
Male
Female
Male
Male
Male
Male
Female
Female
Female
Female
Male
Male
Male
Male
Male
Female
Female
Male
Male
Male
Male
Male
Male
Male
Male
Male
Male
Female
Female
Male
Non-White
Non-White
White
Non-White
Non-White
Non-White
White
White
Non-White
White
White
White
White
White
White
White
White
White
White
White
White
White
White
White
Non-White
White
Non-White
Non-White
White
White
White
Non-White
White
White
Non-White
Non-White
Non-White
White
Non-White
Non-White
Non-White
Non-White
Non-White
White
White
White
White
54
40
12
43.5
65
75
35
20.5
27
30
70
90
17
4
20
35
14
73
20
60
53
48.4
61.9
15
11
3.9
10
46
2
82.3
23
91
72
70
28.5
59
80
53
28.5
26
57
15
76.5
29.5
98
50.5
91
No
Yes
No
Yes
Yes
Yes
No
No
No
Yes
No
No
Yes
No
No
Yes
No
Yes
No
No
Yes
Yes
Yes
No
Yes
Yes
No
No
No
Yes
No
Yes
Yes
Yes
Yes
Yes
No
Yes
No
No
Yes
Yes
Yes
No
No
No
Yes
No
Yes
Yes
Yes
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
No
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
No
Yes
997
998
999
1000
7
31
16
11
Dead
Dead
Dead
Dead
59
85.5
46.8
40.8
Male
Male
Male
Male
White
White
Non-White
White
37.5
4.6
47
1.2
Yes
Yes
Yes
Yes
Yes
Yes
Yes
Yes
gender
tbsa
flame
Male
0.5
Yes
Sum of death Count of death Average of tbsa
0
4
0.5
Team Fire:
Darren Mans
Renee Taillon
Shelbea Rainbolt
Thomas Salmons
Assignment 1 - February 3, 2019 – MIS690
Business Problem Statement
For this assignment, you will use this "Business Problem Statement" template to organize your
problem statement. Complete the table below according to the directions found in your
assignment.
After providing complete information below, write out your Business Problem Statement in the
last box.
What is the organizational history?
“Dignity Health was founded in 1986 and made it their goal
to create environments that meet each patient's physical,
mental, and spiritual needs. Dignity also believe the healing
philosophy promotes the wellbeing of their staff and the
places they serve.
Dignity’s mission is committed to delivering
compassionate, high-quality, and affordable health services
for all.
Dignity Health is made up of more than 60,000 caregivers
and staff who deliver excellent care to diverse communities
in 21 states. Today, Dignity Health is one of the largest
health systems in the nation with 400 care sites across a 22state network, including 39 hospitals -- 24 of which are
Catholic and 15 are other-than-Catholic. Headquartered in
San Francisco, Dignity Health is the fifth largest health
system in the nation and the largest hospital provider in
California.”
(https://services.dignityhealth.org/st-josephs-hospital-medcenter/general-hospital/#~K4U6o41)
Has this problem been previously
encountered?
How long has this problem existed?
What are the potential factors that
are influenced by this problem or
factors that the problems influence?
“Yes, this problem has been researched before. The Baux
score is one example of a test to assess trends in mortality
after burn injuries treated in a regional specialist burns
service between 1982 and 2008.”
(https://www.ncbi.nlm.nih.gov/pubmed/22310134)
The research on burn mortality has been around for the last
50 years according to National Center for Biotechnology
Information.
(www.ncbi.nlm.nih.gov/pmc/articles.PMC4978094/)
Some potential factors that will influence this problem are
additional model predictors to add to age and total burn area
are inhalation injury, gender, flame injury.
© 2017. Grand Canyon University. All Rights Reserved.
Team Fire:
Darren Mans
Renee Taillon
Shelbea Rainbolt
Thomas Salmons
Assignment 1 - February 3, 2019 – MIS690
What stakeholders can you
interview to ascertain root causes of
the problem?
Is the business problem stated in
such a way that analytical tools and
techniques can be applied to
address it?
Can the necessary data for your
identified business problem be
obtained?
What are specific benefits to the
organization if the business
problem is solved using analytics?
State the business problem.
Some stakeholders that can be interviewed would be from
the analytics manager, marketing managers, first responders
and hospital triage staff/caregivers (Nurses & Physicians),
EMT, Chief Medical Officer, Chief Medical Informatics
Officer, Director of Residency Programs, Director of VP of
Quality, Managers, Director of Nursing, Patients, First
Responders.
Yes, because we have a thousand data points that we can
use to analyze our particular problem.
Yes. One of our team members can obtain the data from
Dignity Health exclusively.
Some benefits would be to create a portable, predictive tool
to more accurately and quickly triage burn victims in the
field or medical facilities and contracted first responders.
Medical Care Providers have been utilizing the Baux
Score(1), the sum percent of total body surface area based on
the Wallace Rule of Nine(4) and the age in years, to predict
mortality in burn victims for decades; but advances in
medical care and research have made the Baux Score too
pessimistic by about 17 years(3) and doesn’t account for
inhalation damage or flame injury.
Method/Vision:
With the use of burn patient data, SPSS and Tableau, we
will determine a best-fit model with a target of 70% model
accuracy that will include at least the total burn surface
area, age, inhalation injury and flame injury and compare to
the Baux score using 10% of data as model testing data.
Once the best fit model is developed, we can implement a
portable tool using Tableau to create a Dashboard to allow
medical staff and first responders to quickly triage burn
victims based on a more accurate model.
Keeping in mind: in the Phoenix Valley, severe burn
victims are sent to County Hospital (helicopter or
© 2017. Grand Canyon University. All Rights Reserved.
Team Fire:
Darren Mans
Renee Taillon
Shelbea Rainbolt
Thomas Salmons
Assignment 1 - February 3, 2019 – MIS690
ambulance once stable or nearest ER if they can’t stabilize).
Circumferential burn area, Fluid loss, temperature control,
glucose levels, blood pressure, infection, and blood loss are
top concerns for burn victims. (Interview with EMT Jared
Taillon of MedStar on 2/2/19)
Additional References:
1. Baux score. Wikipedia.org. Retrieved on 2/2/19 from:
https://en.wikipedia.org/wiki/Baux_score#Modified_method
2. Lee, K. C., Joory, K., & Moiemen, N. S. (2014). History of burns: The past, present and the
future. Burns & trauma, 2(4), 169-80. doi:10.4103/2321-3868.143620. Retrieved on 2/2/19 from
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4978094/
3. Osler, T; Glance, LG; Hosmer, DW (2010). "Simplified estimates of the probability of death after
burn injuries: Extending and updating the baux score". The Journal of Trauma. 68 (3): 690–7.
doi:10.1097/TA.0b013e3181c453b3. PMID 20038856. Retrieved on 2/2/19 from:
https://insights.ovid.com/crossref?an=00005373-201003000-00034
4. Wallace Rule of Nines. Wikipedia.org. Retrieved on 2/2/19 from:
https://en.wikipedia.org/wiki/Wallace_rule_of_nines
© 2017. Grand Canyon University. All Rights Reserved.
Running head: DATA NEEDS IDENTIFICATION AND DATA ACQUISITION
Data Needs Identification and Data Acquisition
TEAM FIRE
Darren Mans
Renee Taillon
Shelbea Rainbolt
Thomas Salmons
Grand Canyon University: MIS 690
February 17, 2019
1
DATA NEEDS INDENTIFICATION AND DATA ACQUISITION
2
Data Needs Identification and Data Acquisition
The goal of data acquisition is to obtain clean, relevant, and accurate data that provides
understanding of the target variable and its relationship to the factors or predictor variables
needed to determine the best model that can address the business problem. At this stage of the
project, it will be a two-step approach: investigating the data obtained for the various input and
target variables and the data cleansing to account for incorrect or missing values (Chapman,
Clinton, Kerber, Khabaza, Reinartz, Reinarts, Shearer, and Wirth., 2000).
Business Problem
With the use of a more comprehensive field triage model to predict the patient’s status at
hospital discharge, the management team at corporate wants to reduce burn patient costs by 15%
by June 2021 that will include a minimum of a 10% reduction of the number of 30-day readmissions. The current practice today is to consider the Baux Score, “a comparative indicator of
burn severity, with a score over 140 considered as being un-survivable, depending on the
available treatment resources” which is determined by the total burn surface area and age of the
patient (Osler, T; Glance, LG; Hosmer, 2010). The total burn surface area is based upon the
Wallace Rule of Nines (Osler, et al., 2010).
Analytics Problem Statement
The analysis will include the comparison of four models: logistic regression,
CHAID, discriminant analysis and neural network to determine the highest ranked predictive
model for field diagnostic used to predict the patient’s status at the time of discharge. The
relationship between the predictor variables and the target variable will be investigated using
SPSS and Microsoft Excel. The highest ranked model will consider a minimum model accuracy
requirement of 70% and a consider any over-fitting model tendencies, standard business
DATA NEEDS INDENTIFICATION AND DATA ACQUISITION
3
requirements. Factors that affect burn patient status include age, gender, race, total burn surface
area based on Wallace Rule of Nines, inhalation injury and flame injury. (Osler, et. Al, 2000).
1000 HIPPA-compliant records for the dataset are sourced from the health system’s ERP by the
Chief Data Scientist, Ken Ferrell. (Ferrell, 2018).
Analytics Dataset
The burn patient dataset was provided in a text file that was collected from 40 medical
facilities in the health care system for educational purposes. The historical data is pre-scrubbed
from patient identification prior to data removal from the ERP to be HIPPA compliant. The
facility identification data is coded and is provided without the ability of the team to identify any
specific medical facilities to adhere to corporate’s privacy policies. In addition to the
investigation of predictor importance, the relationship between the predictor variables, factors
that influence burn severity, and the patient status at discharge, dead or alive, will be analyzed.
The variables that are required to predict the burn patient status at discharge are based on the
data historically collected at the first time of hospital admittance to a facility of the health care
system and should not include any “within 30-day re-admission” patients.
Identification of Each Variable and Its Measurement of that Data
To perform the model analysis, Death (alive or dead), the status of patient at hospital
discharge as reported by various facilities within the health care system, is the categorical and
target output variable. Nominal data are patient status, gender, race, inhalation injury and flame
injury. Cardinal data are age and total burn surface area (tbsa) (Smith, 2016). The continuous
input variables are age (decimal) and total burn surface area, tbsa, (percent). The SPSS Modeler
flags are gender, race, inhalation injury (inh_inj) and flame injury (flame). An inhalation injury
refers to damage to the respiratory system that is caused by breathing in toxic air from smoke
DATA NEEDS INDENTIFICATION AND DATA ACQUISITION
4
(Osler, et Al., 2010). A flame injury refers to severe skin damage due to fire that causes the cells
in the affected area to die (Osler, et Al., 2010). There are 1000 historical, HIPPA-compliant,
burn patient data provided in a text file and imported to an Excel Workbook. The role of the
variables used in the diagnostic and descriptive analytics are listed in Table 1.
Table 1. Variable Identification
FIELD NAME
DESCRIPTION
MEASUREMENT
Row ID
Assigned data ID
Discrete
[1, 1000]
none
Facility
ID for medical
facility
Discrete
[1,40]
none
Death
State of patient at
hospital discharge
Flag or Category
[Dead, Alive]
Target
Age
Age of patient at
admittance
Continuous
(numerical to 1
decimal)
[0.1, 89.7]
Input
Patient gender
Flag or Category
[Male, Female]
Input
Race
Patient ethnicity
Flag or Category
[White, nonwhite]
Input
Continuous
(percent)
[0.1, 98.0]
Input
tbsa
Total burn surface
area of person
using Wallace
Rule of Nines 2(1)
inh_inj
Inhalation injury
Flag or Category
[Yes, No]
Input
flame
Direct fire injury
Flag or Category
[Yes, No]
Input
Gender
VALUE
RANGE
ROLE IN
MODEL
The quality of the variables are high and clean as well as valid as investigated in Excel
with Sort Drop-downs. There were no missing data and the assumption of correct values was
made based on the absence of unrealistic numbers. The pre-scrubbed data has a wide range of
DATA NEEDS INDENTIFICATION AND DATA ACQUISITION
5
values. Table 2. illustrates that patient status was an 85/15 ratio mix, gender was 70/30 ratio mix,
inhalation injury was 12/88 ratio mix and flame injury was 53/47 ratio mix.
Table 2. Category Count for Each Variable
Flag/Categorical Variables:
Alive:
Dead:
Amount out of 1000
850
150
Male:
Female:
705
295
White:
Non-White
589
411
Inhalation - Yes
Inhalation - No
122
878
Flame - Yes
Flame - No
529
471
Descriptive statistics were performed on the continuous variables, age and total burn surface area
(tbsa). Table 3 and Table 4 below illustrates median of 32 years and 6 percent, respectively.
Table 3. Age Descriptive Statistics
age
Mean
Standard Error
Median
Mode
Standard Deviation
Sample Variance
Kurtosis
Skewness
Range
Minimum
Maximum
Count
Confidence Level(95.0%)
Table 4. tbsa Descriptive Statistics
tbsa
33.2891
0.779375
31.95
1.1
24.64601
607.4258
-0.92733
0.321604
89.6
0.1
89.7
1000
1.5294
Mean
Standard Error
Median
Mode
Standard Deviation
Sample Variance
Kurtosis
Skewness
Range
Minimum
Maximum
Count
Confidence Level(95.0%)
13.5448
0.603058233
6
2
19.07037577
363.6792322
6.510961222
2.545909423
97.9
0.1
98
1000
1.183406174
DATA NEEDS INDENTIFICATION AND DATA ACQUISITION
The Graphs 1 and 2 below illustrate the frequency of the total burn surface area and the
age of the patient at time of admittance to the medical facility. The majority of the patients
admitted for burns falls under 30% total burn surface area.
Graph 1. Frequency of Total Burn Surface Area Variable by Percent.
Most of the patients’ ages are found in the under 20 years of age range with a
concentration of 10 years and under.
Graph 2. Frequency of Age of Patient at Time of Admittance
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DATA NEEDS INDENTIFICATION AND DATA ACQUISITION
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Identification of Comparison Models
This analysis seeks to develop a best-fit model with a minimum of a 70% accuracy that
will be used to predict the burn patient’s status at time of hospital discharge. The model types are
a consideration when identifying needs and data acquisition. Once the highest ranked, more
comprehensive model is developed, medical staff can use it to efficiently triage burn patients
based on a high level of accuracy. The data provided includes 1000 different records of burn
patients and details on their age, gender, race, total body surface area, inhalation injury, flame
injury and patient’s status at time of discharge. In order to come up with the best predictive
model, an analysis tool such as SPSS will be used model Logistic Regression, CHAID,
Discriminant Analysis, and Neural Network models.
Logistic Regression will be used to create the model equation that describes the
relationship of age, race, gender, inhalation injury, flame injury and total burn surface area to the
patient’s status at time of hospital discharge. CHAID, or Chi-squared Automatic Interaction
Detection, a model used for classification in building decision trees by using chi-square statistics
to identify optimal splits will be examined. (IBM, 2019). CHAID, will be used to regress the six
predictor variables against the dependent variable, that is, Death (alive or dead). The regression
will provide a model that includes coefficients of all the variables which can be used to predict
the dependent variable, that is, the status of the burn victims when they leave the hospital.
Another model of interest is Discriminant Analysis, which is used to categorize records based on
statistical techniques that is “analogous to linear regression; but takes a categorical target field
instead of a numeric one”. (IBM, 2019). In addition to SPSS’s models, Tableau could also be
used to create visualizations such as bar graphs, dot plots and line graphs to show how each of
the independent variables effect on the status of the burn patients when they leave the hospital. A
DATA NEEDS INDENTIFICATION AND DATA ACQUISITION
final SPSS model that will be used for model comparison and ranking, is the Neural Net.
Therefore, the available data is sufficient to be used in coming up with a more comprehensive
predictive model compared to the Baux Score to predict the discharge status of the patient.
8
DATA NEEDS INDENTIFICATION AND DATA ACQUISITION
9
References
Chapman, Clinton, Kerber, Khabaza, Reinartz, Reinarts, Shearer, and Wirth. (2000). CRISP-DM
1.0 step-by-step data mining guide. The Modeling Agency. [Website]. URL:
https://www.the-modeling-agency.com/crisp-dm.pdf.
Ferrell, Ken. (June 18, 2018). Burndata. Grand Canyon University – MIS655. Retrieved from:
https://lc-grad3.gcu.edu/learningPlatform/
IBM. (2019). CHAID node. IBM Knowledge Center – IBM SPSS 15.0. [Website]. Retrieved on
2/16/2019 from:
https://www.ibm.com/support/knowledgecenter/en/SS3RA7_15.0.0/com.ibm.spss.model
er.help/chaidnode_general.htm
Lee, K. C., Joory, K., & Moiemen, N. S. (2014). History of burns: The past, present and the
future. Burns & trauma, 2(4), 169-80. doi:10.4103/2321-3868.143620. Retrieved from
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4978094/
Osler, T; Glance, LG; Hosmer, DW (2010). "Simplified estimates of the probability of death
after burn injuries: Extending and updating the baux score." The Journal of Trauma. 68
(3): 690–7. doi:10.1097/TA.0b013e3181c453b3. PMID 20038856. Retrieved from:
https://insights.ovid.com/crossref?an=00005373-201003000-00034
Smith, Nick. (August 9, 2016). What’s the best way to visualize your data? A handy flowchart to
help. Geckoboard. [Blog]. Retrieved on 2/16/19 from:
https://www.geckoboard.com/blog/best-way-visualize-data-handy-flowchart/.
Wikipedia. (2019). Wallace rule of nines. Wikipedia.org. Retrieved on 2/2/19 from:
https://en.wikipedia.org/wiki/Wallace_rule_of_nines
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