Blood Data Set:
Prob 1.
Learning: Saw the use of @ function as how to read data lines sequentially
data B14035.blood;
infile datalines truncover;
length Gender $ 6 BloodType $ 2 AgeGroup $ 5;
input Subject
Gender
BloodType
AgeGroup
WBC
RBC
Chol;
label Gender = "Gender"
BloodType = "Blood Type"
AgeGroup = "Age Group"
Chol = "Cholesterol";
datalines;
1 Female AB Young 7710 7.4 258
2 Male AB Old 6560 4.7 .
3 Male A Young 5690 7.53 184
4 Male B Old 6680 6.85 .
5 Male A Young . 7.72 187
6 Male A Old 6140 3.69 142
7 Female A Young 6550 4.78 290
8 Male O Old 5200 4.96 151
9 Male O Young . 5.66 311
10 Female O Young 7710 5.55 .
11 Male B Young . 5.62 152
12 Female O Young 7410 5.85 241
13 Male O Young 5780 4.37 .
14 Female O Old 5590 6.94 152
15 Female A Old 6520 6.03 217
16 Female O Young 7210 5.17 193
17 Male A Old . 5.63 .
18 Male O Old 6410 6.02 224
19 Female A Old 6360 3.74 211
20 Male A Young 7580 5.13 179
21 Female A Old 7150 6.35 200
22 Female A Young 8710 5.12 211
23 Female O Young 7660 4.91 .
24 Female B Young 8280 6.14 .
25 Female AB Old 7480 4.7 183
26 Male O Young 8320 4.74 186
27 Female A Old 8020 5.03 182
28 Female A Old 7040 3.8 .
29 Female A Young 7890 7.54 178
30 Male O Young 7490 7.24 227
31 Male B Young 5770 7.17 .
32 Male A Old 6000 4.96 114
33 Male B Old 6430 5.25 166
34 Male O Young 7350 3.78 184
35 Female A Old 8630 4.13 102
36 Male O Old 8930 5.03 221
37 Female A Old 6250 5.32 218
38 Male O Old 5310 6.3 252
39 Female O Old 7040 4.29 166
40 Male O Young 7630 6.99 146
41 Female O Young 5740 6.82 278
42 Male O Young 5730 5.83 187
43 Male B Young 6770 5.43 270
44 Female O Young 5860 6.37 239
45 Male O Old 7470 5.06 .
46 Male AB Old 6660 5.08 256
47 Male AB Old 5540 5.27 80
48 Male O Old 6530 4.94 192
49 Female O Old . 6.38 .
50 Male AB Old 7090 6.34 171
51 Female A Old 6760 4.62 176
52 Female A Young 7580 5.24 186
53 Female A Young 8190 4.24 241
54 Male A Old 4290 . 132
55 Female B Old 4720 5.76 171
56 Male O Young 6860 5.82 239
57 Male A Young 7200 5.76 138
58 Female A Old 6010 5.13 236
59 Female A Old 7290 6.68 229
60 Male A Old 6680 5.2 .
61 Male A Old 8050 7.5 208
62 Male O Young 8160 6.88 173
63 Male O Old 7510 5.49 218
64 Female A Young 7590 6.08 173
65 Female B Young 5050 4.13 242
66 Male A Young 6580 6.34 .
67 Male B Young 8310 4.29 216
68 Female B Old 7560 7.28 .
69 Male A Old 6910 6.98 158
70 Male O Old 6680 . .
71 Male A Old 8950 . 241
72 Female A Young 7330 5.56 200
73 Male A Young 7250 6.46 .
74 Male B Old 6100 5.07 172
75 Male O Young 7690 7.05 .
76 Male A Young 6590 4.88 142
77 Male AB Old 8260 6.58 183
78 Female AB Young 7410 5.82 175
79 Female AB Young . 4.61 69
80 Male A Old 6370 4.05 225
81 Male B Old 7590 7.3 171
82 Male O Old 5400 4.94 175
83 Female O Young 9820 5.5 200
84 Female O Old 6060 . 214
85 Male O Old 7690 5.12 205
86 Female O Young 6430 5.87 234
87 Male A Old 6730 3.85 .
88 Female A Old 10260 5.63 296
89 Male O Young 7280 5.14 .
90 Male O Old 6080 4.77 235
91 Female O Old 7370 5.85 202
92 Male A Young 7270 4.95 146
93 Female A Old 5800 6.97 .
94 Male B Old 6860 4.69 193
95 Male A Old 7730 5.78 .
96 Male B Young 5090 4.83 287
97 Female O Old 6100 4.5 141
98 Female O Young 5940 7.2 168
99 Male A Old . 5.03 318
100 Female A Young . 6.97 261
101 Female AB Young 7610 4.6 162
102 Male AB Old 8110 6.84 167
103 Male A Old 5800 5.72 192
104 Female O Old 5900 3.8 162
105 Male B Old 5980 5.63 187
106 Male A Old 7700 5.41 246
107 Female O Young 6470 6.9 216
108 Male A Young 7790 5.18 208
109 Male O Old 6970 . .
110 Male A Old 5390 5.07 170
111 Female A Young 7520 5.56 243
112 Male A Young 7660 4.93 244
113 Male A Old 5630 2.55 212
114 Male A Young 8460 5.12 183
115 Female O Old 6920 3.79 260
116 Male A Old 7230 3.83 157
117 Male A Young 8990 7.47 250
118 Male O Old 7070 5.14 240
119 Male O Young 6970 6.49 307
120 Female A Young 8030 5.6 236
121 Female O Old 7260 4.7 174
122 Male A Old 6190 6.16 226
123 Male O Old 7850 5.5 186
124 Female A Old 6550 4.35 198
125 Male O Young 8680 5.13 .
126 Male B Young 5490 . 136
127 Male O Young . . 233
128 Female O Young 6770 5.66 .
129 Male O Old 5750 5.94 236
130 Male A Old 7990 . 174
131 Male O Old 8550 5.11 132
132 Male AB Old . 6.26 .
133 Female O Old 8320 4.88 56
134 Male AB Young 9040 5.42 194
135 Female A Young 6290 8.75 209
136 Male O Young 7090 5.66 274
137 Female A Old 8260 4.8 194
138 Male O Old 8290 5.59 156
139 Female O Young 5480 6.14 177
140 Male O Old 7840 4.89 .
141 Male O Old 5690 5.59 .
142 Female AB Old 9380 5.82 218
143 Female A Old 7210 4.13 131
144 Female O Young 7150 3.32 138
145 Female A Old 8410 6.96 132
146 Male O Young 6860 6.02 198
147 Female O Old . 4.57 .
148 Female B Old 8850 5.62 281
149 Female A Old 7640 6.45 278
150 Female A Old 6810 5.23 193
151 Female O Young 7990 5.87 166
152 Male A Old 6300 6 205
153 Male O Old 5800 6.36 309
154 Male O Old 7570 . 276
155 Male B Old 7820 5.74 214
156 Female O Young 5190 5.04 153
157 Female O Old . 5.32 .
158 Male O Old 6380 4.96 153
159 Male B Young 5870 6.06 211
160 Female A Old 5520 . 134
161 Male A Young 7830 3.76 296
162 Female A Young 8370 6.26 .
163 Male O Young . 6.94 .
164 Male O Old . 7.16 139
165 Female O Old 7990 5.69 118
166 Male O Young 7480 6.55 .
167 Female A Old 7610 6.41 163
168 Female O Young . 6.39 261
169 Male A Young . . .
170 Female O Young 6160 5.47 .
171 Male A Old 7430 6.35 137
172 Male O Young 7040 4.3 177
173 Male O Old 8030 5.78 195
174 Male A Old 6690 4.72 .
175 Female A Young 7900 4.5 .
176 Male A Young 6660 6.17 237
177 Female B Young 6810 3.64 .
178 Female A Old 7440 5.79 159
179 Male A Young 5740 4.65 .
180 Female AB Young 6220 5.58 .
181 Female O Old 6520 6.56 277
182 Female O Old 6470 6.09 281
183 Female O Old 6350 4.78 159
184 Male A Old 7510 4.49 193
185 Male O Old 7130 5.32 265
186 Male A Old 5480 5.86 165
187 Female B Young . 5.09 269
188 Male A Old 7680 4.89 164
189 Male A Old 6140 4.27 166
190 Male B Old . 4.23 208
191 Female O Young 6500 6.8 331
192 Female A Old 8280 7.35 147
193 Female A Old 8920 . 197
194 Male O Old 6620 5.3 .
195 Male O Young 6370 5.32 138
196 Male O Old . 6.51 240
197 Female A Old 9950 6.8 225
198 Male O Old 7900 6.65 241
199 Female AB Old 6810 5.54 .
200 Male B Young 5820 5.87 277
201 Male A Old 7430 5.23 .
202 Male O Old 7520 4.65 127
203 Male A Old 7090 5.32 328
204 Female A Old 6450 5.04 135
205 Male A Old . 6.48 223
206 Male O Old 6330 6.51 204
207 Female B Old 6300 5.85 167
208 Male O Young 7760 . 106
209 Male O Old . . 172
210 Male A Young 6560 6.34 .
211 Male O Old 5970 6.62 154
212 Male O Old 4610 5.63 302
213 Female A Old 6320 5.15 114
214 Male A Old 8320 5.9 .
215 Female O Young 5930 4.93 238
216 Female O Young 8130 4.36 .
217 Male B Old 6650 6.29 272
218 Male O Old 6870 4.74 234
219 Male O Young 4070 5.37 193
220 Male O Young 5660 6.05 .
221 Female A Old 6710 5.01 176
222 Male A Young 6020 5.29 .
223 Male A Old 7770 5.17 .
224 Male B Old 8460 4.41 .
225 Female O Old 6590 6.67 182
226 Female O Old 7230 . 158
227 Female O Young 7790 6.45 170
228 Female A Young 6560 6.27 .
229 Male A Young 7170 7.64 253
230 Male O Old 6650 5.76 190
231 Male O Young 6980 5.89 225
232 Female O Young . . 226
233 Male A Old 9210 4.42 200
234 Male O Young 8450 6.65 227
235 Female A Old 7800 4.49 196
236 Female O Young 5810 6.21 .
237 Female O Young 6770 4.93 234
238 Male A Old 7410 6.11 154
239 Male A Old 8040 5.67 .
240 Female A Old 7940 . 221
241 Female O Old 6950 3.31 176
242 Male O Young 6200 6.57 124
243 Male A Young 6960 5.68 196
244 Female A Old 6480 5.47 234
245 Male B Old 8330 7.13 .
246 Male O Young 4960 . .
247 Male A Old 7960 5.7 195
248 Male A Old 7320 4.84 306
249 Male O Old 7070 3.95 .
250 Female B Old 6400 5.43 121
251 Male A Old 5820 4.19 294
252 Male A Young 6100 5.06 154
253 Female O Young 6060 6.11 132
254 Male B Old 7690 . 242
255 Female AB Old 8080 5.45 144
256 Female O Old 5740 4.71 .
257 Male AB Old 4900 7.23 184
258 Female O Old 7510 6.44 206
259 Male O Old 6460 5.68 195
260 Female AB Young 7680 . 127
261 Female O Young 6880 5.81 .
262 Female B Young . 3.92 175
263 Female O Young 5200 5.25 .
264 Female O Young 6120 6.9 213
265 Female A Young . 4.63 .
266 Female O Young 7870 4.51 278
267 Female B Young 5530 . 169
268 Male A Old 5990 5.23 .
269 Female A Old 5920 5.31 .
270 Female A Young 6680 . 174
271 Female A Old 7150 5.54 .
272 Male O Young . 6.56 175
273 Male O Young . 6.17 .
274 Male O Old 8910 . 149
275 Male O Young 8060 6.36 255
276 Male O Young 7200 6.24 248
277 Male O Old 5520 4.9 124
278 Male O Old 6770 6.55 224
279 Female A Old 7590 5.6 279
280 Female A Young 8280 3.59 .
281 Male A Young 6060 4 .
282 Female A Old 8820 6.22 244
283 Male O Young 8550 3.82 214
284 Female O Old 6200 6.74 242
285 Male A Young 5960 5.75 256
286 Male A Young 6410 5.52 146
287 Female O Old 6580 6.57 234
288 Female AB Young 6810 8.26 138
289 Male A Old 6960 5.24 180
290 Female O Old 5360 6.61 148
291 Male O Young 9380 4.79 162
292 Male O Old 6960 4.01 193
293 Female O Young 6210 2.92 253
294 Female A Young 8310 4.93 219
295 Female O Old 6830 3.92 203
296 Female O Old 6170 5.4 242
297 Female O Young 7720 4.81 209
298 Female A Old 6860 5.04 161
299 Female O Old 6210 . 219
300 Male O Young 6750 5.72 198
301 Female A Old 7770 4.78 147
302 Female A Old 6370 6.99 151
303 Female A Old 7600 4.94 126
304 Female A Old 6330 4.02 112
305 Male A Old 8550 6.57 270
306 Female O Young . 5.75 136
307 Male A Old 6660 5.94 165
308 Male O Old 7760 6.38 316
309 Male O Young 6840 . 183
310 Male O Old 6870 4.81 168
311 Female O Old 7080 6.27 198
312 Female O Young 6560 4.08 208
313 Male A Old 8540 7.41 .
314 Male A Young 7410 6.69 180
315 Female A Old 8030 3.49 .
316 Male O Young 7330 3.72 163
317 Female O Old 8830 6.1 260
318 Female A Old 6820 3.73 140
319 Male A Old 7330 4.46 198
320 Female O Young 8840 3.57 227
321 Male A Young 7570 4.86 206
322 Male A Young 8990 5.58 214
323 Male AB Young 5990 . 155
324 Female A Old 7870 5.88 165
325 Male A Old 7260 5.38 193
326 Male O Old 6350 5.69 122
327 Male O Old 6710 5.26 264
328 Male O Old 7930 4.69 .
329 Female A Old 5210 4.95 134
330 Male O Young . 7.04 256
331 Female O Old 6640 5.55 197
332 Female A Old 8520 5.79 .
333 Male A Young 6460 4.96 174
334 Male A Old 9360 5.87 180
335 Male B Old 7850 6.26 266
336 Female O Old 6800 4.43 185
337 Female O Old . 5.96 173
338 Female A Old 7980 4.89 251
339 Female O Young 8840 6.41 182
340 Female O Old 7930 5.18 211
341 Female A Young 8160 7.41 123
342 Male O Young 6610 4.96 .
343 Male A Old 5700 5.96 144
344 Female A Old 7710 3.96 273
345 Male O Old 7480 3.75 162
346 Male A Young 6360 4.59 124
347 Male O Old 6500 5.91 194
348 Male O Old 6610 3.81 195
349 Female O Old 7010 5.44 .
350 Female O Old 7540 6.34 213
351 Female O Young 8090 4.76 280
352 Female B Old 6570 4.55 .
353 Male O Young 6330 6.3 219
354 Male A Old 6410 3.92 209
355 Female O Old 8450 5.78 225
356 Female O Young 6810 5.92 180
357 Male B Young 6250 4.61 124
358 Male O Young 5640 4.54 119
359 Female O Old 7690 4.63 .
360 Male A Young 6570 6.07 145
361 Male A Old 6840 4.13 244
362 Male O Old 7950 6.47 110
363 Female AB Young 7950 5.24 .
364 Female O Young 6400 5.33 218
365 Female O Old 6110 5.24 198
366 Female AB Old 7350 4.72 135
367 Female O Old 7900 4.36 299
368 Male O Young 9060 3.94 214
369 Female O Old . 5.53 152
370 Female O Young 8580 4.48 177
371 Female O Young 5980 5.84 162
372 Male A Young 6930 5.89 .
373 Male B Old 4940 6.62 226
374 Female O Young 6880 4.08 203
375 Female A Old 6900 5.41 328
376 Female B Old . 5.28 .
377 Female O Young 7890 6.3 178
378 Male O Old 7940 5.04 203
379 Female A Young 4640 3.76 163
380 Male O Old 7740 7.06 .
381 Male A Young 7000 4.48 317
382 Male B Old 6170 5.55 164
383 Female A Young 4670 6.58 .
384 Female A Old 7370 5.25 210
385 Male O Old 5170 7.66 122
386 Female O Old 8240 . 297
387 Female O Young 6130 5.17 203
388 Female B Old 7140 5.01 161
389 Female O Old 6100 5.94 200
390 Male O Old 6470 5.81 199
391 Female A Old 6620 6.46 218
392 Male O Old 6470 6.68 243
393 Female A Old 9960 5.09 201
394 Male A Young 7120 5.08 234
395 Male O Young 8360 5.48 225
396 Male A Young 7370 6.6 119
397 Male B Young 7560 4.02 200
398 Male A Young 4890 3.67 218
399 Female O Old . 5.31 248
400 Female A Old 7550 5.07 144
401 Male A Old 8270 5.04 176
402 Male O Old 6590 5.31 245
403 Female A Old 8110 5.7 282
404 Female A Young 7520 3.55 270
405 Female A Old 7680 4.43 208
406 Male O Old 8050 . 210
407 Female O Old 6460 6.11 207
408 Male A Young 7290 . 228
409 Male O Young 7160 . 231
410 Male A Old 7680 4.18 194
411 Female B Young 7910 6.83 .
412 Female A Old 8160 5.93 143
413 Male A Old 6260 4.14 .
414 Female AB Old . 5.98 .
415 Female B Old 7840 5.87 .
416 Female O Old 6270 . 220
417 Male A Old 6360 4.69 188
418 Male O Young 8720 5.38 220
419 Male A Young 6710 5.99 247
420 Female O Old . 5.71 145
421 Male O Young 7110 5.62 104
422 Female O Old 8150 6.13 179
423 Female O Old 4620 5.64 215
424 Male O Old . 5.85 .
425 Male A Old 5870 5 .
426 Female A Old 7220 6.81 97
427 Male O Old 7420 4.98 .
428 Male O Old 6710 4.82 120
429 Female O Old 7790 6.63 201
430 Male A Young 6410 5.41 236
431 Female O Old 8950 5.98 103
432 Male O Young . 6.3 227
433 Female O Old 6480 5.62 256
434 Male O Old 8040 5.03 232
435 Male O Old 6540 4.92 223
436 Female A Old 6920 6.52 .
437 Male B Old 7960 . 270
438 Female O Old 6570 5.26 267
439 Male B Old 7500 4.91 190
440 Male O Old . 2.33 168
441 Male O Young 6630 6.55 204
442 Female A Young 7010 . 251
443 Male O Young 8840 4.58 286
444 Female O Young 7080 6.41 219
445 Male O Young 5240 4.52 218
446 Female A Young 7380 5.36 244
447 Female O Old 8100 5.96 139
448 Female A Old 7870 5.14 280
449 Female AB Old 7480 3.37 186
450 Female A Young 7520 5.39 215
451 Female O Young 6670 6.13 207
452 Female B Old 5910 7.84 .
453 Male O Young . 5.45 .
454 Male A Old 5640 4.38 164
455 Female A Young 6370 . 274
456 Female O Young 7580 5.22 .
457 Female A Old 7220 5.12 242
458 Female O Old 6630 3.93 .
459 Female AB Young 6620 6.19 184
460 Male A Old 6940 5.01 321
461 Male A Old 7460 4.54 202
462 Female A Old 7130 7.08 116
463 Male B Old 8710 6.62 .
464 Female O Old 7900 . 194
465 Female A Old 7690 5.37 206
466 Female O Young 7110 5.19 240
467 Female A Old 5650 3.77 152
468 Male A Old 6570 6.03 116
469 Female O Old 7380 5.08 134
470 Male A Old 6890 6.28 196
471 Male A Old . 4.22 190
472 Male B Old 7480 4.88 132
473 Female B Young 6650 4.47 .
474 Female A Old 6690 4.08 235
475 Male B Old . 4.04 196
476 Male O Young 7820 4.6 244
477 Male A Old 7190 5.18 202
478 Female O Young 5970 5.83 .
479 Female O Old 7480 6.91 .
480 Female O Old . 5.42 237
481 Female A Young 6530 5.96 .
482 Female A Old . 4.75 141
483 Male A Young 6400 6.3 236
484 Male A Young . 6.25 145
485 Female A Young . 3.58 296
486 Male A Young 8180 5.25 226
487 Female O Young 7230 5.16 237
488 Male O Old 4480 6.15 214
489 Male O Old 8160 6.01 271
490 Male A Old 5930 5.92 293
491 Male O Old 6280 5.31 132
492 Male A Young . 3.94 36
493 Male A Young 7790 4.55 158
494 Male A Young 7080 5.74 241
495 Male A Young 6380 . 270
496 Male A Young 8250 4.75 .
497 Female A Old 6820 5.1 .
498 Male A Old 7260 4.61 213
499 Male A Old 5250 5.53 166
500 Male AB Old . 5.85 231
501 Female O Old 7100 6.18 219
502 Female O Young 8290 5.69 178
503 Female A Young 6990 6.49 192
504 Female A Young 9100 3.79 242
505 Male A Young 7060 3.58 167
506 Female A Old 5090 . .
507 Female O Young 7430 . .
508 Female O Old 7930 5.25 .
509 Female O Young . 4.16 211
510 Male A Old 5290 5.27 202
511 Female O Old 7960 5.61 232
512 Male AB Young 5280 5.89 .
513 Male A Old 6260 5.93 .
514 Male O Young . 3.78 159
515 Female B Old 7280 6.16 221
516 Male O Old . 4.71 133
517 Female A Young 7470 4.39 280
518 Male A Old 7000 5.27 .
519 Female O Young 6400 6.69 157
520 Male B Old 7580 5.54 156
521 Female A Old 7270 6.59 234
522 Male O Old 6110 5.41 163
523 Male O Young 9270 4.89 .
524 Male B Young 7540 4.78 224
525 Female A Old 6400 1.71 183
526 Male A Old 6610 6.4 238
527 Male B Young 8460 3.65 224
528 Female AB Old 6310 6.3 .
529 Male O Old 7600 5.57 165
530 Female O Young 7910 5.21 266
531 Male A Old 9270 4.88 115
532 Male A Young 7180 7.5 158
533 Female A Young 5430 6.03 133
534 Male A Old 6800 . 313
535 Male A Young 9060 6.71 166
536 Female O Young 8450 4.94 251
537 Female O Young 8500 4.86 .
538 Male A Young . 5.17 .
539 Female O Young 8440 4.99 .
540 Male O Old 7360 5.02 223
541 Male O Young 6660 . 328
542 Female A Old 7300 6.46 188
543 Female A Old 7700 6.42 147
544 Female AB Old 6360 4.88 .
545 Female O Young . 5.51 .
546 Female A Young 8080 4.89 231
547 Male O Young 6270 4.72 .
548 Male AB Young 9240 5.96 .
549 Male A Old 8140 5.64 .
550 Male A Old 6430 5.72 242
551 Male A Old 7190 4.79 216
552 Male O Young 7800 6.09 .
553 Male A Old 6580 . 196
554 Male B Young 6490 6.72 238
555 Male O Young 6950 . 192
556 Female A Young 6620 6.25 210
557 Female O Old 7250 5.93 .
558 Male O Young 6730 4.89 .
559 Male A Young 6520 5.24 184
560 Male A Old 6140 5.99 293
561 Male O Young 6160 5.05 195
562 Female O Old 5850 5.67 248
563 Male O Old 7510 . 153
564 Female O Old 7810 5.35 .
565 Female O Old 9200 7.99 197
566 Female A Old 6930 3.96 234
567 Female O Old 8230 4.83 254
568 Male O Old 6820 5.47 154
569 Male A Young 7420 5.55 .
570 Male A Old 7540 6.04 265
571 Female A Young 7470 5.65 236
572 Male A Old 5860 5.53 280
573 Male A Old 6200 . 257
574 Male A Young 6230 5.78 .
575 Female O Old 9180 6.85 208
576 Male O Young . 6.37 189
577 Female O Old 8850 4.69 .
578 Male O Young 9340 4.84 178
579 Female O Old . 5.76 .
580 Male O Young 8150 3.94 234
581 Female O Young 5840 . .
582 Female B Young 5210 5.87 .
583 Female O Young 8370 4.73 243
584 Male B Old 5980 5.16 261
585 Female O Young 8100 5.73 244
586 Male O Young 7480 5.65 148
587 Male B Old 8340 5.99 231
588 Female A Old . 5.15 177
589 Female A Young 6970 5.13 .
590 Male B Old 7350 5.25 217
591 Male O Old 6760 5.77 211
592 Male O Old 7170 5.88 .
593 Male O Old 7960 5.71 153
594 Male A Old 6540 . 213
595 Male AB Old . 5.08 158
596 Male A Old 8080 6.82 216
597 Male A Old 7200 6.11 189
598 Female O Old 7170 3.82 175
599 Female A Young 8300 5.42 152
600 Female B Old . 4.14 181
601 Male B Old 7980 5.99 .
602 Female O Young 7020 6.5 223
603 Female A Old 5410 4.95 248
604 Female O Old 6050 5.6 301
605 Female O Young 7700 . 171
606 Male A Old 6630 5.66 249
607 Male O Old . 5.88 226
608 Male A Old 8040 6.06 .
609 Female O Young 8590 5.09 .
610 Female A Young 8240 5.64 245
611 Female A Young 6760 5.63 289
612 Male A Young 6730 7.25 281
613 Female O Old 7800 5.85 .
614 Male O Young 6350 4.17 266
615 Male A Young . 4.4 .
616 Male AB Young 5610 . 211
617 Male O Old . . 258
618 Female O Old 8220 5.6 272
619 Female A Old 6490 4.41 231
620 Male A Old 8060 6.67 249
621 Male A Old 6510 4.5 189
622 Male O Old 7160 6.1 223
623 Female A Old 7320 . 147
624 Male O Old 6950 5.83 112
625 Male B Old 6360 6.96 183
626 Male A Old 6850 6.74 176
627 Male O Old 7400 5.88 259
628 Female A Young 7670 5.52 179
629 Female A Old 7100 . .
630 Female O Old . 6.15 266
631 Male O Old 5740 5.62 .
632 Female A Young 7040 4.56 246
633 Male O Old . . .
634 Female A Young 7190 4.91 249
635 Male A Old 6790 3.13 261
636 Female O Old 6640 7.13 181
637 Female A Old 6660 6.97 .
638 Male O Old 6810 4.74 163
639 Male O Old 7530 4.28 204
640 Male A Old 7660 5.55 249
641 Female A Young 8410 7.04 .
642 Male B Old 6140 5.82 225
643 Female A Young 9230 6.27 139
644 Male O Old 6760 . .
645 Female A Old 6100 7.15 206
646 Male O Old 5330 7.65 197
647 Male O Young 6090 6.39 .
648 Male O Young 7580 6 155
649 Male A Young 7400 5.33 250
650 Female A Old 6640 5.1 .
651 Male O Old 7470 6.77 155
652 Female AB Old 9110 5.41 .
653 Female O Young 8080 5.35 115
654 Female O Young 7060 5.7 203
655 Male AB Old 7260 4.98 .
656 Male B Old 7390 6.61 .
657 Female O Old 7650 5.63 112
658 Male A Young 7370 5.21 .
659 Male O Old 6060 7.55 159
660 Male O Young . 5.73 167
661 Female A Old 6580 5.61 198
662 Female A Old . 4.86 .
663 Female B Old . 5.31 207
664 Male O Old 8280 . 208
665 Male B Young 6550 6.47 272
666 Female O Old 7780 6.61 .
667 Male O Young 7650 4.52 177
668 Female O Young 7330 . 203
669 Male B Young 6690 5.3 .
670 Male A Young 7720 . 158
671 Male A Young 6850 5.2 239
672 Male A Old . . .
673 Male B Old 7400 6.04 308
674 Female O Old 7440 5.25 .
675 Male A Old 6360 6.73 185
676 Female A Young 8100 5.27 .
677 Male A Young 6770 5.74 .
678 Male A Young 7230 5.87 302
679 Female O Old 6100 5.51 170
680 Male B Young 6650 5.89 284
681 Male B Old 7040 3.65 157
682 Male B Old 5530 4.35 235
683 Male A Old . . 231
684 Male A Old 6000 4.89 .
685 Female O Old 7670 5.43 162
686 Male O Old 6630 4.95 166
687 Female A Young 7300 6.29 231
688 Male A Old 7170 5.16 157
689 Female O Old 8210 5.92 139
690 Male O Young 5330 7.16 128
691 Male A Old 5850 6.62 189
692 Female O Old 6990 4.12 177
693 Female O Old 6160 6.02 277
694 Female A Young 8520 5.19 234
695 Female B Young 5430 6.55 209
696 Male AB Old 6930 7.02 .
697 Male B Young . 5.31 .
698 Female O Young 7810 5.52 267
699 Male O Old 5810 5.7 202
700 Male O Old 6780 6.2 142
701 Male A Old 9240 3.49 213
702 Male O Old 5580 . 134
703 Male A Old 9270 5.73 290
704 Male B Young 7340 5.43 253
705 Male O Old 7980 . 192
706 Male A Old 6650 5.08 136
707 Female A Old 7550 4.89 223
708 Female O Old 6320 6.14 .
709 Female A Young 8220 6.54 165
710 Male O Old . 6.52 209
711 Female A Old 7420 5.83 130
712 Female A Young 7670 5.79 113
713 Male O Old 6250 5.45 282
714 Female A Young 7680 . .
715 Male A Young 8100 6.94 224
716 Female A Young 6670 6.84 188
717 Female A Young . 5.97 207
718 Male A Young 7580 3.81 256
719 Male A Old 6940 5.71 212
720 Female B Young 7460 5.93 .
721 Male O Old 6510 5.97 248
722 Male A Old 6550 4.82 275
723 Male O Old 5020 4.75 276
724 Male B Old 8170 4.32 179
725 Male A Old 6620 . .
726 Male O Old 6950 8.43 .
727 Male A Young 5790 5.64 .
728 Male O Young 6690 7.22 167
729 Female A Young 6500 3.91 296
730 Female O Old 8310 4.32 208
731 Female B Old . 6.83 223
732 Male O Young 6900 4.68 115
733 Female A Old 8370 6.87 162
734 Male B Young 6840 5.12 209
735 Male O Old 6280 5.41 144
736 Female O Old 7130 5.55 165
737 Male O Old 6100 . 306
738 Male O Old 6750 3.86 147
739 Male A Old 6460 4.99 90
740 Female B Young 6170 5.32 290
741 Female O Old 4780 . 162
742 Male O Young 6470 5.93 .
743 Male O Old . 4.96 147
744 Male A Young 8170 5.5 .
745 Male A Young 7910 4.85 200
746 Female A Old 7330 6.84 223
747 Male A Young 6350 . 254
748 Female O Old . 5.85 173
749 Male O Old 8230 7.1 249
750 Female A Old 7230 4.91 143
751 Female O Young 8450 7.02 238
752 Male A Old 5800 6.81 162
753 Female O Old 7240 5.52 177
754 Female O Old 6430 4.34 159
755 Female O Young 6210 6.17 163
756 Female A Young 4980 4.67 185
757 Male A Old . 4.9 179
758 Male AB Old 5740 5.57 256
759 Female O Young 5530 4.5 168
760 Female O Old 6560 4.76 237
761 Female A Old 6840 5.24 207
762 Male O Young 5390 4.91 260
763 Female A Young 7710 . 241
764 Female O Young 7430 6.96 .
765 Female O Young 8310 6.01 244
766 Male O Old 6140 6.46 165
767 Male B Old 7280 4.16 .
768 Male O Old 6560 4.19 227
769 Male B Young 7660 6.07 .
770 Male O Young 5900 3.83 .
771 Female O Young 7320 4.82 229
772 Male O Young 8120 4.41 .
773 Female O Young 5960 4.59 206
774 Female O Young 7330 6.25 247
775 Female O Young 6250 4.07 209
776 Female B Old 5840 5.42 96
777 Male A Old 8420 7.35 221
778 Female A Old 8360 7.23 268
779 Male O Young 6500 . .
780 Female O Old 4890 5.56 204
781 Male O Old 5400 7.89 166
782 Male A Old 6110 6.02 175
783 Female A Old 6530 4.74 257
784 Male A Young 5960 7.08 .
785 Female O Old 6340 4.27 .
786 Female A Old 6850 4.78 197
787 Female A Old 8220 5.71 154
788 Male O Young 6130 5.75 268
789 Male A Young 7750 5.07 221
790 Female A Young 7630 7.16 244
791 Female A Old 6720 5.26 207
792 Female A Young 7710 5.64 191
793 Male O Old 6120 4.26 114
794 Male A Old 5140 . 189
795 Male A Young 7820 6.7 151
796 Male O Young 8200 6.33 218
797 Female O Young 6980 5.45 .
798 Female O Old 7170 6.89 249
799 Male O Young 7170 6.26 186
800 Male A Old 6580 4.51 228
801 Male O Young 8020 4.92 245
802 Female AB Old 7200 3.37 185
803 Male O Old 7880 4.38 140
804 Female A Old 5290 3.89 212
805 Female A Old 6140 5.06 213
806 Female A Young 7580 . 200
807 Male O Old 5020 4.09 187
808 Male A Young 8110 6.56 258
809 Male O Old 8300 4.99 .
810 Male AB Young . 5.27 267
811 Female A Old 6720 5.64 196
812 Female O Old 4630 . .
813 Male A Old 6070 4.18 175
814 Female A Old 7850 5.24 210
815 Male A Old 9150 3.19 181
816 Male A Young 8150 6.66 .
817 Male O Old 7420 4.67 .
818 Female O Old 7220 5.94 260
819 Female O Old 6550 5.81 .
820 Female O Old 6760 3.53 228
821 Male O Old 8040 5.87 177
822 Male A Young 7790 5.74 203
823 Male O Young 7710 6.4 171
824 Male A Young 7620 4.77 .
825 Female O Old 5510 6.44 158
826 Female O Old 7950 6.57 201
827 Female B Young 6200 4.39 208
828 Female O Young 5730 5.91 323
829 Male A Old 7950 . 17
830 Male A Old 7240 6.28 231
831 Male O Young . . .
832 Female O Old 5110 5.42 .
833 Female O Old 7810 7.23 187
834 Male A Old 5340 . 184
835 Female O Old 7590 7.56 242
836 Male A Old 7590 4.6 .
837 Male A Old 8030 4.77 .
838 Male B Old 6910 4.06 230
839 Female O Old . 5.81 234
840 Male A Old 4550 7.7 142
841 Male O Old . 3.87 65
842 Female O Old 7270 3.53 .
843 Male O Old . 5.95 317
844 Male B Old 8040 6.7 134
845 Male A Young 6920 5.57 .
846 Male O Old . 6.12 208
847 Male O Old 6000 5.97 193
848 Male O Old 5030 5.83 .
849 Male A Young 8900 5.04 215
850 Male B Young 8180 6.05 128
851 Female O Young 7640 6.42 235
852 Male A Old 6170 7.79 228
853 Female O Young 5280 5.38 235
854 Female A Old . 5.3 243
855 Female O Old 7080 . 202
856 Male O Young 7350 6.54 249
857 Male A Young 6650 5.26 269
858 Male A Old 8020 5.64 170
859 Male O Old 7560 5.49 .
860 Male A Young 5860 4.57 244
861 Female O Young 6920 5.34 214
862 Female O Old 7150 5.47 147
863 Male A Young 6930 4.76 163
864 Male AB Old 7500 4.17 222
865 Male A Old 5000 5.17 144
866 Female O Old 9040 5.98 .
867 Male O Old 6460 6.22 219
868 Male O Young 7190 4.04 .
869 Male A Old 7640 3.88 123
870 Female B Young 8140 . 246
871 Male B Old 6790 5.2 168
872 Male O Old 6910 . 193
873 Female B Old 8240 4.96 246
874 Male O Young 6840 3.86 167
875 Female O Young 5510 5.63 184
876 Female B Old 7850 4.98 187
877 Male O Young 6960 6.33 146
878 Male A Old . 5.7 157
879 Female A Old 4820 6 .
880 Male O Old 5180 5.78 139
881 Male A Old 7360 5.39 249
882 Female A Old . 5.12 164
883 Female A Old . 4.19 175
884 Male A Old . 4.98 165
885 Male AB Old 6680 6.38 174
886 Female A Young 7120 4.55 269
887 Male O Old 8610 5.53 189
888 Male O Old . 5.86 239
889 Male O Old 7110 5.12 238
890 Male A Old 6550 7.12 .
891 Male AB Young 8460 5.26 135
892 Female A Old 7830 6.18 181
893 Male O Young 6690 6.29 134
894 Female A Old 6810 6.52 149
895 Male O Old 6630 4.47 .
896 Male O Old 6090 6.13 178
897 Male A Old 6540 . 121
898 Female A Young 5950 7.08 136
899 Male A Old 8750 6.08 298
900 Male AB Young 6720 4.33 185
901 Female O Young 7710 5.09 .
902 Male O Old 6510 6.47 164
903 Male A Young 7320 5.82 169
904 Male A Old 7050 5.79 206
905 Female A Young 7510 5 180
906 Male O Young 6630 5.33 219
907 Male A Old 6410 3.9 .
908 Female O Old 7970 6.39 217
909 Female A Old 7140 6.74 176
910 Male O Old 8220 4.38 160
911 Male A Old 8520 5.63 208
912 Male O Old . 5.43 229
913 Male O Old 7920 4.71 264
914 Female A Old 6560 4.48 191
915 Male O Young 6850 4.53 218
916 Male O Young 6090 4.47 240
917 Female A Young 6910 . .
918 Female O Young 7410 5.97 204
919 Male A Old 6580 4.95 128
920 Male B Old 6670 4.2 236
921 Male A Old 7380 5.56 156
922 Male A Old 7580 5.71 262
923 Male O Young 6060 5.92 237
924 Female A Old 6510 6.1 248
925 Male A Old 7660 4.71 100
926 Male O Old . 3.95 234
927 Male A Young 5810 . 124
928 Female O Old 6530 5.79 212
929 Male A Old 7040 7.02 218
930 Male O Old 6550 6.07 96
931 Male O Young 6650 . 145
932 Male B Old . 4.17 271
933 Male O Old 7700 5.23 272
934 Male O Old 6370 3.8 211
935 Male A Old . 4.18 225
936 Male A Old 8660 5.53 235
937 Male A Young 10550 5.41 .
938 Male B Old 6240 4.31 .
939 Male O Young 6520 6.56 .
940 Female O Young 7100 5.55 .
941 Male O Young 8140 4.03 303
942 Female O Old 7960 5.97 207
943 Male AB Young 6290 . 212
944 Female A Young 6420 5.69 .
945 Female A Old 8050 . 236
946 Female A Old 7530 4.38 208
947 Female A Old 6410 6.75 227
948 Female B Young 6750 6.11 252
949 Male B Old 7860 5.41 181
950 Female A Young . 6.43 187
951 Female B Old 6530 6.09 144
952 Female O Young 7420 3.77 220
953 Female O Old 6570 6.55 193
954 Male A Young 7620 4.6 241
955 Male A Old 6880 6.22 198
956 Male A Old 8400 6.68 .
957 Male O Old 6460 5.45 186
958 Female A Young 7450 5.41 147
959 Male O Young 5440 4.1 .
960 Female O Young 7440 4.92 242
961 Female A Young 6350 5.59 161
962 Female A Old . 6.1 224
963 Male A Young 7130 5.62 141
964 Female O Old 7610 7 .
965 Male O Old 6660 5.28 243
966 Female B Young 5430 5.86 321
967 Male A Old 6100 4.99 163
968 Male O Young 7400 6.72 217
969 Male O Old 6090 5.9 170
970 Male A Young 6130 5.94 99
971 Female O Old 5300 4.11 150
972 Male A Young 7130 5.56 262
973 Male O Old 8330 3.29 193
974 Male A Young 8180 . 236
975 Male A Young 5170 6.03 173
976 Male A Young 7410 7.55 .
977 Female A Young 6830 5.73 194
978 Male O Young 6800 5.46 206
979 Male A Old 6120 4.7 189
980 Female O Old 5570 6.01 .
981 Male B Old 4880 5.71 .
982 Male A Old 6100 7.01 247
983 Female A Old 6230 6.04 178
984 Male A Old 7550 8.12 242
985 Male A Old 8050 4.24 130
986 Male A Old . 3.39 225
987 Male O Young 6020 . 94
988 Female O Old 7170 4.17 206
989 Male A Young 7490 7.09 189
990 Male O Old 6750 4.07 .
991 Female A Old 6890 5.73 216
992 Female O Old 6670 5.78 182
993 Female O Young 6090 6.31 215
994 Female O Old 7290 3.95 119
995 Female A Young 7160 6.94 274
996 Male A Old 7930 5.4 .
997 Male O Young 5450 4.5 132
998 Female O Old 7440 5.97 .
999 Male O Old 7560 5.79 164
1000 Male A Young 7200 4.7 228
;
proc print data=B14035.blood;
run;
#*********** 17.12infile datalines truncover;
length Gender $ 6 BloodType $ 2 AgeGroup $ 5;
input Subject
Gender
BloodType
AgeGroup
WBC
RBC
Chol;
label Gender = "Gender"
BloodType = "Blood Type"
AgeGroup = "Age Group"
Chol = "Cholesterol";
datalines;
1 Female AB Young 7710 7.4 258
2 Male AB Old 6560 4.7 .
3 Male A Young 5690 7.53 184
4 Male B Old 6680 6.85 .
5 Male A Young . 7.72 187
6 Male A Old 6140 3.69 142
7 Female A Young 6550 4.78 290
8 Male O Old 5200 4.96 151
9 Male O Young . 5.66 311
10 Female O Young 7710 5.55 .
11 Male B Young . 5.62 152
12 Female O Young 7410 5.85 241
13 Male O Young 5780 4.37 .
14 Female O Old 5590 6.94 152
15 Female A Old 6520 6.03 217
16 Female O Young 7210 5.17 193
17 Male A Old . 5.63 .
18 Male O Old 6410 6.02 224
19 Female A Old 6360 3.74 211
20 Male A Young 7580 5.13 179
21 Female A Old 7150 6.35 200
22 Female A Young 8710 5.12 211
23 Female O Young 7660 4.91 .
24 Female B Young 8280 6.14 .
25 Female AB Old 7480 4.7 183
26 Male O Young 8320 4.74 186
27 Female A Old 8020 5.03 182
28 Female A Old 7040 3.8 .
29 Female A Young 7890 7.54 178
30 Male O Young 7490 7.24 227
31 Male B Young 5770 7.17 .
32 Male A Old 6000 4.96 114
33 Male B Old 6430 5.25 166
34 Male O Young 7350 3.78 184
35 Female A Old 8630 4.13 102
36 Male O Old 8930 5.03 221
37 Female A Old 6250 5.32 218
38 Male O Old 5310 6.3 252
39 Female O Old 7040 4.29 166
40 Male O Young 7630 6.99 146
41 Female O Young 5740 6.82 278
42 Male O Young 5730 5.83 187
43 Male B Young 6770 5.43 270
44 Female O Young 5860 6.37 239
45 Male O Old 7470 5.06 .
46 Male AB Old 6660 5.08 256
47 Male AB Old 5540 5.27 80
48 Male O Old 6530 4.94 192
49 Female O Old . 6.38 .
50 Male AB Old 7090 6.34 171
51 Female A Old 6760 4.62 176
52 Female A Young 7580 5.24 186
53 Female A Young 8190 4.24 241
54 Male A Old 4290 . 132
55 Female B Old 4720 5.76 171
56 Male O Young 6860 5.82 239
57 Male A Young 7200 5.76 138
58 Female A Old 6010 5.13 236
59 Female A Old 7290 6.68 229
60 Male A Old 6680 5.2 .
61 Male A Old 8050 7.5 208
62 Male O Young 8160 6.88 173
63 Male O Old 7510 5.49 218
64 Female A Young 7590 6.08 173
65 Female B Young 5050 4.13 242
66 Male A Young 6580 6.34 .
67 Male B Young 8310 4.29 216
68 Female B Old 7560 7.28 .
69 Male A Old 6910 6.98 158
70 Male O Old 6680 . .
71 Male A Old 8950 . 241
72 Female A Young 7330 5.56 200
73 Male A Young 7250 6.46 .
74 Male B Old 6100 5.07 172
75 Male O Young 7690 7.05 .
76 Male A Young 6590 4.88 142
77 Male AB Old 8260 6.58 183
78 Female AB Young 7410 5.82 175
79 Female AB Young . 4.61 69
80 Male A Old 6370 4.05 225
81 Male B Old 7590 7.3 171
82 Male O Old 5400 4.94 175
83 Female O Young 9820 5.5 200
84 Female O Old 6060 . 214
85 Male O Old 7690 5.12 205
86 Female O Young 6430 5.87 234
87 Male A Old 6730 3.85 .
88 Female A Old 10260 5.63 296
89 Male O Young 7280 5.14 .
90 Male O Old 6080 4.77 235
91 Female O Old 7370 5.85 202
92 Male A Young 7270 4.95 146
93 Female A Old 5800 6.97 .
94 Male B Old 6860 4.69 193
95 Male A Old 7730 5.78 .
96 Male B Young 5090 4.83 287
97 Female O Old 6100 4.5 141
98 Female O Young 5940 7.2 168
99 Male A Old . 5.03 318
100 Female A Young . 6.97 261
101 Female AB Young 7610 4.6 162
102 Male AB Old 8110 6.84 167
103 Male A Old 5800 5.72 192
104 Female O Old 5900 3.8 162
105 Male B Old 5980 5.63 187
106 Male A Old 7700 5.41 246
107 Female O Young 6470 6.9 216
108 Male A Young 7790 5.18 208
109 Male O Old 6970 . .
110 Male A Old 5390 5.07 170
111 Female A Young 7520 5.56 243
112 Male A Young 7660 4.93 244
113 Male A Old 5630 2.55 212
114 Male A Young 8460 5.12 183
115 Female O Old 6920 3.79 260
116 Male A Old 7230 3.83 157
117 Male A Young 8990 7.47 250
118 Male O Old 7070 5.14 240
119 Male O Young 6970 6.49 307
120 Female A Young 8030 5.6 236
121 Female O Old 7260 4.7 174
122 Male A Old 6190 6.16 226
123 Male O Old 7850 5.5 186
124 Female A Old 6550 4.35 198
125 Male O Young 8680 5.13 .
126 Male B Young 5490 . 136
127 Male O Young . . 233
128 Female O Young 6770 5.66 .
129 Male O Old 5750 5.94 236
130 Male A Old 7990 . 174
131 Male O Old 8550 5.11 132
132 Male AB Old . 6.26 .
133 Female O Old 8320 4.88 56
134 Male AB Young 9040 5.42 194
135 Female A Young 6290 8.75 209
136 Male O Young 7090 5.66 274
137 Female A Old 8260 4.8 194
138 Male O Old 8290 5.59 156
139 Female O Young 5480 6.14 177
140 Male O Old 7840 4.89 .
141 Male O Old 5690 5.59 .
142 Female AB Old 9380 5.82 218
143 Female A Old 7210 4.13 131
144 Female O Young 7150 3.32 138
145 Female A Old 8410 6.96 132
146 Male O Young 6860 6.02 198
147 Female O Old . 4.57 .
148 Female B Old 8850 5.62 281
149 Female A Old 7640 6.45 278
150 Female A Old 6810 5.23 193
151 Female O Young 7990 5.87 166
152 Male A Old 6300 6 205
153 Male O Old 5800 6.36 309
154 Male O Old 7570 . 276
155 Male B Old 7820 5.74 214
156 Female O Young 5190 5.04 153
157 Female O Old . 5.32 .
158 Male O Old 6380 4.96 153
159 Male B Young 5870 6.06 211
160 Female A Old 5520 . 134
161 Male A Young 7830 3.76 296
162 Female A Young 8370 6.26 .
163 Male O Young . 6.94 .
164 Male O Old . 7.16 139
165 Female O Old 7990 5.69 118
166 Male O Young 7480 6.55 .
167 Female A Old 7610 6.41 163
168 Female O Young . 6.39 261
169 Male A Young . . .
170 Female O Young 6160 5.47 .
171 Male A Old 7430 6.35 137
172 Male O Young 7040 4.3 177
173 Male O Old 8030 5.78 195
174 Male A Old 6690 4.72 .
175 Female A Young 7900 4.5 .
176 Male A Young 6660 6.17 237
177 Female B Young 6810 3.64 .
178 Female A Old 7440 5.79 159
179 Male A Young 5740 4.65 .
180 Female AB Young 6220 5.58 .
181 Female O Old 6520 6.56 277
182 Female O Old 6470 6.09 281
183 Female O Old 6350 4.78 159
184 Male A Old 7510 4.49 193
185 Male O Old 7130 5.32 265
186 Male A Old 5480 5.86 165
187 Female B Young . 5.09 269
188 Male A Old 7680 4.89 164
189 Male A Old 6140 4.27 166
190 Male B Old . 4.23 208
191 Female O Young 6500 6.8 331
192 Female A Old 8280 7.35 147
193 Female A Old 8920 . 197
194 Male O Old 6620 5.3 .
195 Male O Young 6370 5.32 138
196 Male O Old . 6.51 240
197 Female A Old 9950 6.8 225
198 Male O Old 7900 6.65 241
199 Female AB Old 6810 5.54 .
200 Male B Young 5820 5.87 277
201 Male A Old 7430 5.23 .
202 Male O Old 7520 4.65 127
203 Male A Old 7090 5.32 328
204 Female A Old 6450 5.04 135
205 Male A Old . 6.48 223
206 Male O Old 6330 6.51 204
207 Female B Old 6300 5.85 167
208 Male O Young 7760 . 106
209 Male O Old . . 172
210 Male A Young 6560 6.34 .
211 Male O Old 5970 6.62 154
212 Male O Old 4610 5.63 302
213 Female A Old 6320 5.15 114
214 Male A Old 8320 5.9 .
215 Female O Young 5930 4.93 238
216 Female O Young 8130 4.36 .
217 Male B Old 6650 6.29 272
218 Male O Old 6870 4.74 234
219 Male O Young 4070 5.37 193
220 Male O Young 5660 6.05 .
221 Female A Old 6710 5.01 176
222 Male A Young 6020 5.29 .
223 Male A Old 7770 5.17 .
224 Male B Old 8460 4.41 .
225 Female O Old 6590 6.67 182
226 Female O Old 7230 . 158
227 Female O Young 7790 6.45 170
228 Female A Young 6560 6.27 .
229 Male A Young 7170 7.64 253
230 Male O Old 6650 5.76 190
231 Male O Young 6980 5.89 225
232 Female O Young . . 226
233 Male A Old 9210 4.42 200
234 Male O Young 8450 6.65 227
235 Female A Old 7800 4.49 196
236 Female O Young 5810 6.21 .
237 Female O Young 6770 4.93 234
238 Male A Old 7410 6.11 154
239 Male A Old 8040 5.67 .
240 Female A Old 7940 . 221
241 Female O Old 6950 3.31 176
242 Male O Young 6200 6.57 124
243 Male A Young 6960 5.68 196
244 Female A Old 6480 5.47 234
245 Male B Old 8330 7.13 .
246 Male O Young 4960 . .
247 Male A Old 7960 5.7 195
248 Male A Old 7320 4.84 306
249 Male O Old 7070 3.95 .
250 Female B Old 6400 5.43 121
251 Male A Old 5820 4.19 294
252 Male A Young 6100 5.06 154
253 Female O Young 6060 6.11 132
254 Male B Old 7690 . 242
255 Female AB Old 8080 5.45 144
256 Female O Old 5740 4.71 .
257 Male AB Old 4900 7.23 184
258 Female O Old 7510 6.44 206
259 Male O Old 6460 5.68 195
260 Female AB Young 7680 . 127
261 Female O Young 6880 5.81 .
262 Female B Young . 3.92 175
263 Female O Young 5200 5.25 .
264 Female O Young 6120 6.9 213
265 Female A Young . 4.63 .
266 Female O Young 7870 4.51 278
267 Female B Young 5530 . 169
268 Male A Old 5990 5.23 .
269 Female A Old 5920 5.31 .
270 Female A Young 6680 . 174
271 Female A Old 7150 5.54 .
272 Male O Young . 6.56 175
273 Male O Young . 6.17 .
274 Male O Old 8910 . 149
275 Male O Young 8060 6.36 255
276 Male O Young 7200 6.24 248
277 Male O Old 5520 4.9 124
278 Male O Old 6770 6.55 224
279 Female A Old 7590 5.6 279
280 Female A Young 8280 3.59 .
281 Male A Young 6060 4 .
282 Female A Old 8820 6.22 244
283 Male O Young 8550 3.82 214
284 Female O Old 6200 6.74 242
285 Male A Young 5960 5.75 256
286 Male A Young 6410 5.52 146
287 Female O Old 6580 6.57 234
288 Female AB Young 6810 8.26 138
289 Male A Old 6960 5.24 180
290 Female O Old 5360 6.61 148
291 Male O Young 9380 4.79 162
292 Male O Old 6960 4.01 193
293 Female O Young 6210 2.92 253
294 Female A Young 8310 4.93 219
295 Female O Old 6830 3.92 203
296 Female O Old 6170 5.4 242
297 Female O Young 7720 4.81 209
298 Female A Old 6860 5.04 161
299 Female O Old 6210 . 219
300 Male O Young 6750 5.72 198
301 Female A Old 7770 4.78 147
302 Female A Old 6370 6.99 151
303 Female A Old 7600 4.94 126
304 Female A Old 6330 4.02 112
305 Male A Old 8550 6.57 270
306 Female O Young . 5.75 136
307 Male A Old 6660 5.94 165
308 Male O Old 7760 6.38 316
309 Male O Young 6840 . 183
310 Male O Old 6870 4.81 168
311 Female O Old 7080 6.27 198
312 Female O Young 6560 4.08 208
313 Male A Old 8540 7.41 .
314 Male A Young 7410 6.69 180
315 Female A Old 8030 3.49 .
316 Male O Young 7330 3.72 163
317 Female O Old 8830 6.1 260
318 Female A Old 6820 3.73 140
319 Male A Old 7330 4.46 198
320 Female O Young 8840 3.57 227
321 Male A Young 7570 4.86 206
322 Male A Young 8990 5.58 214
323 Male AB Young 5990 . 155
324 Female A Old 7870 5.88 165
325 Male A Old 7260 5.38 193
326 Male O Old 6350 5.69 122
327 Male O Old 6710 5.26 264
328 Male O Old 7930 4.69 .
329 Female A Old 5210 4.95 134
330 Male O Young . 7.04 256
331 Female O Old 6640 5.55 197
332 Female A Old 8520 5.79 .
333 Male A Young 6460 4.96 174
334 Male A Old 9360 5.87 180
335 Male B Old 7850 6.26 266
336 Female O Old 6800 4.43 185
337 Female O Old . 5.96 173
338 Female A Old 7980 4.89 251
339 Female O Young 8840 6.41 182
340 Female O Old 7930 5.18 211
341 Female A Young 8160 7.41 123
342 Male O Young 6610 4.96 .
343 Male A Old 5700 5.96 144
344 Female A Old 7710 3.96 273
345 Male O Old 7480 3.75 162
346 Male A Young 6360 4.59 124
347 Male O Old 6500 5.91 194
348 Male O Old 6610 3.81 195
349 Female O Old 7010 5.44 .
350 Female O Old 7540 6.34 213
351 Female O Young 8090 4.76 280
352 Female B Old 6570 4.55 .
353 Male O Young 6330 6.3 219
354 Male A Old 6410 3.92 209
355 Female O Old 8450 5.78 225
356 Female O Young 6810 5.92 180
357 Male B Young 6250 4.61 124
358 Male O Young 5640 4.54 119
359 Female O Old 7690 4.63 .
360 Male A Young 6570 6.07 145
361 Male A Old 6840 4.13 244
362 Male O Old 7950 6.47 110
363 Female AB Young 7950 5.24 .
364 Female O Young 6400 5.33 218
365 Female O Old 6110 5.24 198
366 Female AB Old 7350 4.72 135
367 Female O Old 7900 4.36 299
368 Male O Young 9060 3.94 214
369 Female O Old . 5.53 152
370 Female O Young 8580 4.48 177
371 Female O Young 5980 5.84 162
372 Male A Young 6930 5.89 .
373 Male B Old 4940 6.62 226
374 Female O Young 6880 4.08 203
375 Female A Old 6900 5.41 328
376 Female B Old . 5.28 .
377 Female O Young 7890 6.3 178
378 Male O Old 7940 5.04 203
379 Female A Young 4640 3.76 163
380 Male O Old 7740 7.06 .
381 Male A Young 7000 4.48 317
382 Male B Old 6170 5.55 164
383 Female A Young 4670 6.58 .
384 Female A Old 7370 5.25 210
385 Male O Old 5170 7.66 122
386 Female O Old 8240 . 297
387 Female O Young 6130 5.17 203
388 Female B Old 7140 5.01 161
389 Female O Old 6100 5.94 200
390 Male O Old 6470 5.81 199
391 Female A Old 6620 6.46 218
392 Male O Old 6470 6.68 243
393 Female A Old 9960 5.09 201
394 Male A Young 7120 5.08 234
395 Male O Young 8360 5.48 225
396 Male A Young 7370 6.6 119
397 Male B Young 7560 4.02 200
398 Male A Young 4890 3.67 218
399 Female O Old . 5.31 248
400 Female A Old 7550 5.07 144
401 Male A Old 8270 5.04 176
402 Male O Old 6590 5.31 245
403 Female A Old 8110 5.7 282
404 Female A Young 7520 3.55 270
405 Female A Old 7680 4.43 208
406 Male O Old 8050 . 210
407 Female O Old 6460 6.11 207
408 Male A Young 7290 . 228
409 Male O Young 7160 . 231
410 Male A Old 7680 4.18 194
411 Female B Young 7910 6.83 .
412 Female A Old 8160 5.93 143
413 Male A Old 6260 4.14 .
414 Female AB Old . 5.98 .
415 Female B Old 7840 5.87 .
416 Female O Old 6270 . 220
417 Male A Old 6360 4.69 188
418 Male O Young 8720 5.38 220
419 Male A Young 6710 5.99 247
420 Female O Old . 5.71 145
421 Male O Young 7110 5.62 104
422 Female O Old 8150 6.13 179
423 Female O Old 4620 5.64 215
424 Male O Old . 5.85 .
425 Male A Old 5870 5 .
426 Female A Old 7220 6.81 97
427 Male O Old 7420 4.98 .
428 Male O Old 6710 4.82 120
429 Female O Old 7790 6.63 201
430 Male A Young 6410 5.41 236
431 Female O Old 8950 5.98 103
432 Male O Young . 6.3 227
433 Female O Old 6480 5.62 256
434 Male O Old 8040 5.03 232
435 Male O Old 6540 4.92 223
436 Female A Old 6920 6.52 .
437 Male B Old 7960 . 270
438 Female O Old 6570 5.26 267
439 Male B Old 7500 4.91 190
440 Male O Old . 2.33 168
441 Male O Young 6630 6.55 204
442 Female A Young 7010 . 251
443 Male O Young 8840 4.58 286
444 Female O Young 7080 6.41 219
445 Male O Young 5240 4.52 218
446 Female A Young 7380 5.36 244
447 Female O Old 8100 5.96 139
448 Female A Old 7870 5.14 280
449 Female AB Old 7480 3.37 186
450 Female A Young 7520 5.39 215
451 Female O Young 6670 6.13 207
452 Female B Old 5910 7.84 .
453 Male O Young . 5.45 .
454 Male A Old 5640 4.38 164
455 Female A Young 6370 . 274
456 Female O Young 7580 5.22 .
457 Female A Old 7220 5.12 242
458 Female O Old 6630 3.93 .
459 Female AB Young 6620 6.19 184
460 Male A Old 6940 5.01 321
461 Male A Old 7460 4.54 202
462 Female A Old 7130 7.08 116
463 Male B Old 8710 6.62 .
464 Female O Old 7900 . 194
465 Female A Old 7690 5.37 206
466 Female O Young 7110 5.19 240
467 Female A Old 5650 3.77 152
468 Male A Old 6570 6.03 116
469 Female O Old 7380 5.08 134
470 Male A Old 6890 6.28 196
471 Male A Old . 4.22 190
472 Male B Old 7480 4.88 132
473 Female B Young 6650 4.47 .
474 Female A Old 6690 4.08 235
475 Male B Old . 4.04 196
476 Male O Young 7820 4.6 244
477 Male A Old 7190 5.18 202
478 Female O Young 5970 5.83 .
479 Female O Old 7480 6.91 .
480 Female O Old . 5.42 237
481 Female A Young 6530 5.96 .
482 Female A Old . 4.75 141
483 Male A Young 6400 6.3 236
484 Male A Young . 6.25 145
485 Female A Young . 3.58 296
486 Male A Young 8180 5.25 226
487 Female O Young 7230 5.16 237
488 Male O Old 4480 6.15 214
489 Male O Old 8160 6.01 271
490 Male A Old 5930 5.92 293
491 Male O Old 6280 5.31 132
492 Male A Young . 3.94 36
493 Male A Young 7790 4.55 158
494 Male A Young 7080 5.74 241
495 Male A Young 6380 . 270
496 Male A Young 8250 4.75 .
497 Female A Old 6820 5.1 .
498 Male A Old 7260 4.61 213
499 Male A Old 5250 5.53 166
500 Male AB Old . 5.85 231
501 Female O Old 7100 6.18 219
502 Female O Young 8290 5.69 178
503 Female A Young 6990 6.49 192
504 Female A Young 9100 3.79 242
505 Male A Young 7060 3.58 167
506 Female A Old 5090 . .
507 Female O Young 7430 . .
508 Female O Old 7930 5.25 .
509 Female O Young . 4.16 211
510 Male A Old 5290 5.27 202
511 Female O Old 7960 5.61 232
512 Male AB Young 5280 5.89 .
513 Male A Old 6260 5.93 .
514 Male O Young . 3.78 159
515 Female B Old 7280 6.16 221
516 Male O Old . 4.71 133
517 Female A Young 7470 4.39 280
518 Male A Old 7000 5.27 .
519 Female O Young 6400 6.69 157
520 Male B Old 7580 5.54 156
521 Female A Old 7270 6.59 234
522 Male O Old 6110 5.41 163
523 Male O Young 9270 4.89 .
524 Male B Young 7540 4.78 224
525 Female A Old 6400 1.71 183
526 Male A Old 6610 6.4 238
527 Male B Young 8460 3.65 224
528 Female AB Old 6310 6.3 .
529 Male O Old 7600 5.57 165
530 Female O Young 7910 5.21 266
531 Male A Old 9270 4.88 115
532 Male A Young 7180 7.5 158
533 Female A Young 5430 6.03 133
534 Male A Old 6800 . 313
535 Male A Young 9060 6.71 166
536 Female O Young 8450 4.94 251
537 Female O Young 8500 4.86 .
538 Male A Young . 5.17 .
539 Female O Young 8440 4.99 .
540 Male O Old 7360 5.02 223
541 Male O Young 6660 . 328
542 Female A Old 7300 6.46 188
543 Female A Old 7700 6.42 147
544 Female AB Old 6360 4.88 .
545 Female O Young . 5.51 .
546 Female A Young 8080 4.89 231
547 Male O Young 6270 4.72 .
548 Male AB Young 9240 5.96 .
549 Male A Old 8140 5.64 .
550 Male A Old 6430 5.72 242
551 Male A Old 7190 4.79 216
552 Male O Young 7800 6.09 .
553 Male A Old 6580 . 196
554 Male B Young 6490 6.72 238
555 Male O Young 6950 . 192
556 Female A Young 6620 6.25 210
557 Female O Old 7250 5.93 .
558 Male O Young 6730 4.89 .
559 Male A Young 6520 5.24 184
560 Male A Old 6140 5.99 293
561 Male O Young 6160 5.05 195
562 Female O Old 5850 5.67 248
563 Male O Old 7510 . 153
564 Female O Old 7810 5.35 .
565 Female O Old 9200 7.99 197
566 Female A Old 6930 3.96 234
567 Female O Old 8230 4.83 254
568 Male O Old 6820 5.47 154
569 Male A Young 7420 5.55 .
570 Male A Old 7540 6.04 265
571 Female A Young 7470 5.65 236
572 Male A Old 5860 5.53 280
573 Male A Old 6200 . 257
574 Male A Young 6230 5.78 .
575 Female O Old 9180 6.85 208
576 Male O Young . 6.37 189
577 Female O Old 8850 4.69 .
578 Male O Young 9340 4.84 178
579 Female O Old . 5.76 .
580 Male O Young 8150 3.94 234
581 Female O Young 5840 . .
582 Female B Young 5210 5.87 .
583 Female O Young 8370 4.73 243
584 Male B Old 5980 5.16 261
585 Female O Young 8100 5.73 244
586 Male O Young 7480 5.65 148
587 Male B Old 8340 5.99 231
588 Female A Old . 5.15 177
589 Female A Young 6970 5.13 .
590 Male B Old 7350 5.25 217
591 Male O Old 6760 5.77 211
592 Male O Old 7170 5.88 .
593 Male O Old 7960 5.71 153
594 Male A Old 6540 . 213
595 Male AB Old . 5.08 158
596 Male A Old 8080 6.82 216
597 Male A Old 7200 6.11 189
598 Female O Old 7170 3.82 175
599 Female A Young 8300 5.42 152
600 Female B Old . 4.14 181
601 Male B Old 7980 5.99 .
602 Female O Young 7020 6.5 223
603 Female A Old 5410 4.95 248
604 Female O Old 6050 5.6 301
605 Female O Young 7700 . 171
606 Male A Old 6630 5.66 249
607 Male O Old . 5.88 226
608 Male A Old 8040 6.06 .
609 Female O Young 8590 5.09 .
610 Female A Young 8240 5.64 245
611 Female A Young 6760 5.63 289
612 Male A Young 6730 7.25 281
613 Female O Old 7800 5.85 .
614 Male O Young 6350 4.17 266
615 Male A Young . 4.4 .
616 Male AB Young 5610 . 211
617 Male O Old . . 258
618 Female O Old 8220 5.6 272
619 Female A Old 6490 4.41 231
620 Male A Old 8060 6.67 249
621 Male A Old 6510 4.5 189
622 Male O Old 7160 6.1 223
623 Female A Old 7320 . 147
624 Male O Old 6950 5.83 112
625 Male B Old 6360 6.96 183
626 Male A Old 6850 6.74 176
627 Male O Old 7400 5.88 259
628 Female A Young 7670 5.52 179
629 Female A Old 7100 . .
630 Female O Old . 6.15 266
631 Male O Old 5740 5.62 .
632 Female A Young 7040 4.56 246
633 Male O Old . . .
634 Female A Young 7190 4.91 249
635 Male A Old 6790 3.13 261
636 Female O Old 6640 7.13 181
637 Female A Old 6660 6.97 .
638 Male O Old 6810 4.74 163
639 Male O Old 7530 4.28 204
640 Male A Old 7660 5.55 249
641 Female A Young 8410 7.04 .
642 Male B Old 6140 5.82 225
643 Female A Young 9230 6.27 139
644 Male O Old 6760 . .
645 Female A Old 6100 7.15 206
646 Male O Old 5330 7.65 197
647 Male O Young 6090 6.39 .
648 Male O Young 7580 6 155
649 Male A Young 7400 5.33 250
650 Female A Old 6640 5.1 .
651 Male O Old 7470 6.77 155
652 Female AB Old 9110 5.41 .
653 Female O Young 8080 5.35 115
654 Female O Young 7060 5.7 203
655 Male AB Old 7260 4.98 .
656 Male B Old 7390 6.61 .
657 Female O Old 7650 5.63 112
658 Male A Young 7370 5.21 .
659 Male O Old 6060 7.55 159
660 Male O Young . 5.73 167
661 Female A Old 6580 5.61 198
662 Female A Old . 4.86 .
663 Female B Old . 5.31 207
664 Male O Old 8280 . 208
665 Male B Young 6550 6.47 272
666 Female O Old 7780 6.61 .
667 Male O Young 7650 4.52 177
668 Female O Young 7330 . 203
669 Male B Young 6690 5.3 .
670 Male A Young 7720 . 158
671 Male A Young 6850 5.2 239
672 Male A Old . . .
673 Male B Old 7400 6.04 308
674 Female O Old 7440 5.25 .
675 Male A Old 6360 6.73 185
676 Female A Young 8100 5.27 .
677 Male A Young 6770 5.74 .
678 Male A Young 7230 5.87 302
679 Female O Old 6100 5.51 170
680 Male B Young 6650 5.89 284
681 Male B Old 7040 3.65 157
682 Male B Old 5530 4.35 235
683 Male A Old . . 231
684 Male A Old 6000 4.89 .
685 Female O Old 7670 5.43 162
686 Male O Old 6630 4.95 166
687 Female A Young 7300 6.29 231
688 Male A Old 7170 5.16 157
689 Female O Old 8210 5.92 139
690 Male O Young 5330 7.16 128
691 Male A Old 5850 6.62 189
692 Female O Old 6990 4.12 177
693 Female O Old 6160 6.02 277
694 Female A Young 8520 5.19 234
695 Female B Young 5430 6.55 209
696 Male AB Old 6930 7.02 .
697 Male B Young . 5.31 .
698 Female O Young 7810 5.52 267
699 Male O Old 5810 5.7 202
700 Male O Old 6780 6.2 142
701 Male A Old 9240 3.49 213
702 Male O Old 5580 . 134
703 Male A Old 9270 5.73 290
704 Male B Young 7340 5.43 253
705 Male O Old 7980 . 192
706 Male A Old 6650 5.08 136
707 Female A Old 7550 4.89 223
708 Female O Old 6320 6.14 .
709 Female A Young 8220 6.54 165
710 Male O Old . 6.52 209
711 Female A Old 7420 5.83 130
712 Female A Young 7670 5.79 113
713 Male O Old 6250 5.45 282
714 Female A Young 7680 . .
715 Male A Young 8100 6.94 224
716 Female A Young 6670 6.84 188
717 Female A Young . 5.97 207
718 Male A Young 7580 3.81 256
719 Male A Old 6940 5.71 212
720 Female B Young 7460 5.93 .
721 Male O Old 6510 5.97 248
722 Male A Old 6550 4.82 275
723 Male O Old 5020 4.75 276
724 Male B Old 8170 4.32 179
725 Male A Old 6620 . .
726 Male O Old 6950 8.43 .
727 Male A Young 5790 5.64 .
728 Male O Young 6690 7.22 167
729 Female A Young 6500 3.91 296
730 Female O Old 8310 4.32 208
731 Female B Old . 6.83 223
732 Male O Young 6900 4.68 115
733 Female A Old 8370 6.87 162
734 Male B Young 6840 5.12 209
735 Male O Old 6280 5.41 144
736 Female O Old 7130 5.55 165
737 Male O Old 6100 . 306
738 Male O Old 6750 3.86 147
739 Male A Old 6460 4.99 90
740 Female B Young 6170 5.32 290
741 Female O Old 4780 . 162
742 Male O Young 6470 5.93 .
743 Male O Old . 4.96 147
744 Male A Young 8170 5.5 .
745 Male A Young 7910 4.85 200
746 Female A Old 7330 6.84 223
747 Male A Young 6350 . 254
748 Female O Old . 5.85 173
749 Male O Old 8230 7.1 249
750 Female A Old 7230 4.91 143
751 Female O Young 8450 7.02 238
752 Male A Old 5800 6.81 162
753 Female O Old 7240 5.52 177
754 Female O Old 6430 4.34 159
755 Female O Young 6210 6.17 163
756 Female A Young 4980 4.67 185
757 Male A Old . 4.9 179
758 Male AB Old 5740 5.57 256
759 Female O Young 5530 4.5 168
760 Female O Old 6560 4.76 237
761 Female A Old 6840 5.24 207
762 Male O Young 5390 4.91 260
763 Female A Young 7710 . 241
764 Female O Young 7430 6.96 .
765 Female O Young 8310 6.01 244
766 Male O Old 6140 6.46 165
767 Male B Old 7280 4.16 .
768 Male O Old 6560 4.19 227
769 Male B Young 7660 6.07 .
770 Male O Young 5900 3.83 .
771 Female O Young 7320 4.82 229
772 Male O Young 8120 4.41 .
773 Female O Young 5960 4.59 206
774 Female O Young 7330 6.25 247
775 Female O Young 6250 4.07 209
776 Female B Old 5840 5.42 96
777 Male A Old 8420 7.35 221
778 Female A Old 8360 7.23 268
779 Male O Young 6500 . .
780 Female O Old 4890 5.56 204
781 Male O Old 5400 7.89 166
782 Male A Old 6110 6.02 175
783 Female A Old 6530 4.74 257
784 Male A Young 5960 7.08 .
785 Female O Old 6340 4.27 .
786 Female A Old 6850 4.78 197
787 Female A Old 8220 5.71 154
788 Male O Young 6130 5.75 268
789 Male A Young 7750 5.07 221
790 Female A Young 7630 7.16 244
791 Female A Old 6720 5.26 207
792 Female A Young 7710 5.64 191
793 Male O Old 6120 4.26 114
794 Male A Old 5140 . 189
795 Male A Young 7820 6.7 151
796 Male O Young 8200 6.33 218
797 Female O Young 6980 5.45 .
798 Female O Old 7170 6.89 249
799 Male O Young 7170 6.26 186
800 Male A Old 6580 4.51 228
801 Male O Young 8020 4.92 245
802 Female AB Old 7200 3.37 185
803 Male O Old 7880 4.38 140
804 Female A Old 5290 3.89 212
805 Female A Old 6140 5.06 213
806 Female A Young 7580 . 200
807 Male O Old 5020 4.09 187
808 Male A Young 8110 6.56 258
809 Male O Old 8300 4.99 .
810 Male AB Young . 5.27 267
811 Female A Old 6720 5.64 196
812 Female O Old 4630 . .
813 Male A Old 6070 4.18 175
814 Female A Old 7850 5.24 210
815 Male A Old 9150 3.19 181
816 Male A Young 8150 6.66 .
817 Male O Old 7420 4.67 .
818 Female O Old 7220 5.94 260
819 Female O Old 6550 5.81 .
820 Female O Old 6760 3.53 228
821 Male O Old 8040 5.87 177
822 Male A Young 7790 5.74 203
823 Male O Young 7710 6.4 171
824 Male A Young 7620 4.77 .
825 Female O Old 5510 6.44 158
826 Female O Old 7950 6.57 201
827 Female B Young 6200 4.39 208
828 Female O Young 5730 5.91 323
829 Male A Old 7950 . 17
830 Male A Old 7240 6.28 231
831 Male O Young . . .
832 Female O Old 5110 5.42 .
833 Female O Old 7810 7.23 187
834 Male A Old 5340 . 184
835 Female O Old 7590 7.56 242
836 Male A Old 7590 4.6 .
837 Male A Old 8030 4.77 .
838 Male B Old 6910 4.06 230
839 Female O Old . 5.81 234
840 Male A Old 4550 7.7 142
841 Male O Old . 3.87 65
842 Female O Old 7270 3.53 .
843 Male O Old . 5.95 317
844 Male B Old 8040 6.7 134
845 Male A Young 6920 5.57 .
846 Male O Old . 6.12 208
847 Male O Old 6000 5.97 193
848 Male O Old 5030 5.83 .
849 Male A Young 8900 5.04 215
850 Male B Young 8180 6.05 128
851 Female O Young 7640 6.42 235
852 Male A Old 6170 7.79 228
853 Female O Young 5280 5.38 235
854 Female A Old . 5.3 243
855 Female O Old 7080 . 202
856 Male O Young 7350 6.54 249
857 Male A Young 6650 5.26 269
858 Male A Old 8020 5.64 170
859 Male O Old 7560 5.49 .
860 Male A Young 5860 4.57 244
861 Female O Young 6920 5.34 214
862 Female O Old 7150 5.47 147
863 Male A Young 6930 4.76 163
864 Male AB Old 7500 4.17 222
865 Male A Old 5000 5.17 144
866 Female O Old 9040 5.98 .
867 Male O Old 6460 6.22 219
868 Male O Young 7190 4.04 .
869 Male A Old 7640 3.88 123
870 Female B Young 8140 . 246
871 Male B Old 6790 5.2 168
872 Male O Old 6910 . 193
873 Female B Old 8240 4.96 246
874 Male O Young 6840 3.86 167
875 Female O Young 5510 5.63 184
876 Female B Old 7850 4.98 187
877 Male O Young 6960 6.33 146
878 Male A Old . 5.7 157
879 Female A Old 4820 6 .
880 Male O Old 5180 5.78 139
881 Male A Old 7360 5.39 249
882 Female A Old . 5.12 164
883 Female A Old . 4.19 175
884 Male A Old . 4.98 165
885 Male AB Old 6680 6.38 174
886 Female A Young 7120 4.55 269
887 Male O Old 8610 5.53 189
888 Male O Old . 5.86 239
889 Male O Old 7110 5.12 238
890 Male A Old 6550 7.12 .
891 Male AB Young 8460 5.26 135
892 Female A Old 7830 6.18 181
893 Male O Young 6690 6.29 134
894 Female A Old 6810 6.52 149
895 Male O Old 6630 4.47 .
896 Male O Old 6090 6.13 178
897 Male A Old 6540 . 121
898 Female A Young 5950 7.08 136
899 Male A Old 8750 6.08 298
900 Male AB Young 6720 4.33 185
901 Female O Young 7710 5.09 .
902 Male O Old 6510 6.47 164
903 Male A Young 7320 5.82 169
904 Male A Old 7050 5.79 206
905 Female A Young 7510 5 180
906 Male O Young 6630 5.33 219
907 Male A Old 6410 3.9 .
908 Female O Old 7970 6.39 217
909 Female A Old 7140 6.74 176
910 Male O Old 8220 4.38 160
911 Male A Old 8520 5.63 208
912 Male O Old . 5.43 229
913 Male O Old 7920 4.71 264
914 Female A Old 6560 4.48 191
915 Male O Young 6850 4.53 218
916 Male O Young 6090 4.47 240
917 Female A Young 6910 . .
918 Female O Young 7410 5.97 204
919 Male A Old 6580 4.95 128
920 Male B Old 6670 4.2 236
921 Male A Old 7380 5.56 156
922 Male A Old 7580 5.71 262
923 Male O Young 6060 5.92 237
924 Female A Old 6510 6.1 248
925 Male A Old 7660 4.71 100
926 Male O Old . 3.95 234
927 Male A Young 5810 . 124
928 Female O Old 6530 5.79 212
929 Male A Old 7040 7.02 218
930 Male O Old 6550 6.07 96
931 Male O Young 6650 . 145
932 Male B Old . 4.17 271
933 Male O Old 7700 5.23 272
934 Male O Old 6370 3.8 211
935 Male A Old . 4.18 225
936 Male A Old 8660 5.53 235
937 Male A Young 10550 5.41 .
938 Male B Old 6240 4.31 .
939 Male O Young 6520 6.56 .
940 Female O Young 7100 5.55 .
941 Male O Young 8140 4.03 303
942 Female O Old 7960 5.97 207
943 Male AB Young 6290 . 212
944 Female A Young 6420 5.69 .
945 Female A Old 8050 . 236
946 Female A Old 7530 4.38 208
947 Female A Old 6410 6.75 227
948 Female B Young 6750 6.11 252
949 Male B Old 7860 5.41 181
950 Female A Young . 6.43 187
951 Female B Old 6530 6.09 144
952 Female O Young 7420 3.77 220
953 Female O Old 6570 6.55 193
954 Male A Young 7620 4.6 241
955 Male A Old 6880 6.22 198
956 Male A Old 8400 6.68 .
957 Male O Old 6460 5.45 186
958 Female A Young 7450 5.41 147
959 Male O Young 5440 4.1 .
960 Female O Young 7440 4.92 242
961 Female A Young 6350 5.59 161
962 Female A Old . 6.1 224
963 Male A Young 7130 5.62 141
964 Female O Old 7610 7 .
965 Male O Old 6660 5.28 243
966 Female B Young 5430 5.86 321
967 Male A Old 6100 4.99 163
968 Male O Young 7400 6.72 217
969 Male O Old 6090 5.9 170
970 Male A Young 6130 5.94 99
971 Female O Old 5300 4.11 150
972 Male A Young 7130 5.56 262
973 Male O Old 8330 3.29 193
974 Male A Young 8180 . 236
975 Male A Young 5170 6.03 173
976 Male A Young 7410 7.55 .
977 Female A Young 6830 5.73 194
978 Male O Young 6800 5.46 206
979 Male A Old 6120 4.7 189
980 Female O Old 5570 6.01 .
981 Male B Old 4880 5.71 .
982 Male A Old 6100 7.01 247
983 Female A Old 6230 6.04 178
984 Male A Old 7550 8.12 242
985 Male A Old 8050 4.24 130
986 Male A Old . 3.39 225
987 Male O Young 6020 . 94
988 Female O Old 7170 4.17 206
989 Male A Young 7490 7.09 189
990 Male O Old 6750 4.07 .
991 Female A Old 6890 5.73 216
992 Female O Old 6670 5.78 182
993 Female O Young 6090 6.31 215
994 Female O Old 7290 3.95 119
995 Female A Young 7160 6.94 274
996 Male A Old 7930 5.4 .
997 Male O Young 5450 4.5 132
998 Female O Old 7440 5.97 .
999 Male O Old 7560 5.79 164
1000 Male A Young 7200 4.7 228
;
proc print data=B14035.blood;
run;
Prob 1.
Using the SAS data set Blood,
generate one-way frequencies for the variables Gender, BloodType, and AgeGroup.
Use the appropriate options to omit the cumulative statistics and percentages.
Solution:
title "One-way Frequencies from BLOOD Data Set";
proc freq data=B14035.blood;
tables Gender BloodType AgeGroup / nocum nopercent;
run;
proc freq data=B14035.blood;
tables Gender BloodType AgeGroup / nocum nopercent;
run;
# nocum--Suppresses display of cumulative frequencies and percentages
nopercent--Suppresses display of percentages
Learnings- Use of nocum and no percent made things for efficient to see the table
Learnings- Use of nocum and no percent made things for efficient to see the table
Output:
Prob 3.
Using the data set Blood, produce frequencies
for the variable Chol (cholesterol). Use a format to group the frequencies into
three groups: low to 200 (normal), 201 and higher (high), and missing. Run PROC
FREQ twice, once using the MISSING option, and once without. Compare the
percentages in both listings.
Solution:
proc format;
value cholgrp low-200 = 'Normal' # Taking an input as when it will be low,high or missing
201-high = 'High'
. = 'Missing';
run;
title "Demonstrating the MISSING Option";
title2 "Without MISSING Option";
proc freq data=B14035.blood;
tables Chol / nocum; # It is considered without taking the missing option
format Chol cholgrp.;
run;
title "Demonstrating the MISSING Option";
title2 "With MISSING Option";
proc freq data=B14035.blood;
tables Chol / nocum missing; #Considered taking the missing option
format Chol cholgrp.;
run;
value cholgrp low-200 = 'Normal' # Taking an input as when it will be low,high or missing
201-high = 'High'
. = 'Missing';
run;
title "Demonstrating the MISSING Option";
title2 "Without MISSING Option";
proc freq data=B14035.blood;
tables Chol / nocum; # It is considered without taking the missing option
format Chol cholgrp.;
run;
title "Demonstrating the MISSING Option";
title2 "With MISSING Option";
proc freq data=B14035.blood;
tables Chol / nocum missing; #Considered taking the missing option
format Chol cholgrp.;
run;
Learnings: learnt how to use nocum, when there is no missing value and then when there is missing value we take nocum missing
Output
Prob 7.
Using the SAS data set Blood,
produce a table of frequencies for BloodType, in frequency order.
Solution
title "Blood Types in Decreasing Frequency Order";
proc freq data=B14035.blood order=freq; # Freq data is used to show the frequency data of the table
tables BloodType / nocum nopercent;
run.
proc freq data=B14035.blood order=freq; # Freq data is used to show the frequency data of the table
tables BloodType / nocum nopercent;
run.
Learnings: Saw the use of frequency data table using freq data
Output:
#************20.13
Prob: 9
Using the SAS data set Stocks,
produce a scatter plot of Price versus Date. Use the dot as the plotting symbol
and connect the dots with a smooth line.
Solution:
data B14035.stocks;
Do date = '01Jan2006'd to '31Jan2006'd;
input Price @@; # reads the data lines
output;
end;
format Date mmddyy10. Price dollar8.; #mentioning the format as how date will be read sequentially from the data lines
datalines;
34 35 39 30 35 35 37 38 39 45 47 52
39 40 51 52 45 47 48 50 50 51 52 53
55 42 41 40 46 55 52
;
proc print data=B14035.stocks;
run;
title "Stock Prices by Time";
symbol value=dot i=sm;
proc gplot data=B14035.stocks;
plot Price * Date;
run;
quit;
Do date = '01Jan2006'd to '31Jan2006'd;
input Price @@; # reads the data lines
output;
end;
format Date mmddyy10. Price dollar8.; #mentioning the format as how date will be read sequentially from the data lines
datalines;
34 35 39 30 35 35 37 38 39 45 47 52
39 40 51 52 45 47 48 50 50 51 52 53
55 42 41 40 46 55 52
;
proc print data=B14035.stocks;
run;
title "Stock Prices by Time";
symbol value=dot i=sm;
proc gplot data=B14035.stocks;
plot Price * Date;
run;
quit;
Learning: Saw the use of @ function as how to read data lines sequentially
Output:
#***********19.8
Prob: 5
Run PROC UNIVARIATE on the
variables Age and Salary from the Survey data set. Use the TRACE ON/TRACE OFF
statements to display the names of the output objects created by this
procedure. Once you have done this, run PROCUNIVARIATE again, selecting only the
output object that shows Quantiles
Solution:
data B14035.survey;
infile datalines pad;
input ID : $3.
Gender : $1.
Age
Salary
Ques1 : $1.
Ques2 : $1.
Ques3 : $1.
Ques4 : $1.
Ques5 : $1.;
datalines;
001 M 23 28000 1 2 1 2 3
002 F 55 76123 4 5 2 1 1
003 M 38 36500 2 2 2 2 1
004 F 67 128000 5 3 2 2 4
005 M 22 23060 3 3 3 4 2
006 M 63 90000 2 3 5 4 3
007 F 45 76100 5 3 4 3 3
;
proc print data=B14035.survey;
run;
ods trace on;
proc univariate data=B14035.survey;
# proc univariate statement by itself to request a variety of statistics for summarizing the data distribution of each analysis variable:
var Age Salary;
run;
ods trace off;
#ODS produces an output object by combining data from the data component with a table definition. The trace record provides information about the data component, the table definition, and the output object
ods select quantiles;
proc univariate data=B14035.survey;
var Age Salary;
run;
infile datalines pad;
input ID : $3.
Gender : $1.
Age
Salary
Ques1 : $1.
Ques2 : $1.
Ques3 : $1.
Ques4 : $1.
Ques5 : $1.;
datalines;
001 M 23 28000 1 2 1 2 3
002 F 55 76123 4 5 2 1 1
003 M 38 36500 2 2 2 2 1
004 F 67 128000 5 3 2 2 4
005 M 22 23060 3 3 3 4 2
006 M 63 90000 2 3 5 4 3
007 F 45 76100 5 3 4 3 3
;
proc print data=B14035.survey;
run;
ods trace on;
proc univariate data=B14035.survey;
# proc univariate statement by itself to request a variety of statistics for summarizing the data distribution of each analysis variable:
var Age Salary;
run;
ods trace off;
#ODS produces an output object by combining data from the data component with a table definition. The trace record provides information about the data component, the table definition, and the output object
ods select quantiles;
proc univariate data=B14035.survey;
var Age Salary;
run;
Learning: Use of ods select function, ods trace and proc univariate function
Output:
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