btaf430
1 btaf430
TipExamples require
library(survival)
library(mgcv)We use the data example Ki67 from package groupedHyperframe (v0.4.0, GPL-2) in this non-spatial application. The object Ki67q is a hyper data frame with
Ki67q
Ki67qHyperframe:
patientID tissueID Tstage PFS adj_rad adj_chemo histology Her2 HR node
1 PT00037 (factor) 2 100+ FALSE FALSE 3 TRUE TRUE TRUE
2 PT00039 (factor) 1 22 FALSE FALSE 3 FALSE TRUE FALSE
3 PT00040 (factor) 1 99+ FALSE NA 3 FALSE TRUE FALSE
4 PT00042 (factor) 1 99+ FALSE TRUE 3 FALSE TRUE TRUE
5 PT00054 (factor) 1 112 TRUE TRUE 3 FALSE TRUE TRUE
6 PT00059 (factor) 4 12 TRUE FALSE 2 TRUE TRUE TRUE
7 PT00062 (factor) 2 64+ FALSE FALSE 3 FALSE TRUE TRUE
8 PT00068 (factor) 2 56+ FALSE FALSE 2 TRUE TRUE TRUE
9 PT00082 (factor) 2 79+ FALSE FALSE 3 TRUE TRUE FALSE
10 PT00084 (factor) 2 26 FALSE TRUE 2 TRUE TRUE FALSE
11 PT00085 (factor) 1 73 FALSE FALSE 2 FALSE TRUE FALSE
12 PT00086 (factor) 2 97+ FALSE FALSE 3 FALSE TRUE TRUE
13 PT00087 (factor) 3 19 TRUE TRUE 3 FALSE TRUE TRUE
14 PT00088 (factor) 2 95+ FALSE TRUE 1 FALSE TRUE TRUE
15 PT00089 (factor) 1 92+ FALSE FALSE 1 FALSE TRUE FALSE
16 PT00090 (factor) 2 101+ FALSE FALSE 2 FALSE TRUE TRUE
17 PT00093 (factor) 1 24 FALSE FALSE 3 FALSE TRUE FALSE
18 PT00097 (factor) 2 84+ FALSE FALSE 2 TRUE TRUE TRUE
19 PT00100 (factor) 1 89+ FALSE FALSE 2 FALSE TRUE FALSE
20 PT00186 (factor) 2 10 TRUE FALSE 1 FALSE TRUE TRUE
21 PT00188 (factor) 2 60 TRUE TRUE 2 FALSE TRUE FALSE
22 PT00194 (factor) 2 201+ FALSE TRUE 1 FALSE TRUE TRUE
23 PT00202 (factor) 1 39+ FALSE FALSE 2 FALSE TRUE TRUE
24 PT00210 (factor) 4 196+ TRUE FALSE 2 FALSE TRUE TRUE
25 PT00211 (factor) 2 165 FALSE FALSE 1 FALSE TRUE FALSE
26 PT00212 (factor) 2 45 TRUE FALSE 2 FALSE TRUE FALSE
27 PT00213 (factor) 2 125+ FALSE FALSE 1 FALSE TRUE FALSE
28 PT00214 (factor) 1 16+ FALSE FALSE 1 FALSE TRUE FALSE
29 PT00215 (factor) 1 208+ FALSE TRUE 1 FALSE TRUE FALSE
30 PT00216 (factor) 2 70+ FALSE FALSE 2 FALSE TRUE TRUE
31 PT00218 (factor) 1 28 FALSE FALSE 2 FALSE TRUE FALSE
32 PT00220 (factor) 2 10 TRUE TRUE 2 FALSE TRUE TRUE
33 PT00221 (factor) 1 160+ TRUE FALSE 1 FALSE TRUE FALSE
34 PT00222 (factor) 1 18 FALSE TRUE 1 FALSE TRUE TRUE
35 PT00226 (factor) 1 195+ TRUE FALSE 2 FALSE TRUE FALSE
36 PT00228 (factor) 4 47+ FALSE FALSE 2 FALSE TRUE FALSE
37 PT00230 (factor) 1 180+ TRUE FALSE 2 FALSE TRUE FALSE
38 PT00232 (factor) 1 61+ TRUE FALSE 2 FALSE TRUE FALSE
39 PT00234 (factor) 1 48 TRUE TRUE 3 FALSE TRUE TRUE
40 PT00240 (factor) 2 95+ FALSE FALSE 1 FALSE TRUE FALSE
41 PT00241 (factor) 2 105 FALSE FALSE 2 FALSE TRUE FALSE
42 PT00242 (factor) 2 23 FALSE FALSE 3 FALSE TRUE FALSE
43 PT00243 (factor) 1 155+ FALSE FALSE 1 FALSE TRUE FALSE
44 PT00244 (factor) 2 37+ FALSE FALSE 3 FALSE TRUE TRUE
45 PT00251 (factor) 1 180+ FALSE FALSE 1 FALSE TRUE FALSE
46 PT00258 (factor) 2 18+ FALSE FALSE 1 FALSE TRUE FALSE
47 PT00260 (factor) 1 204+ TRUE FALSE 1 FALSE TRUE FALSE
48 PT00262 (factor) 2 63 TRUE TRUE 1 FALSE TRUE TRUE
49 PT00263 (factor) 2 15+ FALSE TRUE 2 FALSE TRUE TRUE
50 PT00270 (factor) 1 188+ TRUE FALSE 2 FALSE TRUE FALSE
51 PT00275 (factor) 1 210+ TRUE TRUE 1 FALSE TRUE TRUE
52 PT00281 (factor) 1 105+ FALSE FALSE 2 FALSE TRUE TRUE
53 PT00283 (factor) 2 37 FALSE TRUE 2 FALSE TRUE TRUE
54 PT00293 (factor) 1 147+ TRUE FALSE 2 FALSE TRUE FALSE
55 PT00298 (factor) 1 205+ FALSE TRUE 2 FALSE TRUE TRUE
56 PT00302 (factor) 2 198+ FALSE TRUE 1 FALSE TRUE TRUE
57 PT00303 (factor) 1 83+ FALSE FALSE 2 FALSE TRUE FALSE
58 PT00304 (factor) 1 152+ FALSE TRUE 1 FALSE TRUE FALSE
59 PT00308 (factor) 1 165+ TRUE TRUE 2 FALSE TRUE TRUE
60 PT00315 (factor) 2 193+ FALSE TRUE 1 NA TRUE TRUE
61 PT00317 (factor) 2 189+ FALSE FALSE 1 FALSE TRUE FALSE
62 PT00319 (factor) 1 196+ FALSE TRUE 2 FALSE TRUE TRUE
63 PT00322 (factor) 1 71+ FALSE FALSE 2 FALSE TRUE FALSE
64 PT00323 (factor) 2 48+ FALSE FALSE 3 FALSE TRUE FALSE
65 PT00324 (factor) 1 138+ FALSE TRUE 2 FALSE TRUE TRUE
66 PT00332 (factor) 1 10 TRUE FALSE 2 TRUE TRUE FALSE
67 PT00333 (factor) 2 135+ FALSE TRUE 1 FALSE TRUE FALSE
68 PT00335 (factor) 2 157+ FALSE TRUE 3 FALSE TRUE FALSE
69 PT00338 (factor) 1 193+ FALSE FALSE 2 FALSE TRUE FALSE
70 PT00344 (factor) 3 149+ TRUE TRUE 2 FALSE TRUE TRUE
71 PT00348 (factor) 1 141+ TRUE FALSE 2 NA TRUE FALSE
72 PT00349 (factor) 2 55 TRUE TRUE 2 FALSE TRUE FALSE
73 PT00351 (factor) 1 177+ TRUE FALSE 2 FALSE TRUE FALSE
74 PT00352 (factor) 1 189+ TRUE FALSE 2 FALSE TRUE FALSE
75 PT00355 (factor) 1 55+ FALSE FALSE 2 FALSE TRUE TRUE
76 PT00357 (factor) 1 165+ FALSE FALSE 1 FALSE TRUE TRUE
77 PT00368 (factor) 1 203+ FALSE FALSE 3 TRUE TRUE FALSE
78 PT00380 (factor) 1 80+ TRUE FALSE 3 FALSE TRUE FALSE
79 PT00384 (factor) 2 189+ FALSE FALSE 2 FALSE TRUE TRUE
80 PT00385 (factor) 2 144+ FALSE TRUE 2 FALSE TRUE TRUE
81 PT00386 (factor) 2 135+ TRUE FALSE 2 FALSE TRUE FALSE
82 PT00388 (factor) 1 90+ TRUE FALSE 1 FALSE TRUE FALSE
83 PT00393 (factor) 2 94+ TRUE FALSE 2 FALSE TRUE FALSE
84 PT00395 (factor) 3 146+ FALSE TRUE 3 FALSE TRUE FALSE
85 PT00396 (factor) 2 163 TRUE FALSE 1 FALSE TRUE TRUE
86 PT00397 (factor) 3 49 FALSE FALSE 2 FALSE TRUE FALSE
87 PT00401 (factor) 2 97+ NA NA 2 FALSE TRUE TRUE
88 PT00413 (factor) 2 90+ FALSE FALSE 3 FALSE TRUE FALSE
89 PT00422 (factor) 1 25+ FALSE FALSE 2 FALSE TRUE FALSE
90 PT00423 (factor) 4 67+ TRUE TRUE 2 NA TRUE FALSE
91 PT00424 (factor) 1 63 FALSE TRUE 3 FALSE TRUE FALSE
92 PT00425 (factor) 1 23+ FALSE FALSE 1 FALSE TRUE FALSE
93 PT00426 (factor) 1 128+ FALSE FALSE 1 FALSE TRUE FALSE
94 PT00427 (factor) 1 52+ FALSE FALSE 2 TRUE TRUE FALSE
95 PT00428 (factor) 1 15 TRUE TRUE 2 FALSE TRUE FALSE
96 PT00433 (factor) 2 79 FALSE FALSE 1 FALSE TRUE TRUE
97 PT00434 (factor) 1 75+ FALSE FALSE 1 FALSE TRUE TRUE
98 PT00438 (factor) 1 185+ TRUE TRUE 2 FALSE TRUE TRUE
99 PT00439 (factor) 2 145+ FALSE FALSE 1 FALSE TRUE TRUE
100 PT00441 (factor) 1 185+ FALSE TRUE 3 TRUE TRUE FALSE
101 PT00442 (factor) 2 175 TRUE FALSE 1 FALSE TRUE FALSE
102 PT00443 (factor) 2 107+ FALSE FALSE 2 FALSE TRUE FALSE
103 PT00448 (factor) 1 161+ FALSE FALSE 3 FALSE TRUE TRUE
104 PT00449 (factor) 1 183+ TRUE FALSE 2 FALSE TRUE FALSE
105 PT00450 (factor) 1 127+ TRUE FALSE 2 FALSE TRUE FALSE
106 PT00451 (factor) 2 127+ FALSE FALSE 2 FALSE TRUE FALSE
107 PT00455 (factor) 1 174+ TRUE FALSE 3 FALSE TRUE TRUE
108 PT00456 (factor) 1 108 TRUE FALSE 1 FALSE TRUE FALSE
109 PT00462 (factor) 2 44 FALSE FALSE 2 FALSE TRUE FALSE
110 PT00468 (factor) 2 85+ FALSE FALSE 3 FALSE TRUE FALSE
111 PT00469 (factor) 1 115+ FALSE FALSE 2 FALSE TRUE FALSE
112 PT00472 (factor) 1 122+ FALSE FALSE 1 FALSE TRUE NA
113 PT00478 (factor) 2 85+ FALSE FALSE 2 FALSE TRUE FALSE
114 PT00486 (factor) 1 163+ TRUE FALSE 2 FALSE TRUE TRUE
115 PT00488 (factor) 1 71 TRUE TRUE 1 NA TRUE TRUE
116 PT00493 (factor) 1 93+ FALSE FALSE 1 FALSE TRUE FALSE
117 PT00497 (factor) 2 115+ TRUE FALSE 2 FALSE TRUE FALSE
118 PT00500 (factor) 2 17 TRUE TRUE 2 FALSE TRUE TRUE
119 PT00502 (factor) 1 165+ TRUE FALSE 2 FALSE TRUE FALSE
120 PT00504 (factor) 1 132+ TRUE TRUE 3 FALSE TRUE TRUE
121 PT00505 (factor) 2 184+ FALSE FALSE 3 TRUE TRUE FALSE
122 PT00506 (factor) 2 41 FALSE FALSE 3 TRUE TRUE FALSE
123 PT00507 (factor) 2 29 TRUE FALSE 2 FALSE TRUE TRUE
124 PT00511 (factor) 2 24 TRUE TRUE 2 FALSE TRUE TRUE
125 PT00512 (factor) 2 108+ TRUE TRUE 2 FALSE TRUE FALSE
126 PT00514 (factor) 1 55+ TRUE FALSE 3 FALSE TRUE FALSE
127 PT00515 (factor) 1 154+ TRUE FALSE 2 FALSE TRUE FALSE
128 PT00516 (factor) 2 170+ FALSE FALSE 2 FALSE TRUE FALSE
129 PT00517 (factor) 1 78+ FALSE FALSE 2 FALSE TRUE FALSE
130 PT00518 (factor) 1 101+ TRUE FALSE 1 FALSE TRUE FALSE
131 PT00519 (factor) 1 178+ TRUE TRUE 1 FALSE TRUE FALSE
132 PT00522 (factor) 1 145+ FALSE TRUE 1 FALSE TRUE FALSE
133 PT00525 (factor) 2 182+ TRUE FALSE 1 FALSE TRUE FALSE
134 PT00526 (factor) 2 81 FALSE FALSE 3 FALSE TRUE FALSE
135 PT00527 (factor) 2 197+ FALSE FALSE 1 FALSE TRUE TRUE
136 PT00529 (factor) 1 182+ FALSE TRUE 1 FALSE TRUE TRUE
137 PT00530 (factor) 1 136+ TRUE FALSE 1 FALSE TRUE FALSE
138 PT00541 (factor) 1 88+ FALSE TRUE 1 NA TRUE TRUE
139 PT00546 (factor) 1 68+ TRUE TRUE 2 FALSE TRUE TRUE
140 PT00547 (factor) 1 7 FALSE FALSE 2 FALSE TRUE FALSE
141 PT00550 (factor) 2 118+ TRUE FALSE 3 TRUE TRUE FALSE
142 PT00551 (factor) 2 140+ TRUE TRUE 2 FALSE TRUE TRUE
143 PT00554 (factor) 1 58+ FALSE TRUE 2 FALSE TRUE FALSE
144 PT00555 (factor) 1 94+ TRUE FALSE 2 FALSE TRUE FALSE
145 PT00557 (factor) 1 169+ FALSE FALSE 3 FALSE TRUE FALSE
146 PT00561 (factor) 1 84+ FALSE FALSE 1 NA TRUE FALSE
147 PT00562 (factor) 1 125+ FALSE TRUE 1 FALSE TRUE TRUE
148 PT00566 (factor) 1 167+ TRUE FALSE 2 FALSE TRUE FALSE
149 PT00567 (factor) 2 73+ FALSE FALSE 2 FALSE TRUE FALSE
150 PT00576 (factor) 2 97+ TRUE TRUE 2 FALSE TRUE TRUE
151 PT00577 (factor) 1 164+ TRUE FALSE 3 FALSE TRUE FALSE
152 PT00585 (factor) 1 117+ TRUE TRUE 3 TRUE TRUE TRUE
153 PT00586 (factor) 1 116+ FALSE FALSE 1 FALSE TRUE FALSE
154 PT00588 (factor) 1 71+ FALSE FALSE 1 FALSE TRUE FALSE
155 PT00589 (factor) 2 129+ TRUE FALSE 1 FALSE TRUE TRUE
156 PT00594 (factor) 1 150+ TRUE FALSE 1 FALSE TRUE FALSE
157 PT00595 (factor) 1 43+ FALSE TRUE 2 FALSE TRUE TRUE
158 PT00596 (factor) 1 130+ TRUE FALSE 1 FALSE TRUE FALSE
159 PT00597 (factor) 2 150+ FALSE TRUE 1 FALSE TRUE FALSE
160 PT00600 (factor) 1 152+ TRUE FALSE 2 FALSE TRUE FALSE
161 PT00601 (factor) 3 140+ FALSE TRUE 2 FALSE TRUE TRUE
162 PT00603 (factor) 2 142 TRUE TRUE 2 FALSE TRUE TRUE
163 PT00606 (factor) 1 152+ FALSE FALSE 1 FALSE TRUE FALSE
164 PT00608 (factor) 1 136+ FALSE FALSE 2 FALSE TRUE FALSE
165 PT00610 (factor) 1 154+ TRUE FALSE 3 FALSE TRUE FALSE
166 PT00613 (factor) 1 25 TRUE FALSE 2 FALSE TRUE FALSE
167 PT00614 (factor) 1 150+ TRUE FALSE 1 FALSE TRUE FALSE
168 PT00616 (factor) 2 139+ FALSE TRUE 1 FALSE TRUE TRUE
169 PT00621 (factor) 1 95+ TRUE FALSE 2 FALSE TRUE FALSE
170 PT00626 (factor) 1 30+ FALSE FALSE 1 FALSE TRUE FALSE
171 PT00627 (factor) 1 152+ TRUE TRUE 1 FALSE TRUE TRUE
172 PT00629 (factor) 1 148+ FALSE FALSE 1 FALSE TRUE TRUE
173 PT00633 (factor) 1 147+ TRUE TRUE 3 FALSE TRUE TRUE
174 PT00637 (factor) 1 135+ FALSE FALSE 2 TRUE TRUE FALSE
175 PT00638 (factor) 1 152+ TRUE FALSE 1 FALSE TRUE FALSE
176 PT00639 (factor) 3 136 TRUE TRUE 1 FALSE TRUE TRUE
177 PT00642 (factor) 1 132+ TRUE FALSE 1 FALSE TRUE FALSE
178 PT00644 (factor) 1 143+ TRUE FALSE 1 FALSE TRUE FALSE
179 PT00646 (factor) 3 171+ TRUE TRUE 3 FALSE TRUE TRUE
180 PT00648 (factor) 1 159+ TRUE FALSE 1 FALSE TRUE FALSE
181 PT00653 (factor) 4 30 FALSE FALSE 3 FALSE TRUE FALSE
182 PT00654 (factor) 1 42 TRUE TRUE 1 FALSE TRUE TRUE
183 PT00657 (factor) 2 36 FALSE TRUE 3 FALSE TRUE TRUE
184 PT00658 (factor) 1 106+ FALSE FALSE 1 TRUE TRUE FALSE
185 PT00659 (factor) 1 149+ TRUE FALSE 2 FALSE TRUE FALSE
186 PT00661 (factor) 1 161+ TRUE TRUE 3 TRUE TRUE FALSE
187 PT00665 (factor) 4 38+ TRUE TRUE 2 FALSE TRUE TRUE
188 PT00666 (factor) 1 166+ TRUE FALSE 1 FALSE TRUE FALSE
189 PT00669 (factor) 2 70+ TRUE FALSE 3 FALSE TRUE TRUE
190 PT00673 (factor) 1 101+ FALSE FALSE 3 FALSE TRUE FALSE
191 PT00675 (factor) 1 151+ TRUE FALSE 1 FALSE TRUE FALSE
192 PT00683 (factor) 2 133+ TRUE TRUE 2 FALSE TRUE TRUE
193 PT00684 (factor) 1 135+ TRUE FALSE 1 FALSE TRUE FALSE
194 PT00690 (factor) 1 102+ FALSE FALSE 2 FALSE TRUE FALSE
195 PT00694 (factor) 1 118+ TRUE FALSE 1 TRUE TRUE FALSE
196 PT00700 (factor) 2 146+ FALSE FALSE 3 FALSE TRUE FALSE
197 PT00703 (factor) 1 152+ TRUE FALSE 2 FALSE TRUE FALSE
198 PT00704 (factor) 1 93+ FALSE TRUE 2 FALSE TRUE TRUE
199 PT00705 (factor) 1 129+ FALSE FALSE 1 FALSE TRUE FALSE
200 PT00706 (factor) 1 152+ FALSE FALSE 3 FALSE TRUE FALSE
201 PT00707 (factor) 1 98+ FALSE FALSE 2 FALSE TRUE TRUE
202 PT00708 (factor) 1 44+ FALSE FALSE 3 FALSE TRUE FALSE
203 PT00710 (factor) 1 96+ FALSE FALSE 1 FALSE TRUE FALSE
204 PT00711 (factor) 1 116+ FALSE FALSE 1 FALSE TRUE FALSE
205 PT00712 (factor) 1 147+ TRUE FALSE 1 FALSE TRUE FALSE
206 PT00714 (factor) 1 71+ FALSE FALSE 3 TRUE TRUE FALSE
207 PT00716 (factor) 3 23+ FALSE TRUE 1 FALSE TRUE TRUE
208 PT00718 (factor) 1 154+ TRUE FALSE 2 FALSE TRUE FALSE
209 PT00719 (factor) 1 86+ FALSE FALSE 1 FALSE TRUE FALSE
210 PT00721 (factor) 1 18 FALSE FALSE 2 FALSE TRUE FALSE
211 PT00724 (factor) 2 141 TRUE TRUE 2 FALSE TRUE FALSE
212 PT00730 (factor) 1 158+ FALSE FALSE 2 FALSE TRUE FALSE
213 PT00732 (factor) 1 149+ TRUE FALSE 2 FALSE TRUE FALSE
214 PT00733 (factor) 1 65+ TRUE FALSE 2 FALSE TRUE FALSE
215 PT00735 (factor) 1 92+ TRUE FALSE 2 FALSE TRUE FALSE
216 PT00736 (factor) 2 117+ FALSE FALSE 2 FALSE TRUE TRUE
217 PT00747 (factor) 2 18+ FALSE TRUE 1 FALSE TRUE TRUE
218 PT00753 (factor) 1 71 TRUE FALSE 3 FALSE TRUE FALSE
219 PT00756 (factor) 2 150+ FALSE TRUE 1 TRUE TRUE TRUE
220 PT00760 (factor) 1 47+ FALSE TRUE 2 FALSE TRUE TRUE
221 PT00762 (factor) 1 139+ FALSE FALSE 2 FALSE TRUE TRUE
222 PT00764 (factor) 2 39+ FALSE FALSE 2 FALSE TRUE TRUE
223 PT00768 (factor) 1 33+ FALSE FALSE 2 FALSE TRUE FALSE
224 PT00769 (factor) 1 150+ FALSE FALSE 1 FALSE TRUE TRUE
225 PT00773 (factor) 4 72+ TRUE TRUE 2 TRUE TRUE TRUE
226 PT00776 (factor) 1 103+ FALSE FALSE 2 FALSE TRUE FALSE
227 PT00777 (factor) 1 130+ FALSE FALSE 1 FALSE TRUE FALSE
228 PT00778 (factor) 1 27+ FALSE FALSE 2 FALSE TRUE FALSE
229 PT00783 (factor) 1 121+ FALSE FALSE 1 FALSE TRUE FALSE
230 PT00785 (factor) 1 148+ FALSE FALSE 1 FALSE TRUE TRUE
231 PT00788 (factor) 1 141+ TRUE TRUE 3 FALSE TRUE FALSE
232 PT00789 (factor) 1 128+ FALSE FALSE 1 FALSE TRUE FALSE
233 PT00791 (factor) 1 88 TRUE FALSE 2 TRUE TRUE FALSE
234 PT00793 (factor) 1 101+ FALSE FALSE 1 FALSE TRUE FALSE
235 PT00795 (factor) 1 130+ FALSE TRUE 1 FALSE TRUE TRUE
236 PT00796 (factor) 2 108+ FALSE FALSE 3 FALSE TRUE FALSE
237 PT00801 (factor) 1 145+ TRUE FALSE 1 FALSE TRUE FALSE
238 PT00804 (factor) 2 139+ FALSE FALSE 3 TRUE TRUE FALSE
239 PT00806 (factor) 1 153+ FALSE FALSE 2 FALSE TRUE FALSE
240 PT00807 (factor) 1 27+ FALSE TRUE 3 FALSE TRUE TRUE
241 PT00810 (factor) 1 139+ FALSE TRUE 1 FALSE TRUE FALSE
242 PT00811 (factor) 1 135+ TRUE FALSE 2 FALSE TRUE TRUE
243 PT00827 (factor) 1 36+ TRUE FALSE 1 TRUE TRUE TRUE
244 PT00838 (factor) 2 19 TRUE TRUE 2 FALSE TRUE TRUE
245 PT00840 (factor) 2 33+ FALSE FALSE 2 FALSE TRUE TRUE
246 PT00841 (factor) 2 22 FALSE FALSE 3 FALSE TRUE FALSE
247 PT00843 (factor) 2 86+ FALSE FALSE 1 FALSE TRUE FALSE
248 PT00846 (factor) 1 172 TRUE FALSE 1 TRUE TRUE FALSE
249 PT00847 (factor) 1 129+ FALSE FALSE 1 FALSE TRUE FALSE
250 PT00852 (factor) 1 121 FALSE FALSE 3 FALSE TRUE TRUE
251 PT00854 (factor) 1 31+ FALSE FALSE 2 FALSE TRUE TRUE
252 PT00855 (factor) 2 37+ FALSE TRUE 1 FALSE TRUE TRUE
253 PT00859 (factor) 1 12+ TRUE FALSE 1 FALSE TRUE FALSE
254 PT00860 (factor) 1 228+ FALSE TRUE 2 FALSE TRUE FALSE
255 PT00866 (factor) 3 13 FALSE TRUE 2 FALSE TRUE TRUE
256 PT00867 (factor) 1 122+ FALSE FALSE 3 FALSE TRUE FALSE
257 PT00872 (factor) 3 24 FALSE TRUE 2 FALSE TRUE FALSE
258 PT00873 (factor) 2 172+ TRUE FALSE 3 FALSE TRUE FALSE
259 PT00878 (factor) 3 104 FALSE FALSE 2 FALSE TRUE FALSE
260 PT00883 (factor) 1 86+ FALSE FALSE 1 FALSE TRUE TRUE
261 PT00892 (factor) 1 117+ FALSE FALSE 2 FALSE TRUE TRUE
262 PT00896 (factor) 1 47+ FALSE FALSE 1 FALSE TRUE TRUE
263 PT00899 (factor) 2 100+ TRUE FALSE 2 NA TRUE TRUE
264 PT00901 (factor) 2 36 FALSE FALSE 3 FALSE TRUE FALSE
265 PT00903 (factor) 4 33+ FALSE FALSE 1 FALSE TRUE TRUE
266 PT00905 (factor) 3 30 FALSE FALSE 2 TRUE TRUE FALSE
267 PT00906 (factor) 1 43 FALSE FALSE 3 FALSE TRUE FALSE
268 PT00907 (factor) 2 23+ FALSE TRUE 1 FALSE TRUE TRUE
269 PT00908 (factor) 2 83 FALSE FALSE 3 FALSE TRUE TRUE
270 PT00910 (factor) 2 15 FALSE TRUE 1 TRUE TRUE TRUE
271 PT00912 (factor) 2 32+ FALSE TRUE 2 TRUE TRUE TRUE
272 PT00921 (factor) 1 114+ FALSE FALSE 1 FALSE TRUE FALSE
273 PT00922 (factor) 4 49 FALSE TRUE 2 TRUE TRUE TRUE
274 PT00932 (factor) 1 13 FALSE FALSE 2 FALSE TRUE FALSE
275 PT00933 (factor) 2 129+ FALSE TRUE 2 FALSE TRUE TRUE
276 PT00934 (factor) 1 144+ TRUE FALSE 1 FALSE TRUE FALSE
277 PT00935 (factor) 2 80+ FALSE FALSE 2 FALSE TRUE FALSE
278 PT00937 (factor) 1 179+ TRUE TRUE 1 FALSE TRUE TRUE
279 PT00939 (factor) 1 183+ TRUE FALSE 1 FALSE TRUE FALSE
280 PT00944 (factor) 1 171+ TRUE FALSE 2 FALSE TRUE FALSE
281 PT00949 (factor) 2 21 TRUE TRUE 3 TRUE TRUE TRUE
282 PT00950 (factor) 1 132+ FALSE FALSE 1 FALSE TRUE FALSE
283 PT00952 (factor) 2 109+ TRUE TRUE 2 TRUE TRUE TRUE
284 PT00953 (factor) 2 11 FALSE TRUE 2 FALSE TRUE TRUE
285 PT00956 (factor) 1 172+ FALSE TRUE 2 FALSE TRUE FALSE
286 PT00963 (factor) 1 172+ TRUE TRUE 2 FALSE TRUE FALSE
287 PT00964 (factor) 1 110+ FALSE FALSE 2 FALSE TRUE FALSE
288 PT00965 (factor) 1 93+ FALSE FALSE 2 FALSE TRUE FALSE
289 PT00970 (factor) 1 33 TRUE FALSE 2 FALSE TRUE FALSE
290 PT00974 (factor) 1 124+ FALSE FALSE 3 FALSE TRUE FALSE
291 PT00975 (factor) 2 124+ FALSE FALSE 2 TRUE TRUE FALSE
292 PT00976 (factor) 2 22+ TRUE FALSE 3 FALSE TRUE TRUE
293 PT00983 (factor) 2 68+ FALSE TRUE 3 FALSE TRUE TRUE
294 PT00990 (factor) 1 175+ FALSE FALSE 1 FALSE TRUE FALSE
295 PT00998 (factor) 1 82+ FALSE FALSE 3 FALSE TRUE FALSE
296 PT01000 (factor) 1 132+ FALSE TRUE 1 TRUE TRUE FALSE
297 PT01002 (factor) 1 160+ FALSE FALSE 3 FALSE TRUE FALSE
298 PT01006 (factor) 1 206+ FALSE FALSE NA TRUE TRUE FALSE
299 PT01015 (factor) 2 18 FALSE TRUE 3 TRUE TRUE FALSE
300 PT01018 (factor) 3 11 TRUE FALSE 2 FALSE TRUE FALSE
301 PT01023 (factor) 2 10 TRUE TRUE 3 TRUE TRUE TRUE
302 PT01031 (factor) 1 145+ TRUE FALSE 1 FALSE TRUE FALSE
303 PT01032 (factor) 1 97+ FALSE FALSE 1 FALSE TRUE FALSE
304 PT01037 (factor) 1 71+ TRUE FALSE 1 FALSE TRUE TRUE
305 PT01038 (factor) 1 146+ FALSE FALSE 1 FALSE TRUE FALSE
306 PT01042 (factor) 2 122+ TRUE FALSE 2 TRUE TRUE TRUE
307 PT01045 (factor) 2 55+ FALSE FALSE 2 FALSE TRUE FALSE
308 PT01046 (factor) 1 56+ FALSE FALSE 1 FALSE TRUE FALSE
309 PT01051 (factor) 1 118+ TRUE TRUE 2 FALSE TRUE TRUE
310 PT01052 (factor) 1 158+ TRUE FALSE 2 FALSE TRUE FALSE
311 PT01062 (factor) 1 56 FALSE TRUE 2 NA TRUE TRUE
312 PT01064 (factor) 1 101+ FALSE TRUE 3 FALSE TRUE FALSE
313 PT01067 (factor) 3 21+ FALSE TRUE 3 FALSE TRUE FALSE
314 PT01072 (factor) 2 5 FALSE FALSE 3 FALSE TRUE TRUE
315 PT01073 (factor) 1 98+ FALSE FALSE 1 FALSE TRUE FALSE
316 PT01074 (factor) 1 189+ TRUE FALSE 3 TRUE TRUE TRUE
317 PT01077 (factor) 1 175+ TRUE FALSE 1 FALSE TRUE FALSE
318 PT01079 (factor) 1 122+ TRUE FALSE 1 FALSE TRUE FALSE
319 PT01081 (factor) 1 136 FALSE FALSE 1 FALSE TRUE TRUE
320 PT01082 (factor) 4 23+ FALSE TRUE 3 FALSE TRUE TRUE
321 PT01090 (factor) 3 195+ TRUE FALSE 3 FALSE TRUE FALSE
322 PT01095 (factor) 2 95+ FALSE TRUE 2 FALSE TRUE TRUE
323 PT01099 (factor) 2 39 TRUE FALSE 2 FALSE TRUE FALSE
324 PT01102 (factor) 2 238+ FALSE TRUE 2 TRUE TRUE FALSE
325 PT01104 (factor) 1 177+ FALSE FALSE 2 FALSE TRUE FALSE
326 PT01108 (factor) 1 96+ TRUE TRUE 2 FALSE TRUE FALSE
327 PT01112 (factor) 1 9 FALSE TRUE 3 FALSE TRUE TRUE
328 PT01122 (factor) 1 83 FALSE FALSE 3 FALSE TRUE FALSE
329 PT01123 (factor) 1 82+ FALSE FALSE 3 FALSE TRUE FALSE
330 PT01127 (factor) 4 45 FALSE TRUE 2 FALSE TRUE FALSE
331 PT01128 (factor) 1 29+ FALSE FALSE 1 FALSE TRUE FALSE
332 PT01129 (factor) 1 148+ TRUE FALSE 3 FALSE TRUE TRUE
333 PT01131 (factor) 4 34 FALSE TRUE 3 FALSE TRUE FALSE
334 PT01134 (factor) 4 44 FALSE FALSE 3 NA TRUE TRUE
335 PT01136 (factor) 1 137+ TRUE FALSE 2 FALSE TRUE TRUE
336 PT01138 (factor) 2 12 TRUE FALSE 2 FALSE TRUE TRUE
337 PT01140 (factor) 3 151+ FALSE TRUE 1 FALSE TRUE TRUE
338 PT01141 (factor) 2 34+ TRUE FALSE 2 NA TRUE TRUE
339 PT01146 (factor) 1 206+ FALSE FALSE 1 FALSE TRUE FALSE
340 PT01148 (factor) 1 36 TRUE FALSE 2 FALSE TRUE FALSE
341 PT01150 (factor) 4 105+ TRUE FALSE 1 FALSE TRUE TRUE
342 PT01152 (factor) 1 71+ FALSE FALSE 2 FALSE TRUE FALSE
343 PT01153 (factor) 1 49+ TRUE FALSE 1 FALSE TRUE FALSE
344 PT01157 (factor) 1 205+ TRUE FALSE 1 FALSE TRUE FALSE
345 PT01162 (factor) 1 55+ FALSE FALSE 2 FALSE TRUE TRUE
346 PT01164 (factor) 2 7 FALSE FALSE 3 FALSE TRUE TRUE
347 PT01165 (factor) 1 38+ FALSE FALSE NA FALSE TRUE FALSE
348 PT01168 (factor) 1 235+ TRUE FALSE 1 FALSE TRUE FALSE
349 PT01169 (factor) 3 12+ FALSE TRUE 3 TRUE TRUE TRUE
350 PT01175 (factor) 1 191+ TRUE FALSE 2 FALSE TRUE TRUE
351 PT01176 (factor) 3 187+ FALSE TRUE 2 FALSE TRUE FALSE
352 PT01182 (factor) 2 38+ TRUE FALSE 1 FALSE TRUE FALSE
353 PT01183 (factor) 1 47 FALSE FALSE 2 FALSE TRUE FALSE
354 PT01187 (factor) 1 194+ TRUE FALSE 1 FALSE TRUE FALSE
355 PT01188 (factor) 2 3+ FALSE FALSE 1 FALSE TRUE FALSE
356 PT01189 (factor) 1 145+ TRUE FALSE 1 FALSE TRUE FALSE
357 PT01190 (factor) 1 95+ FALSE FALSE 3 FALSE TRUE FALSE
358 PT01195 (factor) 1 29+ FALSE FALSE 2 FALSE TRUE FALSE
359 PT01198 (factor) 1 154+ TRUE FALSE 1 FALSE TRUE FALSE
360 PT01200 (factor) 4 4 TRUE TRUE 3 FALSE TRUE TRUE
361 PT01201 (factor) 3 25+ FALSE FALSE 3 FALSE TRUE TRUE
362 PT01203 (factor) 1 37 FALSE FALSE 1 FALSE TRUE FALSE
363 PT01204 (factor) 1 198+ FALSE FALSE 2 FALSE TRUE FALSE
364 PT01209 (factor) 2 45+ TRUE FALSE 2 FALSE TRUE FALSE
365 PT01213 (factor) 1 214+ TRUE TRUE 2 TRUE TRUE FALSE
366 PT01214 (factor) 1 179+ TRUE FALSE 2 FALSE TRUE FALSE
367 PT01216 (factor) 1 118+ TRUE FALSE 1 FALSE TRUE FALSE
368 PT01218 (factor) 2 18 FALSE FALSE 2 FALSE TRUE TRUE
369 PT01220 (factor) 1 165+ FALSE FALSE 1 FALSE TRUE FALSE
370 PT01221 (factor) 2 131 TRUE FALSE 2 FALSE TRUE TRUE
371 PT01225 (factor) 1 133+ FALSE FALSE 2 FALSE TRUE FALSE
372 PT01229 (factor) 2 158+ TRUE FALSE 1 FALSE TRUE FALSE
373 PT01230 (factor) 1 13 FALSE FALSE 3 FALSE TRUE FALSE
374 PT01233 (factor) 4 11 FALSE FALSE 3 NA TRUE TRUE
375 PT01236 (factor) 1 157+ FALSE FALSE 1 FALSE TRUE TRUE
376 PT01237 (factor) 1 120+ TRUE FALSE 1 FALSE TRUE FALSE
377 PT01239 (factor) 2 135+ FALSE TRUE 1 FALSE TRUE TRUE
378 PT01241 (factor) 2 108+ FALSE FALSE 1 NA TRUE FALSE
379 PT01242 (factor) 2 83+ TRUE TRUE 2 FALSE TRUE TRUE
380 PT01243 (factor) 4 67+ FALSE FALSE 1 NA TRUE TRUE
381 PT01246 (factor) 1 110+ TRUE FALSE NA FALSE TRUE FALSE
382 PT01250 (factor) 3 75+ FALSE FALSE 3 TRUE TRUE FALSE
383 PT01252 (factor) 1 145+ FALSE FALSE 2 FALSE TRUE TRUE
384 PT01253 (factor) 2 35 TRUE TRUE 3 NA TRUE TRUE
385 PT01254 (factor) 1 236+ FALSE FALSE 1 FALSE TRUE FALSE
386 PT01257 (factor) 1 146+ FALSE FALSE 1 NA TRUE FALSE
387 PT01258 (factor) 1 111+ TRUE FALSE 1 FALSE TRUE FALSE
388 PT01262 (factor) 3 34 FALSE FALSE 2 FALSE TRUE TRUE
389 PT01263 (factor) 1 135+ FALSE FALSE 3 FALSE TRUE FALSE
390 PT01264 (factor) 3 70+ FALSE FALSE 3 FALSE TRUE TRUE
391 PT01265 (factor) 1 115+ FALSE FALSE 1 FALSE TRUE FALSE
392 PT01270 (factor) 2 59+ NA NA 1 FALSE TRUE FALSE
393 PT01272 (factor) 1 225+ NA NA 1 FALSE TRUE FALSE
394 PT01273 (factor) 1 60+ FALSE FALSE 2 FALSE TRUE FALSE
395 PT01277 (factor) 1 12+ FALSE FALSE 1 FALSE TRUE FALSE
396 PT01278 (factor) 1 95+ TRUE FALSE 1 FALSE TRUE FALSE
397 PT01279 (factor) 2 114+ FALSE FALSE 1 FALSE TRUE FALSE
398 PT01280 (factor) 1 29 TRUE FALSE 1 FALSE TRUE FALSE
399 PT01281 (factor) 1 129+ NA NA 1 FALSE TRUE FALSE
400 PT01282 (factor) 1 51+ TRUE TRUE 3 TRUE TRUE FALSE
401 PT01283 (factor) 1 153+ FALSE FALSE 1 FALSE TRUE FALSE
402 PT01284 (factor) 1 174+ TRUE TRUE 2 FALSE TRUE TRUE
403 PT01286 (factor) 1 58+ TRUE TRUE 3 TRUE TRUE TRUE
404 PT01287 (factor) 1 97+ FALSE FALSE 2 FALSE TRUE FALSE
405 PT01288 (factor) 1 231+ NA NA 1 FALSE TRUE FALSE
406 PT01289 (factor) 3 45 FALSE FALSE 2 NA TRUE TRUE
407 PT01295 (factor) 2 15+ FALSE FALSE 2 FALSE TRUE TRUE
408 PT01296 (factor) 1 130+ NA NA 1 FALSE TRUE FALSE
409 PT01297 (factor) 2 73 FALSE FALSE 3 FALSE TRUE FALSE
410 PT01298 (factor) 1 189+ TRUE FALSE 3 FALSE TRUE FALSE
411 PT01301 (factor) 1 57+ FALSE FALSE 3 FALSE TRUE FALSE
412 PT01302 (factor) 1 231+ FALSE TRUE 1 FALSE TRUE TRUE
413 PT01309 (factor) 1 221+ TRUE FALSE 2 FALSE TRUE FALSE
414 PT01311 (factor) 1 30+ TRUE FALSE 3 FALSE TRUE FALSE
415 PT01315 (factor) 1 230+ TRUE FALSE 1 FALSE TRUE FALSE
416 PT01316 (factor) 1 86+ FALSE FALSE 1 FALSE TRUE FALSE
417 PT01317 (factor) 1 105+ TRUE FALSE 2 FALSE TRUE FALSE
418 PT01321 (factor) 1 171+ TRUE FALSE 2 FALSE TRUE FALSE
419 PT01322 (factor) 2 15 TRUE FALSE 2 TRUE TRUE TRUE
420 PT01327 (factor) 1 230+ FALSE FALSE 1 FALSE TRUE FALSE
421 PT01328 (factor) 2 230+ TRUE FALSE 2 FALSE TRUE TRUE
422 PT01331 (factor) 2 56+ FALSE FALSE 1 FALSE TRUE TRUE
423 PT01334 (factor) 1 205+ FALSE FALSE 1 NA TRUE FALSE
424 PT01336 (factor) 1 160+ FALSE FALSE 1 FALSE TRUE FALSE
425 PT01337 (factor) 2 83 NA NA 2 FALSE TRUE FALSE
426 PT01338 (factor) 1 233+ NA NA 3 TRUE TRUE FALSE
427 PT01339 (factor) 1 203+ FALSE FALSE 3 FALSE TRUE FALSE
428 PT01344 (factor) 1 28+ TRUE FALSE 2 FALSE TRUE FALSE
429 PT01345 (factor) 1 231+ NA NA 3 FALSE TRUE FALSE
430 PT01346 (factor) 1 181+ NA NA 1 NA TRUE TRUE
431 PT01353 (factor) 1 67 TRUE FALSE 2 FALSE TRUE FALSE
432 PT01355 (factor) 1 72+ FALSE FALSE 1 FALSE TRUE FALSE
433 PT01357 (factor) 2 13+ FALSE FALSE 2 FALSE TRUE TRUE
434 PT01358 (factor) 2 22 TRUE TRUE 3 FALSE TRUE TRUE
435 PT01363 (factor) 2 54+ TRUE TRUE 3 FALSE TRUE TRUE
436 PT01364 (factor) 1 148+ FALSE FALSE 2 FALSE TRUE FALSE
437 PT01367 (factor) 1 94+ FALSE TRUE 2 FALSE TRUE TRUE
438 PT01369 (factor) 1 131 FALSE FALSE 3 TRUE TRUE TRUE
439 PT01371 (factor) 1 233+ TRUE FALSE 1 FALSE TRUE FALSE
440 PT01373 (factor) 2 137+ TRUE FALSE 2 FALSE TRUE FALSE
441 PT01384 (factor) 1 224 FALSE FALSE 1 FALSE TRUE FALSE
442 PT01387 (factor) 1 74+ FALSE FALSE 1 FALSE TRUE FALSE
443 PT01391 (factor) 4 73+ TRUE FALSE 2 FALSE TRUE FALSE
444 PT01398 (factor) 2 23+ NA NA 3 FALSE TRUE TRUE
445 PT01400 (factor) 1 202+ TRUE FALSE 2 NA TRUE FALSE
446 PT01409 (factor) 2 35 TRUE FALSE 2 FALSE TRUE TRUE
447 PT01413 (factor) 1 211+ FALSE FALSE 2 FALSE TRUE FALSE
448 PT01414 (factor) 1 131+ TRUE TRUE 3 FALSE TRUE FALSE
449 PT01420 (factor) 2 103+ FALSE TRUE 2 FALSE TRUE TRUE
450 PT01421 (factor) 1 53+ TRUE FALSE 1 NA TRUE FALSE
451 PT01423 (factor) 2 145 FALSE FALSE 1 FALSE TRUE FALSE
452 PT01425 (factor) 4 32+ TRUE TRUE 3 FALSE TRUE TRUE
453 PT01426 (factor) 2 58+ FALSE FALSE 3 FALSE TRUE FALSE
454 PT01430 (factor) 1 141+ FALSE FALSE 2 FALSE TRUE FALSE
455 PT01431 (factor) 1 94+ FALSE FALSE 2 FALSE TRUE FALSE
456 PT01433 (factor) 1 228+ TRUE FALSE 1 FALSE TRUE FALSE
457 PT01434 (factor) 1 140+ TRUE FALSE 2 NA TRUE FALSE
458 PT01444 (factor) 1 95+ FALSE FALSE 3 FALSE TRUE FALSE
459 PT01445 (factor) 2 129 FALSE FALSE 2 FALSE TRUE TRUE
460 PT01447 (factor) 1 210+ TRUE FALSE 1 FALSE TRUE FALSE
461 PT01449 (factor) 1 147+ FALSE FALSE 3 FALSE TRUE TRUE
462 PT01455 (factor) 1 205+ TRUE FALSE 1 FALSE TRUE FALSE
463 PT01456 (factor) 1 211+ TRUE FALSE 1 TRUE TRUE FALSE
464 PT01460 (factor) 1 70+ FALSE FALSE 1 TRUE TRUE FALSE
465 PT01462 (factor) 4 73+ TRUE TRUE 1 FALSE TRUE TRUE
466 PT01463 (factor) 1 122+ FALSE FALSE 1 FALSE TRUE FALSE
467 PT01465 (factor) 2 194+ TRUE FALSE 3 FALSE TRUE FALSE
468 PT01466 (factor) 1 227+ FALSE FALSE 1 FALSE TRUE FALSE
469 PT01468 (factor) 1 226+ TRUE FALSE 2 FALSE TRUE FALSE
470 PT01471 (factor) 2 145 TRUE TRUE 3 FALSE TRUE TRUE
471 PT01473 (factor) 2 144+ NA NA 1 NA TRUE TRUE
472 PT01474 (factor) 1 109+ FALSE FALSE 1 FALSE TRUE FALSE
473 PT01475 (factor) 1 141+ FALSE FALSE 2 FALSE TRUE TRUE
474 PT01476 (factor) 1 213+ TRUE FALSE 2 FALSE TRUE FALSE
475 PT01477 (factor) 1 68+ FALSE FALSE 3 NA TRUE TRUE
476 PT01478 (factor) 1 154+ FALSE FALSE 2 FALSE TRUE FALSE
477 PT01481 (factor) 1 184+ FALSE FALSE 1 FALSE TRUE FALSE
478 PT01483 (factor) 1 218+ TRUE FALSE 2 FALSE TRUE FALSE
479 PT01489 (factor) 1 226+ TRUE TRUE 2 FALSE TRUE TRUE
480 PT01490 (factor) 2 121+ FALSE FALSE 3 FALSE TRUE TRUE
481 PT01491 (factor) 1 139+ FALSE FALSE 2 FALSE TRUE FALSE
482 PT01492 (factor) 1 140+ FALSE FALSE 2 FALSE TRUE FALSE
483 PT01494 (factor) 1 147+ FALSE FALSE 1 FALSE TRUE FALSE
484 PT01496 (factor) 1 215+ FALSE FALSE 1 NA TRUE TRUE
485 PT01498 (factor) 3 27 TRUE TRUE 2 FALSE TRUE TRUE
486 PT01499 (factor) 1 118+ TRUE FALSE 3 FALSE TRUE FALSE
487 PT01503 (factor) 2 25+ TRUE FALSE 2 FALSE TRUE TRUE
488 PT01505 (factor) 4 27 FALSE TRUE 1 FALSE TRUE TRUE
489 PT01506 (factor) 2 213+ FALSE FALSE 2 FALSE TRUE FALSE
490 PT01507 (factor) 2 226+ FALSE TRUE 3 FALSE TRUE TRUE
491 PT01513 (factor) 1 116 TRUE TRUE 3 FALSE TRUE TRUE
492 PT01514 (factor) 2 137+ FALSE FALSE 1 FALSE TRUE FALSE
493 PT01516 (factor) 2 62+ FALSE FALSE 1 TRUE TRUE FALSE
494 PT01517 (factor) 1 30 FALSE FALSE 1 FALSE TRUE FALSE
495 PT01519 (factor) 1 27 FALSE TRUE 2 FALSE TRUE FALSE
496 PT01520 (factor) 1 39+ TRUE FALSE 1 TRUE TRUE FALSE
497 PT01521 (factor) 2 8 FALSE TRUE 2 FALSE TRUE TRUE
498 PT01523 (factor) 1 67+ FALSE FALSE 2 FALSE TRUE TRUE
499 PT01524 (factor) 2 163+ FALSE FALSE 1 FALSE TRUE FALSE
500 PT01525 (factor) 1 187+ NA NA 2 TRUE TRUE FALSE
501 PT01529 (factor) 1 115+ FALSE FALSE 3 TRUE TRUE FALSE
502 PT01530 (factor) 1 160 TRUE FALSE 2 FALSE TRUE FALSE
503 PT01531 (factor) 1 109+ FALSE FALSE 2 FALSE TRUE FALSE
504 PT01532 (factor) 4 102+ FALSE FALSE 3 TRUE TRUE TRUE
505 PT01545 (factor) 2 126+ FALSE TRUE 2 FALSE TRUE FALSE
506 PT01547 (factor) 1 131+ FALSE FALSE 1 NA TRUE FALSE
507 PT01554 (factor) 1 227+ FALSE FALSE 2 FALSE TRUE FALSE
508 PT01555 (factor) 1 70+ FALSE TRUE 2 FALSE TRUE TRUE
509 PT01559 (factor) 2 217+ TRUE TRUE 2 FALSE TRUE FALSE
510 PT01561 (factor) 2 12 TRUE TRUE 3 FALSE TRUE FALSE
511 PT01563 (factor) 1 98+ FALSE FALSE 2 FALSE TRUE TRUE
512 PT01569 (factor) 2 142+ FALSE FALSE 2 TRUE TRUE FALSE
513 PT01570 (factor) 2 163+ FALSE TRUE 2 FALSE TRUE TRUE
514 PT01571 (factor) 1 155+ TRUE FALSE 3 FALSE TRUE TRUE
515 PT01572 (factor) 1 106+ FALSE FALSE 1 FALSE TRUE FALSE
516 PT01573 (factor) 2 168+ FALSE TRUE 2 FALSE TRUE TRUE
517 PT01578 (factor) 1 167+ FALSE FALSE 2 FALSE TRUE FALSE
518 PT01582 (factor) 1 167+ TRUE FALSE 3 FALSE TRUE FALSE
519 PT01583 (factor) 1 123+ FALSE FALSE 2 FALSE TRUE FALSE
520 PT01587 (factor) 2 97+ TRUE FALSE 2 FALSE TRUE FALSE
521 PT01590 (factor) 1 168+ TRUE FALSE 2 FALSE TRUE FALSE
522 PT01592 (factor) 1 129+ FALSE TRUE 2 FALSE TRUE TRUE
523 PT01593 (factor) 2 20+ FALSE FALSE 3 FALSE TRUE FALSE
524 PT01595 (factor) 1 35+ FALSE FALSE 3 FALSE TRUE FALSE
525 PT01596 (factor) 1 168+ TRUE FALSE 3 FALSE TRUE FALSE
526 PT01597 (factor) 1 172+ FALSE TRUE 2 FALSE TRUE TRUE
527 PT01598 (factor) 1 133+ TRUE FALSE 2 FALSE TRUE FALSE
528 PT01600 (factor) 2 98+ FALSE FALSE 1 FALSE TRUE FALSE
529 PT01701 (factor) 2 142+ FALSE FALSE 2 FALSE TRUE TRUE
530 PT01702 (factor) 1 2+ FALSE FALSE 1 TRUE TRUE FALSE
531 PT01717 (factor) 2 212+ TRUE FALSE 2 NA TRUE TRUE
532 PT01719 (factor) 4 32 FALSE TRUE 2 FALSE TRUE TRUE
533 PT01724 (factor) 2 23+ FALSE FALSE 3 FALSE TRUE TRUE
534 PT01726 (factor) 2 22+ FALSE FALSE 2 FALSE TRUE FALSE
535 PT01727 (factor) 2 155+ FALSE FALSE 2 FALSE TRUE FALSE
536 PT01732 (factor) 1 87+ TRUE FALSE 1 FALSE TRUE FALSE
537 PT01733 (factor) 1 19 TRUE TRUE 3 FALSE TRUE TRUE
538 PT01734 (factor) 1 56 FALSE FALSE 3 FALSE TRUE FALSE
539 PT01736 (factor) 2 155+ FALSE FALSE 1 FALSE TRUE FALSE
540 PT01738 (factor) 1 149+ FALSE FALSE 1 FALSE TRUE FALSE
541 PT01740 (factor) 1 15 TRUE FALSE 1 FALSE TRUE TRUE
542 PT01744 (factor) 2 94+ FALSE FALSE 1 FALSE TRUE FALSE
543 PT01749 (factor) 1 133+ FALSE FALSE 3 FALSE TRUE FALSE
544 PT02323 (factor) 1 75+ FALSE FALSE 1 FALSE TRUE FALSE
545 PT02329 (factor) 3 40+ FALSE TRUE 2 FALSE TRUE TRUE
546 PT02339 (factor) 1 172+ FALSE FALSE 2 FALSE TRUE TRUE
547 PT02340 (factor) 1 172+ FALSE FALSE 3 TRUE TRUE TRUE
548 PT02355 (factor) 1 48 TRUE FALSE 2 FALSE TRUE FALSE
549 PT02365 (factor) 1 221+ FALSE FALSE 1 FALSE TRUE FALSE
550 PT02380 (factor) 1 10 FALSE FALSE 3 FALSE TRUE FALSE
551 PT02382 (factor) 1 134+ FALSE FALSE 1 FALSE TRUE FALSE
552 PT02384 (factor) 1 135+ TRUE FALSE 2 NA TRUE FALSE
553 PT02385 (factor) 1 26+ TRUE FALSE 1 FALSE TRUE FALSE
554 PT02387 (factor) 1 63 TRUE FALSE 1 FALSE TRUE FALSE
555 PT02400 (factor) 2 98 TRUE FALSE 2 FALSE TRUE TRUE
556 PT02401 (factor) 1 192+ TRUE FALSE 1 FALSE TRUE FALSE
557 PT02402 (factor) 2 123+ TRUE FALSE 3 TRUE TRUE FALSE
558 PT02403 (factor) 4 27+ FALSE FALSE 3 FALSE TRUE TRUE
559 PT02404 (factor) 1 125+ FALSE FALSE 2 FALSE TRUE FALSE
560 PT02405 (factor) 1 26 FALSE FALSE 2 TRUE TRUE FALSE
561 PT02408 (factor) 1 17+ TRUE TRUE 3 FALSE TRUE TRUE
562 PT02416 (factor) 3 25+ FALSE FALSE 3 FALSE TRUE TRUE
563 PT02421 (factor) 1 129+ FALSE TRUE 1 FALSE TRUE TRUE
564 PT02422 (factor) 1 90+ FALSE FALSE 2 TRUE TRUE FALSE
565 PT02431 (factor) 1 129+ TRUE FALSE 1 FALSE TRUE FALSE
566 PT02432 (factor) 1 173+ TRUE FALSE 1 FALSE TRUE FALSE
567 PT02435 (factor) 1 36+ FALSE FALSE 1 FALSE TRUE TRUE
568 PT02438 (factor) 2 179+ FALSE FALSE 1 FALSE TRUE TRUE
569 PT02444 (factor) 1 116+ FALSE TRUE 3 FALSE TRUE FALSE
570 PT02445 (factor) 2 18+ TRUE FALSE 3 FALSE TRUE FALSE
571 PT02446 (factor) 1 187+ TRUE TRUE 3 TRUE TRUE FALSE
572 PT02447 (factor) 2 174+ FALSE TRUE 2 FALSE TRUE FALSE
573 PT02450 (factor) 1 58+ TRUE FALSE 2 TRUE TRUE FALSE
574 PT02453 (factor) 1 195+ TRUE FALSE 2 FALSE TRUE FALSE
575 PT02457 (factor) 1 180+ TRUE TRUE 2 FALSE TRUE TRUE
576 PT02461 (factor) 1 157+ FALSE FALSE 1 FALSE TRUE FALSE
577 PT02464 (factor) 1 175+ FALSE FALSE 3 FALSE TRUE TRUE
578 PT02467 (factor) 2 170+ TRUE TRUE 2 FALSE TRUE TRUE
579 PT02475 (factor) 2 129+ FALSE FALSE 2 FALSE TRUE TRUE
580 PT02478 (factor) 1 127+ TRUE TRUE 2 FALSE TRUE FALSE
581 PT02484 (factor) 1 87+ TRUE FALSE 1 FALSE TRUE FALSE
582 PT02489 (factor) 1 165+ TRUE FALSE 2 FALSE TRUE FALSE
583 PT02490 (factor) 1 92+ FALSE FALSE 1 FALSE TRUE FALSE
584 PT02492 (factor) 4 102+ FALSE TRUE 2 FALSE TRUE FALSE
585 PT02494 (factor) 2 109+ FALSE TRUE 1 FALSE TRUE FALSE
586 PT02673 (factor) 1 189+ NA NA 2 FALSE TRUE FALSE
587 PT02676 (factor) 1 101+ NA NA 2 FALSE TRUE TRUE
588 PT02678 (factor) 1 197+ NA NA 2 FALSE TRUE TRUE
589 PT02683 (factor) 1 59+ NA NA 2 FALSE TRUE FALSE
590 PT02684 (factor) 1 15+ NA NA 2 FALSE TRUE FALSE
591 PT02776 (factor) 2 39 FALSE TRUE 2 FALSE TRUE TRUE
592 PT02779 (factor) 1 163+ FALSE TRUE 2 FALSE TRUE FALSE
593 PT02781 (factor) 1 170+ TRUE TRUE 2 FALSE TRUE TRUE
594 PT02783 (factor) 1 117+ TRUE TRUE 2 FALSE TRUE FALSE
595 PT02786 (factor) 2 137+ FALSE TRUE 3 FALSE TRUE TRUE
596 PT02788 (factor) 1 112+ FALSE FALSE 1 FALSE TRUE FALSE
597 PT02789 (factor) 1 42+ FALSE FALSE 1 FALSE TRUE FALSE
598 PT02791 (factor) 2 181+ FALSE FALSE 2 FALSE TRUE FALSE
599 PT02792 (factor) 1 143+ FALSE FALSE 1 FALSE TRUE FALSE
600 PT02793 (factor) 1 154+ TRUE FALSE 2 FALSE TRUE FALSE
601 PT02800 (factor) 1 22+ FALSE FALSE 1 FALSE TRUE FALSE
602 PT02801 (factor) 2 163+ TRUE TRUE 1 FALSE TRUE TRUE
603 PT02802 (factor) 1 142+ TRUE FALSE 3 FALSE TRUE FALSE
604 PT02804 (factor) 1 152+ TRUE FALSE 1 FALSE TRUE FALSE
605 PT02805 (factor) 1 156+ FALSE FALSE 3 FALSE TRUE FALSE
606 PT02807 (factor) 1 161+ FALSE TRUE 2 FALSE TRUE FALSE
607 PT02810 (factor) 3 75+ FALSE TRUE 2 FALSE TRUE TRUE
608 PT02812 (factor) 1 104+ FALSE FALSE 2 FALSE TRUE FALSE
609 PT02813 (factor) 1 121+ FALSE FALSE 1 FALSE TRUE FALSE
610 PT02814 (factor) 1 163+ TRUE FALSE 1 FALSE TRUE FALSE
611 PT02816 (factor) 2 46+ FALSE FALSE 1 FALSE TRUE TRUE
612 PT02818 (factor) 2 86+ FALSE FALSE 3 TRUE TRUE TRUE
613 PT02822 (factor) 2 106+ TRUE FALSE 2 FALSE TRUE FALSE
614 PT02823 (factor) 4 109+ FALSE FALSE 1 FALSE TRUE TRUE
615 PT02825 (factor) 1 161+ FALSE FALSE 2 FALSE TRUE FALSE
616 PT02826 (factor) 2 157+ FALSE FALSE 1 FALSE TRUE FALSE
617 PT02828 (factor) 1 159+ TRUE FALSE 1 FALSE TRUE FALSE
618 PT02829 (factor) 1 67+ FALSE FALSE 1 FALSE TRUE FALSE
619 PT02830 (factor) 1 140+ TRUE FALSE 1 FALSE TRUE FALSE
620 PT02849 (factor) 1 64+ FALSE FALSE 1 FALSE TRUE FALSE
621 PT02850 (factor) 2 59+ TRUE FALSE 3 FALSE TRUE TRUE
622 PT02852 (factor) 2 40+ TRUE TRUE 3 FALSE TRUE TRUE
race age logKi67 logKi67q
1 White 66 (anylist) (numeric)
2 Black 42 (anylist) (numeric)
3 White 60 (anylist) (numeric)
4 White 53 (anylist) (numeric)
5 White 52 (anylist) (numeric)
6 Black 51 (anylist) (numeric)
7 Asian 50 (anylist) (numeric)
8 White 37 (anylist) (numeric)
9 White 68 (anylist) (numeric)
10 Black 55 (anylist) (numeric)
11 White 72 (anylist) (numeric)
12 White 43 (anylist) (numeric)
13 White 36 (anylist) (numeric)
14 White 37 (anylist) (numeric)
15 White 69 (anylist) (numeric)
16 White 63 (anylist) (numeric)
17 White 58 (anylist) (numeric)
18 White 60 (anylist) (numeric)
19 White 50 (anylist) (numeric)
20 White 70 (anylist) (numeric)
21 White 43 (anylist) (numeric)
22 White 48 (anylist) (numeric)
23 Unknown 68 (anylist) (numeric)
24 Asian 73 (anylist) (numeric)
25 White 51 (anylist) (numeric)
26 Black 51 (anylist) (numeric)
27 White 73 (anylist) (numeric)
28 White 80 (anylist) (numeric)
29 White 56 (anylist) (numeric)
30 White 77 (anylist) (numeric)
31 White 36 (anylist) (numeric)
32 White 48 (anylist) (numeric)
33 White 73 (anylist) (numeric)
34 White 56 (anylist) (numeric)
35 Black 60 (anylist) (numeric)
36 Black 76 (anylist) (numeric)
37 White 72 (anylist) (numeric)
38 White 63 (anylist) (numeric)
39 White 48 (anylist) (numeric)
40 Unknown 59 (anylist) (numeric)
41 White 58 (anylist) (numeric)
42 Black 71 (anylist) (numeric)
43 White 68 (anylist) (numeric)
44 White 36 (anylist) (numeric)
45 Black 42 (anylist) (numeric)
46 White 80 (anylist) (numeric)
47 White 60 (anylist) (numeric)
48 White 67 (anylist) (numeric)
49 Black 53 (anylist) (numeric)
50 White 78 (anylist) (numeric)
51 White 46 (anylist) (numeric)
52 White 85 (anylist) (numeric)
53 White 48 (anylist) (numeric)
54 White 55 (anylist) (numeric)
55 Black 45 (anylist) (numeric)
56 Black 47 (anylist) (numeric)
57 Black 80 (anylist) (numeric)
58 White 49 (anylist) (numeric)
59 White 55 (anylist) (numeric)
60 White 48 (anylist) (numeric)
61 White 46 (anylist) (numeric)
62 White 45 (anylist) (numeric)
63 White 63 (anylist) (numeric)
64 White 82 (anylist) (numeric)
65 White 64 (anylist) (numeric)
66 White 51 (anylist) (numeric)
67 White 63 (anylist) (numeric)
68 White 44 (anylist) (numeric)
69 White 39 (anylist) (numeric)
70 White 35 (anylist) (numeric)
71 White 63 (anylist) (numeric)
72 White 42 (anylist) (numeric)
73 White 67 (anylist) (numeric)
74 White 66 (anylist) (numeric)
75 White 78 (anylist) (numeric)
76 White 50 (anylist) (numeric)
77 White 64 (anylist) (numeric)
78 White 70 (anylist) (numeric)
79 White 65 (anylist) (numeric)
80 White 51 (anylist) (numeric)
81 White 69 (anylist) (numeric)
82 White 73 (anylist) (numeric)
83 White 58 (anylist) (numeric)
84 White 62 (anylist) (numeric)
85 White 67 (anylist) (numeric)
86 White 32 (anylist) (numeric)
87 White 61 (anylist) (numeric)
88 White 71 (anylist) (numeric)
89 White 68 (anylist) (numeric)
90 White 70 (anylist) (numeric)
91 White 37 (anylist) (numeric)
92 White 79 (anylist) (numeric)
93 White 65 (anylist) (numeric)
94 White 65 (anylist) (numeric)
95 White 45 (anylist) (numeric)
96 White 65 (anylist) (numeric)
97 White 66 (anylist) (numeric)
98 White 55 (anylist) (numeric)
99 White 70 (anylist) (numeric)
100 White 67 (anylist) (numeric)
101 White 50 (anylist) (numeric)
102 White 73 (anylist) (numeric)
103 Black 69 (anylist) (numeric)
104 White 70 (anylist) (numeric)
105 White 62 (anylist) (numeric)
106 White 62 (anylist) (numeric)
107 Asian 58 (anylist) (numeric)
108 White 71 (anylist) (numeric)
109 White 71 (anylist) (numeric)
110 White 61 (anylist) (numeric)
111 White 69 (anylist) (numeric)
112 White 55 (anylist) (numeric)
113 White 66 (anylist) (numeric)
114 White 59 (anylist) (numeric)
115 White 40 (anylist) (numeric)
116 Asian 37 (anylist) (numeric)
117 Asian 59 (anylist) (numeric)
118 White 43 (anylist) (numeric)
119 Black 78 (anylist) (numeric)
120 White 78 (anylist) (numeric)
121 Black 70 (anylist) (numeric)
122 White 67 (anylist) (numeric)
123 White 70 (anylist) (numeric)
124 White 71 (anylist) (numeric)
125 White 56 (anylist) (numeric)
126 White 72 (anylist) (numeric)
127 White 81 (anylist) (numeric)
128 White 62 (anylist) (numeric)
129 White 85 (anylist) (numeric)
130 White 62 (anylist) (numeric)
131 White 42 (anylist) (numeric)
132 White 60 (anylist) (numeric)
133 White 74 (anylist) (numeric)
134 Unknown 55 (anylist) (numeric)
135 White 56 (anylist) (numeric)
136 White 56 (anylist) (numeric)
137 White 66 (anylist) (numeric)
138 White 45 (anylist) (numeric)
139 White 34 (anylist) (numeric)
140 Black 59 (anylist) (numeric)
141 White 56 (anylist) (numeric)
142 White 44 (anylist) (numeric)
143 Asian 53 (anylist) (numeric)
144 White 62 (anylist) (numeric)
145 White 45 (anylist) (numeric)
146 White 35 (anylist) (numeric)
147 White 63 (anylist) (numeric)
148 White 68 (anylist) (numeric)
149 White 41 (anylist) (numeric)
150 White 40 (anylist) (numeric)
151 White 79 (anylist) (numeric)
152 White 50 (anylist) (numeric)
153 White 72 (anylist) (numeric)
154 White 70 (anylist) (numeric)
155 White 69 (anylist) (numeric)
156 White 69 (anylist) (numeric)
157 White 64 (anylist) (numeric)
158 White 75 (anylist) (numeric)
159 White 46 (anylist) (numeric)
160 White 60 (anylist) (numeric)
161 Black 58 (anylist) (numeric)
162 Asian 47 (anylist) (numeric)
163 White 47 (anylist) (numeric)
164 White 47 (anylist) (numeric)
165 White 56 (anylist) (numeric)
166 White 45 (anylist) (numeric)
167 White 47 (anylist) (numeric)
168 White 48 (anylist) (numeric)
169 White 79 (anylist) (numeric)
170 White 76 (anylist) (numeric)
171 White 54 (anylist) (numeric)
172 White 52 (anylist) (numeric)
173 White 42 (anylist) (numeric)
174 White 55 (anylist) (numeric)
175 Black 49 (anylist) (numeric)
176 White 51 (anylist) (numeric)
177 White 75 (anylist) (numeric)
178 White 49 (anylist) (numeric)
179 White 53 (anylist) (numeric)
180 White 46 (anylist) (numeric)
181 White 67 (anylist) (numeric)
182 White 55 (anylist) (numeric)
183 White 62 (anylist) (numeric)
184 White 64 (anylist) (numeric)
185 White 75 (anylist) (numeric)
186 White 54 (anylist) (numeric)
187 White 58 (anylist) (numeric)
188 White 78 (anylist) (numeric)
189 White 42 (anylist) (numeric)
190 White 56 (anylist) (numeric)
191 White 51 (anylist) (numeric)
192 White 65 (anylist) (numeric)
193 White 52 (anylist) (numeric)
194 White 68 (anylist) (numeric)
195 White 57 (anylist) (numeric)
196 White 39 (anylist) (numeric)
197 White 50 (anylist) (numeric)
198 White 50 (anylist) (numeric)
199 White 65 (anylist) (numeric)
200 White 45 (anylist) (numeric)
201 White 62 (anylist) (numeric)
202 White 82 (anylist) (numeric)
203 White 64 (anylist) (numeric)
204 White 60 (anylist) (numeric)
205 White 65 (anylist) (numeric)
206 White 49 (anylist) (numeric)
207 White 50 (anylist) (numeric)
208 White 57 (anylist) (numeric)
209 White 77 (anylist) (numeric)
210 White 41 (anylist) (numeric)
211 White 51 (anylist) (numeric)
212 White 52 (anylist) (numeric)
213 White 61 (anylist) (numeric)
214 Unknown 83 (anylist) (numeric)
215 White 60 (anylist) (numeric)
216 Black 71 (anylist) (numeric)
217 White 67 (anylist) (numeric)
218 Black 57 (anylist) (numeric)
219 White 45 (anylist) (numeric)
220 White 72 (anylist) (numeric)
221 White 47 (anylist) (numeric)
222 White 58 (anylist) (numeric)
223 Unknown 80 (anylist) (numeric)
224 Asian 55 (anylist) (numeric)
225 White 53 (anylist) (numeric)
226 Black 90 (anylist) (numeric)
227 Asian 41 (anylist) (numeric)
228 White 89 (anylist) (numeric)
229 White 56 (anylist) (numeric)
230 Unknown 48 (anylist) (numeric)
231 White 46 (anylist) (numeric)
232 White 48 (anylist) (numeric)
233 White 57 (anylist) (numeric)
234 White 72 (anylist) (numeric)
235 White 53 (anylist) (numeric)
236 White 47 (anylist) (numeric)
237 White 69 (anylist) (numeric)
238 White 65 (anylist) (numeric)
239 White 72 (anylist) (numeric)
240 Black 49 (anylist) (numeric)
241 White 46 (anylist) (numeric)
242 Unknown 56 (anylist) (numeric)
243 White 75 (anylist) (numeric)
244 White 56 (anylist) (numeric)
245 Black 67 (anylist) (numeric)
246 White 29 (anylist) (numeric)
247 White 81 (anylist) (numeric)
248 White 55 (anylist) (numeric)
249 White 78 (anylist) (numeric)
250 White 65 (anylist) (numeric)
251 Unknown 41 (anylist) (numeric)
252 White 54 (anylist) (numeric)
253 White 60 (anylist) (numeric)
254 White 46 (anylist) (numeric)
255 Unknown 67 (anylist) (numeric)
256 White 58 (anylist) (numeric)
257 Unknown 58 (anylist) (numeric)
258 Black 53 (anylist) (numeric)
259 White 69 (anylist) (numeric)
260 Unknown 73 (anylist) (numeric)
261 White 65 (anylist) (numeric)
262 Black 75 (anylist) (numeric)
263 White 82 (anylist) (numeric)
264 Black 70 (anylist) (numeric)
265 White 70 (anylist) (numeric)
266 White 35 (anylist) (numeric)
267 White 90 (anylist) (numeric)
268 White 78 (anylist) (numeric)
269 White 32 (anylist) (numeric)
270 Unknown 61 (anylist) (numeric)
271 Black 46 (anylist) (numeric)
272 White 72 (anylist) (numeric)
273 White 64 (anylist) (numeric)
274 White 51 (anylist) (numeric)
275 White 69 (anylist) (numeric)
276 White 68 (anylist) (numeric)
277 White 68 (anylist) (numeric)
278 White 50 (anylist) (numeric)
279 White 54 (anylist) (numeric)
280 White 56 (anylist) (numeric)
281 White 48 (anylist) (numeric)
282 White 78 (anylist) (numeric)
283 White 36 (anylist) (numeric)
284 White 37 (anylist) (numeric)
285 White 42 (anylist) (numeric)
286 White 43 (anylist) (numeric)
287 White 77 (anylist) (numeric)
288 Black 73 (anylist) (numeric)
289 White 54 (anylist) (numeric)
290 White 69 (anylist) (numeric)
291 White 67 (anylist) (numeric)
292 White 73 (anylist) (numeric)
293 White 67 (anylist) (numeric)
294 White 69 (anylist) (numeric)
295 White 82 (anylist) (numeric)
296 White 43 (anylist) (numeric)
297 White 68 (anylist) (numeric)
298 White 73 (anylist) (numeric)
299 White 40 (anylist) (numeric)
300 Black 62 (anylist) (numeric)
301 White 72 (anylist) (numeric)
302 White 63 (anylist) (numeric)
303 White 67 (anylist) (numeric)
304 White 48 (anylist) (numeric)
305 White 56 (anylist) (numeric)
306 White 36 (anylist) (numeric)
307 White 64 (anylist) (numeric)
308 White 70 (anylist) (numeric)
309 White 72 (anylist) (numeric)
310 White 63 (anylist) (numeric)
311 White 42 (anylist) (numeric)
312 White 32 (anylist) (numeric)
313 White 70 (anylist) (numeric)
314 White 71 (anylist) (numeric)
315 White 86 (anylist) (numeric)
316 White 57 (anylist) (numeric)
317 White 66 (anylist) (numeric)
318 White 51 (anylist) (numeric)
319 White 48 (anylist) (numeric)
320 White 49 (anylist) (numeric)
321 White 85 (anylist) (numeric)
322 White 52 (anylist) (numeric)
323 White 72 (anylist) (numeric)
324 Black 48 (anylist) (numeric)
325 White 68 (anylist) (numeric)
326 White 38 (anylist) (numeric)
327 White 41 (anylist) (numeric)
328 White 70 (anylist) (numeric)
329 Unknown 68 (anylist) (numeric)
330 White 58 (anylist) (numeric)
331 White 84 (anylist) (numeric)
332 White 35 (anylist) (numeric)
333 White 54 (anylist) (numeric)
334 White 62 (anylist) (numeric)
335 White 64 (anylist) (numeric)
336 Black 55 (anylist) (numeric)
337 White 76 (anylist) (numeric)
338 White 55 (anylist) (numeric)
339 White 69 (anylist) (numeric)
340 White 45 (anylist) (numeric)
341 White 79 (anylist) (numeric)
342 White 58 (anylist) (numeric)
343 White 59 (anylist) (numeric)
344 White 45 (anylist) (numeric)
345 White 85 (anylist) (numeric)
346 Black 35 (anylist) (numeric)
347 White 47 (anylist) (numeric)
348 White 73 (anylist) (numeric)
349 White 51 (anylist) (numeric)
350 White 49 (anylist) (numeric)
351 White 38 (anylist) (numeric)
352 Black 62 (anylist) (numeric)
353 White 76 (anylist) (numeric)
354 White 72 (anylist) (numeric)
355 White 61 (anylist) (numeric)
356 White 71 (anylist) (numeric)
357 White 74 (anylist) (numeric)
358 White 83 (anylist) (numeric)
359 White 60 (anylist) (numeric)
360 Black 58 (anylist) (numeric)
361 White 42 (anylist) (numeric)
362 White 70 (anylist) (numeric)
363 White 75 (anylist) (numeric)
364 White 46 (anylist) (numeric)
365 White 46 (anylist) (numeric)
366 White 74 (anylist) (numeric)
367 White 55 (anylist) (numeric)
368 White 62 (anylist) (numeric)
369 White 49 (anylist) (numeric)
370 White 74 (anylist) (numeric)
371 White 67 (anylist) (numeric)
372 White 55 (anylist) (numeric)
373 White 39 (anylist) (numeric)
374 White 67 (anylist) (numeric)
375 White 41 (anylist) (numeric)
376 White 78 (anylist) (numeric)
377 Black 61 (anylist) (numeric)
378 White 84 (anylist) (numeric)
379 Black 46 (anylist) (numeric)
380 Black 65 (anylist) (numeric)
381 White 69 (anylist) (numeric)
382 White 59 (anylist) (numeric)
383 White 65 (anylist) (numeric)
384 White 39 (anylist) (numeric)
385 White 53 (anylist) (numeric)
386 Unknown 73 (anylist) (numeric)
387 White 59 (anylist) (numeric)
388 White 53 (anylist) (numeric)
389 White 61 (anylist) (numeric)
390 White 77 (anylist) (numeric)
391 White 84 (anylist) (numeric)
392 Black 59 (anylist) (numeric)
393 White 67 (anylist) (numeric)
394 White 82 (anylist) (numeric)
395 White 72 (anylist) (numeric)
396 White 74 (anylist) (numeric)
397 White 45 (anylist) (numeric)
398 White 73 (anylist) (numeric)
399 White 77 (anylist) (numeric)
400 White 33 (anylist) (numeric)
401 White 72 (anylist) (numeric)
402 White 45 (anylist) (numeric)
403 White 61 (anylist) (numeric)
404 White 67 (anylist) (numeric)
405 White 71 (anylist) (numeric)
406 White 44 (anylist) (numeric)
407 White 75 (anylist) (numeric)
408 White 80 (anylist) (numeric)
409 White 60 (anylist) (numeric)
410 White 80 (anylist) (numeric)
411 White 66 (anylist) (numeric)
412 White 58 (anylist) (numeric)
413 White 45 (anylist) (numeric)
414 White 69 (anylist) (numeric)
415 White 50 (anylist) (numeric)
416 White 60 (anylist) (numeric)
417 White 65 (anylist) (numeric)
418 White 61 (anylist) (numeric)
419 Black 34 (anylist) (numeric)
420 White 64 (anylist) (numeric)
421 White 65 (anylist) (numeric)
422 White 87 (anylist) (numeric)
423 White 53 (anylist) (numeric)
424 White 55 (anylist) (numeric)
425 White 65 (anylist) (numeric)
426 White 50 (anylist) (numeric)
427 White 67 (anylist) (numeric)
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429 White 60 (anylist) (numeric)
430 White 68 (anylist) (numeric)
431 White 65 (anylist) (numeric)
432 White 80 (anylist) (numeric)
433 White 42 (anylist) (numeric)
434 Native Hawaiian or Other Pacific Islander 44 (anylist) (numeric)
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454 White 71 (anylist) (numeric)
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477 White 60 (anylist) (numeric)
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483 White 51 (anylist) (numeric)
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495 American Indian or Alaska Native 49 (anylist) (numeric)
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505 White 66 (anylist) (numeric)
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507 White 50 (anylist) (numeric)
508 Black 43 (anylist) (numeric)
509 White 55 (anylist) (numeric)
510 Black 45 (anylist) (numeric)
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512 White 46 (anylist) (numeric)
513 White 61 (anylist) (numeric)
514 White 80 (anylist) (numeric)
515 White 67 (anylist) (numeric)
516 White 42 (anylist) (numeric)
517 White 59 (anylist) (numeric)
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520 White 71 (anylist) (numeric)
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523 White 80 (anylist) (numeric)
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525 White 50 (anylist) (numeric)
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527 White 63 (anylist) (numeric)
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529 White 67 (anylist) (numeric)
530 White 71 (anylist) (numeric)
531 White 67 (anylist) (numeric)
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533 White 56 (anylist) (numeric)
534 White 72 (anylist) (numeric)
535 White 44 (anylist) (numeric)
536 White 60 (anylist) (numeric)
537 White 60 (anylist) (numeric)
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539 White 44 (anylist) (numeric)
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541 White 43 (anylist) (numeric)
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546 White 63 (anylist) (numeric)
547 White 63 (anylist) (numeric)
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560 White 61 (anylist) (numeric)
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562 White 55 (anylist) (numeric)
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564 White 42 (anylist) (numeric)
565 White 61 (anylist) (numeric)
566 White 58 (anylist) (numeric)
567 White 73 (anylist) (numeric)
568 White 52 (anylist) (numeric)
569 White 52 (anylist) (numeric)
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571 White 44 (anylist) (numeric)
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573 White 57 (anylist) (numeric)
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575 White 51 (anylist) (numeric)
576 White 62 (anylist) (numeric)
577 White 71 (anylist) (numeric)
578 White 49 (anylist) (numeric)
579 Black 45 (anylist) (numeric)
580 White 34 (anylist) (numeric)
581 White 71 (anylist) (numeric)
582 White 52 (anylist) (numeric)
583 Black 75 (anylist) (numeric)
584 White 45 (anylist) (numeric)
585 White 44 (anylist) (numeric)
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588 White 60 (anylist) (numeric)
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591 White 67 (anylist) (numeric)
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595 White 61 (anylist) (numeric)
596 White 82 (anylist) (numeric)
597 White 83 (anylist) (numeric)
598 White 76 (anylist) (numeric)
599 White 39 (anylist) (numeric)
600 White 48 (anylist) (numeric)
601 White 86 (anylist) (numeric)
602 Black 42 (anylist) (numeric)
603 White 51 (anylist) (numeric)
604 White 39 (anylist) (numeric)
605 White 57 (anylist) (numeric)
606 White 45 (anylist) (numeric)
607 White 50 (anylist) (numeric)
608 White 66 (anylist) (numeric)
609 White 46 (anylist) (numeric)
610 White 56 (anylist) (numeric)
611 White 53 (anylist) (numeric)
612 White 35 (anylist) (numeric)
613 White 44 (anylist) (numeric)
614 White 82 (anylist) (numeric)
615 White 48 (anylist) (numeric)
616 White 55 (anylist) (numeric)
617 White 52 (anylist) (numeric)
618 White 82 (anylist) (numeric)
619 White 62 (anylist) (numeric)
620 White 81 (anylist) (numeric)
621 White 66 (anylist) (numeric)
622 White 51 (anylist) (numeric)- a numeric-hypercolumn of the aggregated sample quantiles
logKi67qperpatientID. These quantiles are calculated at a pre-specified grid of probabilities \(\{p_k, k=1,\cdots,K \} \in [0,1]\). Note that the aggregation must be performed at the level of biologically independent clusters, e.g.,~patientID, to produce independent quantile predictors. - Metadata, including the outcome of interest, e.g., progression free survival
PFS,Her2,HR, etc.
Readers are encouraged to learn more about the hyper data frame (hyperframe) from package spatstat.geom (Baddeley et al. 2015; Baddeley and Turner 2005).
Linear quantile index (QI) (Equation 1.1) is a predictor in a functional generalized linear model (James 2002) for outcomes from the exponential family of distributions, or a linear functional Cox model (Gellar et al. 2015) for survival outcomes,
\[ \text{QI}_{i}=\int_{0}^{1} \beta(p)Q_i(p)dp \tag{1.1}\]
where \(Q_i(p)\) is the (aggregated) sample quantiles logKi67q for the \(i\)-th subject, and \(\beta(p)\) is the unknown coefficient function to be estimated. Listing 1.2 fits a generalized additive model (gam(), Wood 2017, v1.9.4, GPL (>= 2)) with integrated linear spline-based smoothness estimation (s(), Wood 2003, v1.9.4, GPL (>= 2)). This is a scalar-on-function model (Reiss et al. 2017) that predicts a scalar outcome (e.g., progression free survival time PFS[,1L]) using the aggregated quantiles as a functional predictor.
m0
Family: Cox PH
Link function: identity
Formula:
PFS[, 1L] ~ s(logKi67q.x, by = logKi67q.L * logKi67q.y, bs = "cr")
Estimated degrees of freedom:
2 total = 2
REML score: 714.9095 Nonlinear quantile index (nlQI) (Equation 1.2) is a predictor in the functional generalized additive model (McLean et al. 2014) for outcomes from the exponential family of distributions, or an additive functional Cox model (Cui et al. 2021) for survival outcomes.
\[ \text{nlQI}_{i}= \int_{0}^{1} F\big(p, Q_i(p)\big)dp \tag{1.2}\]
where \(F(\cdot,\cdot)\) is an unknown bivariate twice differentiable function. Listing 1.3 fits a generalized additive model (gam(), Wood 2017, v1.9.4, GPL (>= 2)) with tensor product interaction estimation (ti(), Wood 2006, v1.9.4, GPL (>= 2)).
m1
Family: Cox PH
Link function: identity
Formula:
PFS[, 1L] ~ ti(logKi67q.x, logKi67q.y, by = logKi67q.L, bs = "cr",
mc = c(FALSE, TRUE))
Estimated degrees of freedom:
5.32 total = 5.32
REML score: 708.0423 The function widget_gam() creates an interactive htmlwidget (Vaidyanathan et al. 2023, v1.6.4, MIT + file LICENSE) visualization of the estimated integrand surfaces for the linear (Equation 1.1) or nonlinear quantile index (Equation 1.2) using package plotly (Sievert 2020, v4.12.0, MIT + file LICENSE). The integrand surfaces, defined on \(p\in[0,1]\) and \(q\in\text{range}\big\{Q_i(p), i=1,\cdots,n\big\}\), are
\[ \hat{S}(p,q) = \begin{cases} \hat{\beta}(p)\cdot q\\ \hat{F}(p,q) \end{cases} \tag{1.3}\]
Also in this interactive visualization are
- the contour lines on the integrand surfaces (Equation 1.3), as well as their projections along the \(s\)-axis, i.e., onto the \((p,q)\)-plane (a.k.a., the “floor”);
- the estimated linear integrand paths \(\hat{\beta}(p)Q_i(p)\) or the nonlinear integrand paths \(\hat{F}(p, Q_i(p))\) on the integrand surfaces (Equation 1.3);
- the sample quantiles \(Q_i(p)\), i.e., the projections of the estimated linear or nonlinear integrand path along the \(s\)-axis, i.e., onto the \((p,q)\)-plane (a.k.a., the “floor”);
- the projections of the estimated linear or nonlinear integrand path along the \(q\)-axis, i.e., onto the \((p,s)\)-plane (a.k.a., the “backwall”), so that the area under each projected path is equal to the estimated linear (Equation 1.1) or nonlinear quantile index (Equation 1.2).
Figure 1.1 is a collage (via package htmltools, Cheng et al. 2025, v0.5.9, GPL (>= 2)) of the interactive htmlwidget visualizations of the linear and nonlinear integrand surfaces, contours, integrand paths and their projections to the “floor” and “backwall”. Listing 1.4 uses n=21L to reduce the htmlwidget objects size.
Code
scene = list(
xaxis = list(title = 'Probability (p)', tickformat = '.0%', color = 'dodgerblue'),
yaxis = list(title = 'Quantile (q)', color = 'deeppink'),
zaxis = list(title = 'Integrand (s)', color = 'darkolivegreen')
)
htmltools::tagList(
m0 |>
hyper.gam::widget_gam(formula = ~ logKi67q, n = 21L) |>
plotly::layout(scene = scene),
m1 |>
hyper.gam::widget_gam(formula = ~ logKi67q) |>
plotly::layout(scene = scene)
) |>
htmltools::browsable()