The table below shows the manually annotated regions and sites from the
NTNU
Bioinformatics TF ChIP-seq benchmark data set.
The top row of colored regions in each plot
shows the original benchmark data from the classified_peaks_*.txt files,
whereas the bottom row shows the "corrected" regions that can be used
to compute true and false positive rates via the
PeakError R package.
I used bedtools genomecov -g hg18.txt -i sorted.bed -bga to make the
coverage profiles (bedtools-2.22.1).
All
of these data can be downloaded in RData format,
and plotted using R code such as
## works_with_R is in https://github.com/tdhock/dotfiles/blob/master/.Rprofile
works_with_R("3.2.2",
dplyr="0.4.2",
"tdhock/ggplot2@a8b06ddb680acdcdbd927773b1011c562134e4d2",
"tdhock/animint@4257e8cf76eb5021a98010b6629b779a4f383b24")#tallrect
if(!file.exists("TF.benchmark.corrected.RData")){
download.file(
"http://cbio.ensmp.fr/~thocking/table-TF-benchmark/TF.benchmark.corrected.RData",
"TF.benchmark.corrected.RData")
}
load("TF.benchmark.corrected.RData")
## Define color for legends.
ann.colors <-
c(ambiguous="grey",
noPeaks="#f6f4bf",
peakStart="#ffafaf",
peakEnd="#ff4c4c",
onePeak="deepskyblue",
peaks="#a445ee")
strand.colors <- c("+"="black", "-"="grey50")
## Define data subset to plot.
tf.name <- "max"
region.id <- 284
chunk.name <- paste0(tf.name, "/", region.id)
one <- TF.benchmark.corrected[[tf.name]][[chunk.name]]
clist <- split(one$coverage, one$coverage$strand)
## Define text labels for sites facet.
class.code <-
c("-1"="false site",
"0"="ambiguous",
"1"="true site")
sites <- one$sites %>%
mutate(experiment=tf.name,
sample.id="sites")
first.site <- sites %>%
group_by(experiment, sample.id, classification) %>%
filter(seq_along(chromStart) == which.min(chromStart)) %>%
mutate(label.or.na=class.code[as.character(classification)],
label.nospace=ifelse(is.na(label.or.na),
paste("ambiguous true cluster", classification),
label.or.na),
label=paste0(label.nospace, " "))
sites.coverage <-
ggplot()+
ylab("count of aligned sequence reads, site code")+
ggtitle(chunk.name)+
geom_hline(aes(yintercept=classification),
color="grey",
data=data.frame(experiment=tf.name,
sample.id="sites",
classification=c(0.5, -0.5)))+
theme_bw()+
theme(panel.margin=grid::unit(0, "cm"))+
facet_grid(experiment + sample.id ~ ., scales="free")+
scale_fill_manual("annotation", values=ann.colors,
breaks=names(ann.colors))+
scale_color_manual(values=strand.colors,
breaks=names(strand.colors))+
xlab(paste("position on hg18", one$coverage$chrom[1]))+
geom_tallrect(aes(xmin=chromStart, xmax=chromEnd,
fill=annotation),
ymin=0.5, ymax=1,
data=one$regions,
color="grey",
alpha=0.5)+
geom_tallrect(aes(xmin=chromStart, xmax=chromEnd,
fill=annotation),
ymin=0, ymax=0.5,
data=one$corrected.regions,
color="grey",
alpha=0.5)+
geom_step(aes(i.chromStart, count, color=strand), data=clist[["+"]])+
geom_step(aes(i.chromStart, -count, color=strand), data=clist[["-"]])+
geom_segment(aes(chromStart, classification,
xend=chromEnd, yend=classification),
data=sites,
size=4)+
geom_text(aes(chromStart, classification,
label=label),
data=first.site,
hjust=1, size=3)
print(sites.coverage)
| tf.name | region.id | total | strands |
1 | max | 0 | | |
2 | max | 1 | | |
3 | max | 2 | | |
4 | max | 3 | | |
5 | max | 4 | | |
6 | max | 5 | | |
7 | max | 6 | | |
8 | max | 7 | | |
9 | max | 8 | | |
10 | max | 9 | | |
11 | max | 10 | | |
12 | max | 11 | | |
13 | max | 12 | | |
14 | max | 13 | | |
15 | max | 14 | | |
16 | max | 15 | | |
17 | max | 16 | | |
18 | max | 17 | | |
19 | max | 18 | | |
20 | max | 19 | | |
21 | max | 20 | | |
22 | max | 21 | | |
23 | max | 22 | | |
24 | max | 23 | | |
25 | max | 24 | | |
26 | max | 25 | | |
27 | max | 26 | | |
28 | max | 27 | | |
29 | max | 28 | | |
30 | max | 29 | | |
31 | max | 30 | | |
32 | max | 31 | | |
33 | max | 32 | | |
34 | max | 33 | | |
35 | max | 34 | | |
36 | max | 35 | | |
37 | max | 36 | | |
38 | max | 37 | | |
39 | max | 38 | | |
40 | max | 39 | | |
41 | max | 40 | | |
42 | max | 41 | | |
43 | max | 42 | | |
44 | max | 43 | | |
45 | max | 44 | | |
46 | max | 45 | | |
47 | max | 46 | | |
48 | max | 47 | | |
49 | max | 48 | | |
50 | max | 49 | | |
51 | max | 50 | | |
52 | max | 51 | | |
53 | max | 52 | | |
54 | max | 53 | | |
55 | max | 54 | | |
56 | max | 55 | | |
57 | max | 56 | | |
58 | max | 57 | | |
59 | max | 58 | | |
60 | max | 59 | | |
61 | max | 60 | | |
62 | max | 61 | | |
63 | max | 62 | | |
64 | max | 63 | | |
65 | max | 64 | | |
66 | max | 65 | | |
67 | max | 66 | | |
68 | max | 67 | | |
69 | max | 68 | | |
70 | max | 69 | | |
71 | max | 70 | | |
72 | max | 71 | | |
73 | max | 72 | | |
74 | max | 73 | | |
75 | max | 74 | | |
76 | max | 75 | | |
77 | max | 76 | | |
78 | max | 77 | | |
79 | max | 78 | | |
80 | max | 79 | | |
81 | max | 80 | | |
82 | max | 81 | | |
83 | max | 82 | | |
84 | max | 83 | | |
85 | max | 84 | | |
86 | max | 85 | | |
87 | max | 86 | | |
88 | max | 87 | | |
89 | max | 88 | | |
90 | max | 89 | | |
91 | max | 90 | | |
92 | max | 91 | | |
93 | max | 92 | | |
94 | max | 93 | | |
95 | max | 94 | | |
96 | max | 95 | | |
97 | max | 96 | | |
98 | max | 97 | | |
99 | max | 98 | | |
100 | max | 99 | | |
101 | max | 100 | | |
102 | max | 101 | | |
103 | max | 102 | | |
104 | max | 103 | | |
105 | max | 104 | | |
106 | max | 105 | | |
107 | max | 106 | | |
108 | max | 107 | | |
109 | max | 108 | | |
110 | max | 109 | | |
111 | max | 110 | | |
112 | max | 111 | | |
113 | max | 112 | | |
114 | max | 113 | | |
115 | max | 114 | | |
116 | max | 115 | | |
117 | max | 116 | | |
118 | max | 117 | | |
119 | max | 118 | | |
120 | max | 119 | | |
121 | max | 120 | | |
122 | max | 121 | | |
123 | max | 122 | | |
124 | max | 123 | | |
125 | max | 124 | | |
126 | max | 125 | | |
127 | max | 126 | | |
128 | max | 127 | | |
129 | max | 128 | | |
130 | max | 129 | | |
131 | max | 130 | | |
132 | max | 131 | | |
133 | max | 132 | | |
134 | max | 133 | | |
135 | max | 134 | | |
136 | max | 135 | | |
137 | max | 136 | | |
138 | max | 137 | | |
139 | max | 138 | | |
140 | max | 139 | | |
141 | max | 140 | | |
142 | max | 141 | | |
143 | max | 142 | | |
144 | max | 143 | | |
145 | max | 144 | | |
146 | max | 145 | | |
147 | max | 146 | | |
148 | max | 147 | | |
149 | max | 148 | | |
150 | max | 149 | | |
151 | max | 150 | | |
152 | max | 151 | | |
153 | max | 152 | | |
154 | max | 153 | | |
155 | max | 154 | | |
156 | max | 155 | | |
157 | max | 156 | | |
158 | max | 157 | | |
159 | max | 158 | | |
160 | max | 159 | | |
161 | max | 160 | | |
162 | max | 161 | | |
163 | max | 162 | | |
164 | max | 163 | | |
165 | max | 164 | | |
166 | max | 165 | | |
167 | max | 166 | | |
168 | max | 167 | | |
169 | max | 168 | | |
170 | max | 169 | | |
171 | max | 170 | | |
172 | max | 171 | | |
173 | max | 172 | | |
174 | max | 173 | | |
175 | max | 174 | | |
176 | max | 175 | | |
177 | max | 176 | | |
178 | max | 177 | | |
179 | max | 178 | | |
180 | max | 179 | | |
181 | max | 180 | | |
182 | max | 181 | | |
183 | max | 182 | | |
184 | max | 183 | | |
185 | max | 184 | | |
186 | max | 185 | | |
187 | max | 186 | | |
188 | max | 187 | | |
189 | max | 188 | | |
190 | max | 189 | | |
191 | max | 190 | | |
192 | max | 191 | | |
193 | max | 192 | | |
194 | max | 193 | | |
195 | max | 194 | | |
196 | max | 195 | | |
197 | max | 196 | | |
198 | max | 197 | | |
199 | max | 198 | | |
200 | max | 199 | | |
201 | max | 200 | | |
202 | max | 201 | | |
203 | max | 202 | | |
204 | max | 203 | | |
205 | max | 204 | | |
206 | max | 205 | | |
207 | max | 206 | | |
208 | max | 207 | | |
209 | max | 208 | | |
210 | max | 209 | | |
211 | max | 210 | | |
212 | max | 211 | | |
213 | max | 212 | | |
214 | max | 213 | | |
215 | max | 214 | | |
216 | max | 215 | | |
217 | max | 216 | | |
218 | max | 217 | | |
219 | max | 218 | | |
220 | max | 219 | | |
221 | max | 220 | | |
222 | max | 221 | | |
223 | max | 222 | | |
224 | max | 223 | | |
225 | max | 224 | | |
226 | max | 225 | | |
227 | max | 226 | | |
228 | max | 227 | | |
229 | max | 228 | | |
230 | max | 229 | | |
231 | max | 230 | | |
232 | max | 231 | | |
233 | max | 232 | | |
234 | max | 233 | | |
235 | max | 234 | | |
236 | max | 235 | | |
237 | max | 236 | | |
238 | max | 237 | | |
239 | max | 238 | | |
240 | max | 239 | | |
241 | max | 240 | | |
242 | max | 241 | | |
243 | max | 242 | | |
244 | max | 243 | | |
245 | max | 244 | | |
246 | max | 245 | | |
247 | max | 246 | | |
248 | max | 247 | | |
249 | max | 248 | | |
250 | max | 249 | | |
251 | max | 250 | | |
252 | max | 251 | | |
253 | max | 252 | | |
254 | max | 253 | | |
255 | max | 254 | | |
256 | max | 255 | | |
257 | max | 256 | | |
258 | max | 257 | | |
259 | max | 258 | | |
260 | max | 259 | | |
261 | max | 260 | | |
262 | max | 261 | | |
263 | max | 262 | | |
264 | max | 263 | | |
265 | max | 264 | | |
266 | max | 265 | | |
267 | max | 266 | | |
268 | max | 267 | | |
269 | max | 268 | | |
270 | max | 269 | | |
271 | max | 270 | | |
272 | max | 271 | | |
273 | max | 272 | | |
274 | max | 273 | | |
275 | max | 274 | | |
276 | max | 275 | | |
277 | max | 276 | | |
278 | max | 277 | | |
279 | max | 278 | | |
280 | max | 279 | | |
281 | max | 280 | | |
282 | max | 281 | | |
283 | max | 283 | | |
284 | max | 284 | | |
285 | max | 285 | | |
286 | max | 286 | | |
287 | max | 287 | | |
288 | max | 288 | | |
289 | max | 289 | | |
290 | max | 290 | | |
291 | max | 291 | | |
292 | max | 292 | | |
293 | max | 293 | | |
294 | max | 294 | | |
295 | max | 295 | | |
296 | max | 296 | | |
297 | max | 297 | | |
298 | max | 298 | | |
299 | max | 299 | | |
300 | max | 300 | | |
301 | max | 301 | | |
302 | max | 302 | | |
303 | max | 303 | | |
304 | max | 304 | | |
305 | max | 305 | | |
306 | max | 306 | | |
307 | max | 307 | | |
308 | max | 308 | | |
309 | max | 309 | | |
310 | max | 310 | | |
311 | max | 311 | | |
312 | max | 312 | | |
313 | max | 313 | | |
314 | max | 314 | | |
315 | max | 315 | | |
316 | max | 316 | | |
317 | max | 317 | | |
318 | max | 318 | | |
319 | max | 319 | | |
320 | max | 320 | | |
321 | max | 321 | | |
322 | max | 322 | | |
323 | max | 323 | | |
324 | max | 324 | | |
325 | max | 325 | | |
326 | max | 326 | | |
327 | max | 327 | | |
328 | max | 328 | | |
329 | max | 329 | | |
330 | max | 330 | | |
331 | max | 331 | | |
332 | max | 332 | | |
333 | max | 333 | | |
334 | max | 334 | | |
335 | max | 335 | | |
336 | max | 336 | | |
337 | max | 337 | | |
338 | max | 338 | | |
339 | max | 339 | | |
340 | max | 340 | | |
341 | max | 341 | | |
342 | max | 342 | | |
343 | max | 343 | | |
344 | max | 344 | | |
345 | max | 345 | | |
346 | max | 346 | | |
347 | max | 347 | | |
348 | max | 348 | | |
349 | max | 349 | | |
350 | max | 350 | | |
351 | max | 351 | | |
352 | max | 352 | | |
353 | max | 353 | | |
354 | max | 354 | | |
355 | max | 355 | | |
356 | max | 356 | | |
357 | max | 357 | | |
358 | max | 358 | | |
359 | max | 359 | | |
360 | max | 360 | | |
361 | max | 361 | | |
362 | max | 362 | | |
363 | max | 363 | | |
364 | max | 364 | | |
365 | max | 365 | | |
366 | max | 366 | | |
367 | max | 367 | | |
368 | max | 368 | | |
369 | max | 369 | | |
370 | max | 370 | | |
371 | max | 371 | | |
372 | max | 372 | | |
373 | max | 373 | | |
374 | max | 374 | | |
375 | max | 375 | | |
376 | max | 376 | | |
377 | max | 377 | | |
378 | max | 378 | | |
379 | max | 379 | | |
380 | max | 380 | | |
381 | max | 381 | | |
382 | max | 382 | | |
383 | max | 383 | | |
384 | max | 384 | | |
385 | max | 385 | | |
386 | max | 386 | | |
387 | max | 387 | | |
388 | max | 388 | | |
389 | max | 389 | | |
390 | max | 390 | | |
391 | max | 391 | | |
392 | max | 392 | | |
393 | max | 393 | | |
394 | max | 394 | | |
395 | max | 395 | | |
396 | max | 396 | | |
397 | max | 397 | | |
398 | max | 398 | | |
399 | max | 399 | | |
400 | max | 400 | | |
401 | max | 401 | | |
402 | max | 402 | | |
403 | max | 403 | | |
404 | max | 404 | | |
405 | max | 405 | | |
406 | max | 406 | | |
407 | max | 407 | | |
408 | max | 408 | | |
409 | max | 409 | | |
410 | max | 410 | | |
411 | max | 411 | | |
412 | max | 412 | | |
413 | max | 413 | | |
414 | nrsf | 0 | | |
415 | nrsf | 1 | | |
416 | nrsf | 2 | | |
417 | nrsf | 3 | | |
418 | nrsf | 4 | | |
419 | nrsf | 5 | | |
420 | nrsf | 6 | | |
421 | nrsf | 7 | | |
422 | nrsf | 8 | | |
423 | nrsf | 9 | | |
424 | nrsf | 10 | | |
425 | nrsf | 11 | | |
426 | nrsf | 12 | | |
427 | nrsf | 13 | | |
428 | nrsf | 14 | | |
429 | nrsf | 15 | | |
430 | nrsf | 16 | | |
431 | nrsf | 17 | | |
432 | nrsf | 18 | | |
433 | nrsf | 19 | | |
434 | nrsf | 20 | | |
435 | nrsf | 21 | | |
436 | nrsf | 22 | | |
437 | nrsf | 23 | | |
438 | nrsf | 24 | | |
439 | nrsf | 25 | | |
440 | nrsf | 26 | | |
441 | nrsf | 27 | | |
442 | nrsf | 28 | | |
443 | nrsf | 29 | | |
444 | nrsf | 30 | | |
445 | nrsf | 31 | | |
446 | nrsf | 32 | | |
447 | nrsf | 33 | | |
448 | nrsf | 34 | | |
449 | nrsf | 35 | | |
450 | nrsf | 36 | | |
451 | nrsf | 37 | | |
452 | nrsf | 38 | | |
453 | nrsf | 39 | | |
454 | nrsf | 40 | | |
455 | nrsf | 41 | | |
456 | nrsf | 42 | | |
457 | nrsf | 43 | | |
458 | nrsf | 44 | | |
459 | nrsf | 45 | | |
460 | nrsf | 46 | | |
461 | nrsf | 47 | | |
462 | nrsf | 48 | | |
463 | nrsf | 49 | | |
464 | nrsf | 50 | | |
465 | nrsf | 51 | | |
466 | nrsf | 52 | | |
467 | nrsf | 53 | | |
468 | nrsf | 54 | | |
469 | nrsf | 55 | | |
470 | nrsf | 56 | | |
471 | nrsf | 57 | | |
472 | nrsf | 58 | | |
473 | nrsf | 59 | | |
474 | nrsf | 60 | | |
475 | nrsf | 61 | | |
476 | nrsf | 62 | | |
477 | nrsf | 63 | | |
478 | nrsf | 64 | | |
479 | nrsf | 65 | | |
480 | nrsf | 66 | | |
481 | nrsf | 67 | | |
482 | nrsf | 68 | | |
483 | nrsf | 69 | | |
484 | nrsf | 70 | | |
485 | nrsf | 71 | | |
486 | nrsf | 72 | | |
487 | nrsf | 73 | | |
488 | nrsf | 74 | | |
489 | nrsf | 75 | | |
490 | nrsf | 76 | | |
491 | nrsf | 77 | | |
492 | nrsf | 78 | | |
493 | nrsf | 79 | | |
494 | nrsf | 80 | | |
495 | nrsf | 81 | | |
496 | nrsf | 82 | | |
497 | nrsf | 83 | | |
498 | nrsf | 84 | | |
499 | nrsf | 85 | | |
500 | nrsf | 86 | | |
501 | nrsf | 87 | | |
502 | nrsf | 88 | | |
503 | nrsf | 89 | | |
504 | nrsf | 90 | | |
505 | nrsf | 91 | | |
506 | nrsf | 92 | | |
507 | nrsf | 93 | | |
508 | nrsf | 94 | | |
509 | nrsf | 95 | | |
510 | nrsf | 96 | | |
511 | nrsf | 97 | | |
512 | nrsf | 98 | | |
513 | nrsf | 99 | | |
514 | nrsf | 100 | | |
515 | nrsf | 101 | | |
516 | nrsf | 102 | | |
517 | nrsf | 103 | | |
518 | nrsf | 104 | | |
519 | nrsf | 105 | | |
520 | nrsf | 106 | | |
521 | nrsf | 107 | | |
522 | nrsf | 108 | | |
523 | nrsf | 109 | | |
524 | nrsf | 110 | | |
525 | nrsf | 111 | | |
526 | nrsf | 112 | | |
527 | nrsf | 113 | | |
528 | nrsf | 114 | | |
529 | nrsf | 115 | | |
530 | nrsf | 116 | | |
531 | nrsf | 117 | | |
532 | nrsf | 118 | | |
533 | nrsf | 119 | | |
534 | nrsf | 120 | | |
535 | nrsf | 121 | | |
536 | nrsf | 122 | | |
537 | nrsf | 123 | | |
538 | nrsf | 124 | | |
539 | nrsf | 125 | | |
540 | nrsf | 126 | | |
541 | nrsf | 127 | | |
542 | nrsf | 128 | | |
543 | nrsf | 129 | | |
544 | nrsf | 130 | | |
545 | nrsf | 131 | | |
546 | nrsf | 132 | | |
547 | nrsf | 133 | | |
548 | nrsf | 134 | | |
549 | nrsf | 135 | | |
550 | nrsf | 136 | | |
551 | nrsf | 137 | | |
552 | nrsf | 138 | | |
553 | nrsf | 139 | | |
554 | nrsf | 140 | | |
555 | nrsf | 141 | | |
556 | nrsf | 142 | | |
557 | nrsf | 143 | | |
558 | nrsf | 144 | | |
559 | nrsf | 145 | | |
560 | nrsf | 146 | | |
561 | nrsf | 147 | | |
562 | nrsf | 148 | | |
563 | nrsf | 149 | | |
564 | nrsf | 150 | | |
565 | nrsf | 151 | | |
566 | nrsf | 152 | | |
567 | nrsf | 153 | | |
568 | nrsf | 154 | | |
569 | nrsf | 155 | | |
570 | nrsf | 156 | | |
571 | nrsf | 157 | | |
572 | nrsf | 158 | | |
573 | nrsf | 159 | | |
574 | nrsf | 160 | | |
575 | nrsf | 161 | | |
576 | nrsf | 162 | | |
577 | nrsf | 163 | | |
578 | nrsf | 164 | | |
579 | nrsf | 165 | | |
580 | nrsf | 166 | | |
581 | nrsf | 167 | | |
582 | nrsf | 168 | | |
583 | nrsf | 169 | | |
584 | nrsf | 170 | | |
585 | nrsf | 171 | | |
586 | nrsf | 172 | | |
587 | nrsf | 173 | | |
588 | nrsf | 174 | | |
589 | nrsf | 175 | | |
590 | nrsf | 176 | | |
591 | nrsf | 177 | | |
592 | nrsf | 178 | | |
593 | nrsf | 179 | | |
594 | nrsf | 180 | | |
595 | nrsf | 181 | | |
596 | nrsf | 182 | | |
597 | nrsf | 183 | | |
598 | nrsf | 184 | | |
599 | nrsf | 185 | | |
600 | nrsf | 186 | | |
601 | nrsf | 187 | | |
602 | nrsf | 188 | | |
603 | nrsf | 189 | | |
604 | nrsf | 190 | | |
605 | nrsf | 191 | | |
606 | nrsf | 192 | | |
607 | nrsf | 193 | | |
608 | nrsf | 194 | | |
609 | nrsf | 195 | | |
610 | nrsf | 196 | | |
611 | nrsf | 197 | | |
612 | nrsf | 198 | | |
613 | nrsf | 199 | | |
614 | nrsf | 200 | | |
615 | nrsf | 201 | | |
616 | nrsf | 202 | | |
617 | nrsf | 203 | | |
618 | nrsf | 204 | | |
619 | nrsf | 205 | | |
620 | nrsf | 206 | | |
621 | nrsf | 207 | | |
622 | nrsf | 208 | | |
623 | nrsf | 209 | | |
624 | nrsf | 210 | | |
625 | nrsf | 211 | | |
626 | nrsf | 212 | | |
627 | nrsf | 213 | | |
628 | nrsf | 214 | | |
629 | nrsf | 215 | | |
630 | nrsf | 216 | | |
631 | nrsf | 217 | | |
632 | nrsf | 218 | | |
633 | nrsf | 219 | | |
634 | nrsf | 220 | | |
635 | nrsf | 221 | | |
636 | nrsf | 222 | | |
637 | nrsf | 223 | | |
638 | nrsf | 224 | | |
639 | nrsf | 225 | | |
640 | nrsf | 226 | | |
641 | nrsf | 227 | | |
642 | nrsf | 228 | | |
643 | nrsf | 229 | | |
644 | nrsf | 230 | | |
645 | nrsf | 231 | | |
646 | nrsf | 232 | | |
647 | nrsf | 233 | | |
648 | nrsf | 234 | | |
649 | nrsf | 235 | | |
650 | nrsf | 236 | | |
651 | nrsf | 237 | | |
652 | nrsf | 238 | | |
653 | nrsf | 239 | | |
654 | nrsf | 240 | | |
655 | nrsf | 241 | | |
656 | nrsf | 242 | | |
657 | nrsf | 243 | | |
658 | nrsf | 244 | | |
659 | nrsf | 245 | | |
660 | nrsf | 246 | | |
661 | nrsf | 247 | | |
662 | nrsf | 248 | | |
663 | nrsf | 249 | | |
664 | nrsf | 250 | | |
665 | nrsf | 251 | | |
666 | nrsf | 252 | | |
667 | nrsf | 253 | | |
668 | nrsf | 254 | | |
669 | nrsf | 255 | | |
670 | nrsf | 256 | | |
671 | nrsf | 257 | | |
672 | nrsf | 258 | | |
673 | nrsf | 259 | | |
674 | nrsf | 260 | | |
675 | nrsf | 261 | | |
676 | nrsf | 262 | | |
677 | nrsf | 263 | | |
678 | nrsf | 264 | | |
679 | nrsf | 265 | | |
680 | nrsf | 266 | | |
681 | nrsf | 267 | | |
682 | nrsf | 268 | | |
683 | nrsf | 269 | | |
684 | nrsf | 270 | | |
685 | nrsf | 271 | | |
686 | nrsf | 272 | | |
687 | nrsf | 273 | | |
688 | nrsf | 274 | | |
689 | nrsf | 275 | | |
690 | nrsf | 276 | | |
691 | nrsf | 277 | | |
692 | nrsf | 278 | | |
693 | nrsf | 279 | | |
694 | nrsf | 280 | | |
695 | nrsf | 281 | | |
696 | nrsf | 282 | | |
697 | nrsf | 283 | | |
698 | nrsf | 284 | | |
699 | nrsf | 285 | | |
700 | nrsf | 286 | | |
701 | nrsf | 287 | | |
702 | nrsf | 288 | | |
703 | nrsf | 289 | | |
704 | nrsf | 290 | | |
705 | nrsf | 291 | | |
706 | nrsf | 292 | | |
707 | nrsf | 293 | | |
708 | nrsf | 294 | | |
709 | nrsf | 295 | | |
710 | nrsf | 296 | | |
711 | nrsf | 297 | | |
712 | nrsf | 298 | | |
713 | nrsf | 299 | | |
714 | nrsf | 300 | | |
715 | nrsf | 301 | | |
716 | nrsf | 302 | | |
717 | nrsf | 303 | | |
718 | nrsf | 304 | | |
719 | nrsf | 305 | | |
720 | nrsf | 306 | | |
721 | nrsf | 307 | | |
722 | nrsf | 308 | | |
723 | nrsf | 309 | | |
724 | nrsf | 310 | | |
725 | nrsf | 311 | | |
726 | nrsf | 312 | | |
727 | nrsf | 313 | | |
728 | nrsf | 314 | | |
729 | nrsf | 315 | | |
730 | nrsf | 316 | | |
731 | nrsf | 317 | | |
732 | nrsf | 318 | | |
733 | nrsf | 319 | | |
734 | nrsf | 320 | | |
735 | nrsf | 321 | | |
736 | nrsf | 322 | | |
737 | nrsf | 323 | | |
738 | nrsf | 324 | | |
739 | nrsf | 325 | | |
740 | nrsf | 326 | | |
741 | nrsf | 327 | | |
742 | nrsf | 328 | | |
743 | nrsf | 329 | | |
744 | nrsf | 330 | | |
745 | nrsf | 331 | | |
746 | nrsf | 332 | | |
747 | nrsf | 333 | | |
748 | nrsf | 334 | | |
749 | nrsf | 335 | | |
750 | nrsf | 336 | | |
751 | nrsf | 337 | | |
752 | nrsf | 338 | | |
753 | nrsf | 339 | | |
754 | nrsf | 340 | | |
755 | nrsf | 341 | | |
756 | nrsf | 342 | | |
757 | nrsf | 343 | | |
758 | nrsf | 344 | | |
759 | nrsf | 345 | | |
760 | nrsf | 346 | | |
761 | nrsf | 347 | | |
762 | nrsf | 348 | | |
763 | nrsf | 349 | | |
764 | nrsf | 350 | | |
765 | nrsf | 351 | | |
766 | nrsf | 352 | | |
767 | nrsf | 353 | | |
768 | nrsf | 354 | | |
769 | nrsf | 355 | | |
770 | nrsf | 356 | | |
771 | nrsf | 357 | | |
772 | nrsf | 358 | | |
773 | nrsf | 359 | | |
774 | nrsf | 360 | | |
775 | nrsf | 361 | | |
776 | nrsf | 362 | | |
777 | nrsf | 363 | | |
778 | nrsf | 364 | | |
779 | nrsf | 365 | | |
780 | nrsf | 366 | | |
781 | nrsf | 367 | | |
782 | nrsf | 368 | | |
783 | nrsf | 369 | | |
784 | nrsf | 370 | | |
785 | nrsf | 371 | | |
786 | nrsf | 372 | | |
787 | nrsf | 373 | | |
788 | nrsf | 374 | | |
789 | nrsf | 375 | | |
790 | nrsf | 376 | | |
791 | nrsf | 377 | | |
792 | nrsf | 378 | | |
793 | nrsf | 379 | | |
794 | nrsf | 380 | | |
795 | nrsf | 381 | | |
796 | nrsf | 382 | | |
797 | nrsf | 383 | | |
798 | nrsf | 384 | | |
799 | nrsf | 385 | | |
800 | nrsf | 386 | | |
801 | nrsf | 387 | | |
802 | nrsf | 388 | | |
803 | nrsf | 389 | | |
804 | nrsf | 390 | | |
805 | nrsf | 391 | | |
806 | nrsf | 392 | | |
807 | nrsf | 393 | | |
808 | nrsf | 394 | | |
809 | nrsf | 395 | | |
810 | nrsf | 396 | | |
811 | nrsf | 397 | | |
812 | nrsf | 398 | | |
813 | nrsf | 399 | | |
814 | nrsf | 400 | | |
815 | nrsf | 401 | | |
816 | nrsf | 402 | | |
817 | nrsf | 403 | | |
818 | nrsf | 404 | | |
819 | nrsf | 405 | | |
820 | nrsf | 406 | | |
821 | nrsf | 407 | | |
822 | nrsf | 408 | | |
823 | nrsf | 409 | | |
824 | nrsf | 410 | | |
825 | nrsf | 411 | | |
826 | nrsf | 412 | | |
827 | nrsf | 413 | | |
828 | nrsf | 414 | | |
829 | nrsf | 415 | | |
830 | nrsf | 416 | | |
831 | nrsf | 417 | | |
832 | nrsf | 418 | | |
833 | nrsf | 419 | | |
834 | nrsf | 420 | | |
835 | nrsf | 421 | | |
836 | nrsf | 422 | | |
837 | nrsf | 423 | | |
838 | nrsf | 424 | | |
839 | nrsf | 425 | | |
840 | nrsf | 426 | | |
841 | nrsf | 427 | | |
842 | nrsf | 428 | | |
843 | nrsf | 429 | | |
844 | nrsf | 430 | | |
845 | nrsf | 431 | | |
846 | nrsf | 432 | | |
847 | nrsf | 433 | | |
848 | nrsf | 434 | | |
849 | nrsf | 435 | | |
850 | nrsf | 436 | | |
851 | nrsf | 437 | | |
852 | nrsf | 438 | | |
853 | nrsf | 439 | | |
854 | nrsf | 440 | | |
855 | nrsf | 441 | | |
856 | nrsf | 442 | | |
857 | nrsf | 443 | | |
858 | nrsf | 444 | | |
859 | nrsf | 445 | | |
860 | nrsf | 446 | | |
861 | nrsf | 447 | | |
862 | nrsf | 448 | | |
863 | nrsf | 449 | | |
864 | nrsf | 450 | | |
865 | nrsf | 451 | | |
866 | nrsf | 452 | | |
867 | nrsf | 453 | | |
868 | nrsf | 454 | | |
869 | nrsf | 455 | | |
870 | nrsf | 456 | | |
871 | nrsf | 457 | | |
872 | nrsf | 458 | | |
873 | nrsf | 459 | | |
874 | nrsf | 460 | | |
875 | nrsf | 461 | | |
876 | nrsf | 462 | | |
877 | nrsf | 463 | | |
878 | nrsf | 464 | | |
879 | nrsf | 465 | | |
880 | nrsf | 466 | | |
881 | nrsf | 467 | | |
882 | nrsf | 468 | | |
883 | nrsf | 469 | | |
884 | nrsf | 470 | | |
885 | nrsf | 471 | | |
886 | nrsf | 472 | | |
887 | nrsf | 473 | | |
888 | nrsf | 474 | | |
889 | nrsf | 475 | | |
890 | nrsf | 476 | | |
891 | nrsf | 477 | | |
892 | nrsf | 478 | | |
893 | srf | 0 | | |
894 | srf | 1 | | |
895 | srf | 2 | | |
896 | srf | 3 | | |
897 | srf | 4 | | |
898 | srf | 5 | | |
899 | srf | 6 | | |
900 | srf | 7 | | |
901 | srf | 8 | | |
902 | srf | 9 | | |
903 | srf | 10 | | |
904 | srf | 11 | | |
905 | srf | 12 | | |
906 | srf | 13 | | |
907 | srf | 14 | | |
908 | srf | 15 | | |
909 | srf | 16 | | |
910 | srf | 17 | | |
911 | srf | 18 | | |
912 | srf | 19 | | |
913 | srf | 20 | | |
914 | srf | 21 | | |
915 | srf | 22 | | |
916 | srf | 23 | | |
917 | srf | 24 | | |
918 | srf | 25 | | |
919 | srf | 26 | | |
920 | srf | 27 | | |
921 | srf | 28 | | |
922 | srf | 29 | | |
923 | srf | 30 | | |
924 | srf | 31 | | |
925 | srf | 32 | | |
926 | srf | 33 | | |
927 | srf | 34 | | |
928 | srf | 35 | | |
929 | srf | 36 | | |
930 | srf | 37 | | |
931 | srf | 38 | | |
932 | srf | 39 | | |
933 | srf | 40 | | |
934 | srf | 41 | | |
935 | srf | 42 | | |
936 | srf | 43 | | |
937 | srf | 44 | | |
938 | srf | 45 | | |
939 | srf | 46 | | |
940 | srf | 47 | | |
941 | srf | 48 | | |
942 | srf | 49 | | |
943 | srf | 50 | | |
944 | srf | 51 | | |
945 | srf | 52 | | |
946 | srf | 53 | | |
947 | srf | 54 | | |
948 | srf | 55 | | |
949 | srf | 56 | | |
950 | srf | 57 | | |
951 | srf | 58 | | |
952 | srf | 59 | | |
953 | srf | 60 | | |
954 | srf | 61 | | |
955 | srf | 62 | | |
956 | srf | 63 | | |
957 | srf | 64 | | |
958 | srf | 65 | | |
959 | srf | 66 | | |
960 | srf | 67 | | |
961 | srf | 68 | | |
962 | srf | 69 | | |
963 | srf | 70 | | |
964 | srf | 71 | | |
965 | srf | 72 | | |
966 | srf | 73 | | |
967 | srf | 74 | | |
968 | srf | 75 | | |
969 | srf | 76 | | |
970 | srf | 77 | | |
971 | srf | 78 | | |
972 | srf | 79 | | |
973 | srf | 80 | | |
974 | srf | 81 | | |
975 | srf | 82 | | |
976 | srf | 83 | | |
977 | srf | 84 | | |
978 | srf | 85 | | |
979 | srf | 86 | | |
980 | srf | 87 | | |
981 | srf | 88 | | |
982 | srf | 89 | | |
983 | srf | 90 | | |
984 | srf | 91 | | |
985 | srf | 92 | | |
986 | srf | 93 | | |
987 | srf | 94 | | |
988 | srf | 95 | | |
989 | srf | 96 | | |
990 | srf | 97 | | |
991 | srf | 98 | | |
992 | srf | 99 | | |
993 | srf | 100 | | |
994 | srf | 101 | | |
995 | srf | 102 | | |
996 | srf | 103 | | |
997 | srf | 104 | | |
998 | srf | 105 | | |
999 | srf | 106 | | |
1000 | srf | 107 | | |
1001 | srf | 108 | | |
1002 | srf | 109 | | |
1003 | srf | 110 | | |
1004 | srf | 111 | | |
1005 | srf | 112 | | |
1006 | srf | 113 | | |
1007 | srf | 114 | | |
1008 | srf | 115 | | |
1009 | srf | 116 | | |
1010 | srf | 117 | | |
1011 | srf | 118 | | |
1012 | srf | 119 | | |
1013 | srf | 120 | | |
1014 | srf | 121 | | |
1015 | srf | 122 | | |
1016 | srf | 123 | | |
1017 | srf | 124 | | |
1018 | srf | 125 | | |
1019 | srf | 126 | | |
1020 | srf | 127 | | |
1021 | srf | 128 | | |
1022 | srf | 129 | | |
1023 | srf | 130 | | |
1024 | srf | 131 | | |
1025 | srf | 132 | | |
1026 | srf | 133 | | |
1027 | srf | 134 | | |
1028 | srf | 135 | | |
1029 | srf | 136 | | |
1030 | srf | 137 | | |
1031 | srf | 138 | | |
1032 | srf | 139 | | |
1033 | srf | 140 | | |
1034 | srf | 141 | | |
1035 | srf | 142 | | |
1036 | srf | 143 | | |
1037 | srf | 144 | | |
1038 | srf | 145 | | |
1039 | srf | 146 | | |
1040 | srf | 147 | | |
1041 | srf | 148 | | |
1042 | srf | 149 | | |
1043 | srf | 150 | | |
1044 | srf | 151 | | |
1045 | srf | 152 | | |
1046 | srf | 153 | | |
1047 | srf | 154 | | |
1048 | srf | 155 | | |
1049 | srf | 156 | | |
1050 | srf | 157 | | |
1051 | srf | 158 | | |
1052 | srf | 159 | | |
1053 | srf | 160 | | |
1054 | srf | 161 | | |
1055 | srf | 162 | | |
1056 | srf | 163 | | |
1057 | srf | 164 | | |
1058 | srf | 165 | | |
1059 | srf | 166 | | |
1060 | srf | 167 | | |
1061 | srf | 168 | | |
1062 | srf | 169 | | |
1063 | srf | 170 | | |
1064 | srf | 172 | | |
1065 | srf | 173 | | |
1066 | srf | 174 | | |
1067 | srf | 175 | | |
1068 | srf | 176 | | |
1069 | srf | 177 | | |
1070 | srf | 178 | | |
1071 | srf | 179 | | |
1072 | srf | 180 | | |
1073 | srf | 181 | | |
1074 | srf | 182 | | |
1075 | srf | 183 | | |
1076 | srf | 184 | | |
1077 | srf | 185 | | |
1078 | srf | 186 | | |
1079 | srf | 187 | | |
1080 | srf | 188 | | |
1081 | srf | 189 | | |
1082 | srf | 190 | | |
1083 | srf | 191 | | |
1084 | srf | 192 | | |
1085 | srf | 193 | | |
1086 | srf | 194 | | |
1087 | srf | 195 | | |
1088 | srf | 196 | | |
1089 | srf | 197 | | |
1090 | srf | 198 | | |
1091 | srf | 199 | | |
1092 | srf | 200 | | |
1093 | srf | 201 | | |
1094 | srf | 202 | | |
1095 | srf | 203 | | |
1096 | srf | 204 | | |
1097 | srf | 205 | | |
1098 | srf | 206 | | |
1099 | srf | 207 | | |
1100 | srf | 208 | | |
1101 | srf | 209 | | |
1102 | srf | 210 | | |
1103 | srf | 211 | | |
1104 | srf | 212 | | |
1105 | srf | 213 | | |
1106 | srf | 214 | | |
1107 | srf | 215 | | |
1108 | srf | 216 | | |
1109 | srf | 217 | | |
1110 | srf | 218 | | |
1111 | srf | 219 | | |
1112 | srf | 220 | | |
1113 | srf | 221 | | |
1114 | srf | 222 | | |
1115 | srf | 223 | | |
1116 | srf | 224 | | |
1117 | srf | 225 | | |
1118 | srf | 226 | | |
1119 | srf | 227 | | |
1120 | srf | 228 | | |
1121 | srf | 229 | | |
1122 | srf | 230 | | |
1123 | srf | 231 | | |
1124 | srf | 232 | | |
1125 | srf | 233 | | |
1126 | srf | 234 | | |
1127 | srf | 235 | | |
1128 | srf | 236 | | |
1129 | srf | 237 | | |
1130 | srf | 238 | | |
1131 | srf | 239 | | |
1132 | srf | 240 | | |
1133 | srf | 241 | | |
1134 | srf | 242 | | |
1135 | srf | 243 | | |
1136 | srf | 244 | | |
1137 | srf | 245 | | |
1138 | srf | 246 | | |
1139 | srf | 247 | | |
1140 | srf | 248 | | |
1141 | srf | 249 | | |
1142 | srf | 250 | | |
1143 | srf | 251 | | |
1144 | srf | 252 | | |
1145 | srf | 253 | | |
1146 | srf | 254 | | |
1147 | srf | 255 | | |
1148 | srf | 256 | | |
1149 | srf | 257 | | |
1150 | srf | 258 | | |
1151 | srf | 259 | | |
1152 | srf | 260 | | |
1153 | srf | 261 | | |
1154 | srf | 262 | | |
1155 | srf | 263 | | |
1156 | srf | 264 | | |
1157 | srf | 265 | | |
1158 | srf | 266 | | |
1159 | srf | 267 | | |
1160 | srf | 268 | | |
1161 | srf | 269 | | |
1162 | srf | 270 | | |
1163 | srf | 271 | | |
1164 | srf | 272 | | |
1165 | srf | 273 | | |
1166 | srf | 274 | | |
1167 | srf | 275 | | |
1168 | srf | 276 | | |
1169 | srf | 277 | | |
1170 | srf | 278 | | |
1171 | srf | 279 | | |
1172 | srf | 280 | | |
1173 | srf | 281 | | |
1174 | srf | 282 | | |
1175 | srf | 283 | | |
1176 | srf | 284 | | |
1177 | srf | 285 | | |
1178 | srf | 286 | | |
1179 | srf | 287 | | |
1180 | srf | 288 | | |
1181 | srf | 289 | | |
1182 | srf | 290 | | |
1183 | srf | 291 | | |
1184 | srf | 292 | | |
1185 | srf | 293 | | |
1186 | srf | 294 | | |
1187 | srf | 295 | | |
1188 | srf | 296 | | |
1189 | srf | 297 | | |
1190 | srf | 298 | | |
1191 | srf | 299 | | |
1192 | srf | 300 | | |
1193 | srf | 301 | | |
1194 | srf | 302 | | |
1195 | srf | 303 | | |
1196 | srf | 304 | | |
1197 | srf | 305 | | |
1198 | srf | 306 | | |
1199 | srf | 307 | | |
1200 | srf | 308 | | |
1201 | srf | 309 | | |
1202 | srf | 310 | | |
1203 | srf | 311 | | |
1204 | srf | 312 | | |
1205 | srf | 313 | | |
1206 | srf | 314 | | |
1207 | srf | 315 | | |
1208 | srf | 316 | | |
1209 | srf | 317 | | |
1210 | srf | 318 | | |
1211 | srf | 319 | | |
1212 | srf | 320 | | |
1213 | srf | 321 | | |
1214 | srf | 322 | | |
1215 | srf | 323 | | |
1216 | srf | 324 | | |
1217 | srf | 325 | | |
1218 | srf | 326 | | |
1219 | srf | 327 | | |
1220 | srf | 328 | | |
1221 | srf | 329 | | |
1222 | srf | 330 | | |
1223 | srf | 331 | | |
1224 | srf | 332 | | |
1225 | srf | 333 | | |
1226 | srf | 334 | | |
1227 | srf | 335 | | |
1228 | srf | 336 | | |
1229 | srf | 337 | | |
1230 | srf | 338 | | |
1231 | srf | 339 | | |
1232 | srf | 340 | | |
1233 | srf | 341 | | |
1234 | srf | 342 | | |
1235 | srf | 343 | | |
1236 | srf | 344 | | |
1237 | srf | 345 | | |
1238 | srf | 346 | | |
1239 | srf | 347 | | |
1240 | srf | 348 | | |
1241 | srf | 349 | | |
1242 | srf | 350 | | |
1243 | srf | 351 | | |
1244 | srf | 352 | | |
1245 | srf | 353 | | |
1246 | srf | 354 | | |
1247 | srf | 355 | | |
1248 | srf | 356 | | |
1249 | srf | 357 | | |
1250 | srf | 358 | | |
1251 | srf | 359 | | |
1252 | srf | 360 | | |
1253 | srf | 361 | | |
1254 | srf | 362 | | |
1255 | srf | 363 | | |
1256 | srf | 364 | | |
1257 | srf | 365 | | |
1258 | srf | 366 | | |
1259 | srf | 367 | | |
1260 | srf | 368 | | |
1261 | srf | 369 | | |
1262 | srf | 370 | | |
1263 | srf | 371 | | |
1264 | srf | 372 | | |
1265 | srf | 373 | | |
1266 | srf | 374 | | |
1267 | srf | 375 | | |
1268 | srf | 376 | | |
1269 | srf | 377 | | |
1270 | srf | 378 | | |
1271 | srf | 379 | | |
1272 | srf | 380 | | |
1273 | srf | 381 | | |
1274 | srf | 382 | | |
1275 | srf | 383 | | |
1276 | srf | 384 | | |
1277 | srf | 385 | | |
1278 | srf | 386 | | |
1279 | srf | 387 | | |
1280 | srf | 388 | | |
1281 | srf | 389 | | |
1282 | srf | 390 | | |
1283 | srf | 391 | | |
1284 | srf | 392 | | |
1285 | srf | 393 | | |
1286 | srf | 394 | | |
1287 | srf | 395 | | |
1288 | srf | 396 | | |
1289 | srf | 397 | | |
1290 | srf | 398 | | |
1291 | srf | 399 | | |
1292 | srf | 400 | | |
1293 | srf | 401 | | |
1294 | srf | 402 | | |
1295 | srf | 403 | | |
1296 | srf | 404 | | |
1297 | srf | 405 | | |
1298 | srf | 406 | | |
1299 | srf | 407 | | |
1300 | srf | 408 | | |
1301 | srf | 409 | | |
1302 | srf | 410 | | |
1303 | srf | 411 | | |
1304 | srf | 412 | | |
1305 | srf | 413 | | |
1306 | srf | 414 | | |
1307 | srf | 415 | | |
1308 | srf | 416 | | |
1309 | srf | 417 | | |
1310 | srf | 418 | | |
1311 | srf | 419 | | |
1312 | srf | 420 | | |
1313 | srf | 421 | | |
1314 | srf | 422 | | |
1315 | srf | 423 | | |
1316 | srf | 424 | | |
1317 | srf | 425 | | |
1318 | srf | 426 | | |
1319 | srf | 427 | | |
1320 | srf | 428 | | |
1321 | srf | 429 | | |
1322 | srf | 430 | | |
1323 | srf | 431 | | |
1324 | srf | 432 | | |
1325 | srf | 433 | | |
1326 | srf | 434 | | |
1327 | srf | 435 | | |
1328 | srf | 436 | | |
1329 | srf | 437 | | |
1330 | srf | 438 | | |
1331 | srf | 439 | | |
1332 | srf | 440 | | |
1333 | srf | 441 | | |
1334 | srf | 442 | | |
1335 | srf | 443 | | |
1336 | srf | 444 | | |
1337 | srf | 445 | | |
1338 | srf | 446 | | |
1339 | srf | 447 | | |
1340 | srf | 448 | | |
1341 | srf | 449 | | |
1342 | srf | 450 | | |