Description Usage Arguments Details Value Author(s) See Also Examples
Summary and print methods for class bcp
.
1 2 3 4 5 |
object |
the result of a call to |
digits |
the number of digits displayed in the summary statistics. |
... |
(optional) additional arguments, ignored. |
x |
the result of a call to |
The functions print (and return invisibly) the estimated posterior probability of a change point for each position and the estimated posterior means. These results are modeled after the summary method of the coda
package (Plummer et al., 2006). If return.mcmc=TRUE
(i.e., if full MCMC results are returned), bcp
objects can be converted into mcmc
objects to view mcmc
summaries – see examples below.
The matrix of results is returned invisibly.
Xiaofei Wang, Chandra Erdman, and John W. Emerson
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 | ##### A random sample from a few normal distributions #####
testdata <- c(rnorm(50), rnorm(50, 5, 1), rnorm(50))
bcp.0 <- bcp(testdata)
summary(bcp.0)
plot(bcp.0, main="Univariate Change Point Example")
##### An MCMC summary from the ``coda'' package #####
## Not run:
if (require("coda")) {
bcp.0 <- bcp(testdata, return.mcmc=TRUE)
bcp.mcmc <- as.mcmc(t(bcp.0$mcmc.means))
summary(bcp.mcmc)
heidel.diag(bcp.mcmc) # an example convergence diagnostic
# from the coda package.
}
## End(Not run)
|
Loading required package: grid
Bayesian Change Point (bcp) summary:
Probability of a change in mean and posterior means:
Probability X1
1 0.000 0.029405
2 0.006 0.029405
3 0.010 0.020984
4 0.004 0.016485
5 0.002 0.015232
6 0.000 0.013965
7 0.002 0.013965
8 0.000 0.013260
9 0.008 0.013260
10 0.010 0.008716
11 0.012 0.001405
12 0.002 -0.006021
13 0.002 -0.007035
14 0.006 -0.008100
15 0.006 -0.010522
16 0.000 -0.012629
17 0.004 -0.012629
18 0.000 -0.013953
19 0.004 -0.013953
20 0.000 -0.015457
21 0.002 -0.015457
22 0.000 -0.015861
23 0.006 -0.015861
24 0.000 -0.017402
25 0.002 -0.017402
26 0.002 -0.017991
27 0.006 -0.018699
28 0.002 -0.020688
29 0.004 -0.021169
30 0.004 -0.022238
31 0.002 -0.023120
32 0.000 -0.023632
33 0.010 -0.023632
34 0.000 -0.026041
35 0.000 -0.026041
36 0.002 -0.026041
37 0.002 -0.026569
38 0.000 -0.027064
39 0.002 -0.027064
40 0.000 -0.027450
41 0.002 -0.027450
42 0.004 -0.028077
43 0.000 -0.029440
44 0.000 -0.029440
45 0.004 -0.029440
46 0.000 -0.032207
47 0.004 -0.032207
48 0.000 -0.032738
49 0.000 -0.032738
50 1.000 -0.032738
51 0.002 5.219213
52 0.002 5.218198
53 0.006 5.217359
54 0.000 5.206898
55 0.006 5.206898
56 0.004 5.213461
57 0.000 5.214785
58 0.002 5.214785
59 0.008 5.215345
60 0.006 5.217170
61 0.002 5.218768
62 0.000 5.218973
63 0.000 5.218973
64 0.000 5.218973
65 0.000 5.218973
66 0.002 5.218973
67 0.000 5.218658
68 0.002 5.218658
69 0.000 5.218583
70 0.002 5.218583
71 0.002 5.218475
72 0.002 5.218454
73 0.000 5.218534
74 0.002 5.218534
75 0.004 5.218337
76 0.000 5.217719
77 0.000 5.217719
78 0.002 5.217719
79 0.002 5.217596
80 0.002 5.217475
81 0.000 5.217367
82 0.000 5.217367
83 0.006 5.217367
84 0.004 5.215885
85 0.000 5.215141
86 0.002 5.215141
87 0.008 5.214757
88 0.002 5.215325
89 0.000 5.215379
90 0.000 5.215379
91 0.000 5.215379
92 0.000 5.215379
93 0.000 5.215379
94 0.002 5.215379
95 0.000 5.215709
96 0.000 5.215709
97 0.000 5.215709
98 0.012 5.215709
99 0.000 5.201596
100 1.000 5.201596
101 0.002 0.087909
102 0.006 0.086399
103 0.002 0.083877
104 0.004 0.084028
105 0.000 0.083381
106 0.000 0.083381
107 0.000 0.083381
108 0.000 0.083381
109 0.002 0.083381
110 0.004 0.084238
111 0.008 0.086493
112 0.006 0.090968
113 0.000 0.091816
114 0.002 0.091816
115 0.006 0.090612
116 0.004 0.091730
117 0.002 0.092478
118 0.006 0.092851
119 0.000 0.093355
120 0.000 0.093355
121 0.002 0.093355
122 0.002 0.093128
123 0.002 0.092594
124 0.000 0.092420
125 0.000 0.092420
126 0.002 0.092420
127 0.002 0.092582
128 0.002 0.092812
129 0.002 0.093165
130 0.002 0.093311
131 0.000 0.093203
132 0.000 0.093203
133 0.000 0.093203
134 0.004 0.093203
135 0.000 0.092206
136 0.004 0.092206
137 0.002 0.092179
138 0.000 0.092004
139 0.002 0.092004
140 0.000 0.091802
141 0.000 0.091802
142 0.000 0.091802
143 0.004 0.091802
144 0.002 0.090971
145 0.002 0.090851
146 0.006 0.090395
147 0.002 0.090625
148 0.000 0.090251
149 0.000 0.090251
150 NA 0.090251
Loading required package: coda
Stationarity start p-value
test iteration
var1 passed 1 0.848
var2 passed 1 0.783
var3 passed 1 0.797
var4 passed 1 0.805
var5 passed 1 0.804
var6 passed 1 0.847
var7 passed 1 0.793
var8 passed 1 0.793
var9 passed 1 0.793
var10 passed 1 0.796
var11 passed 1 0.793
var12 passed 1 0.804
var13 passed 1 0.786
var14 passed 1 0.793
var15 passed 1 0.777
var16 passed 1 0.793
var17 passed 1 0.793
var18 passed 1 0.804
var19 passed 1 0.793
var20 passed 1 0.793
var21 passed 1 0.793
var22 passed 1 0.793
var23 passed 1 0.793
var24 passed 1 0.793
var25 passed 1 0.804
var26 passed 1 0.801
var27 passed 1 0.793
var28 passed 1 0.793
var29 passed 1 0.793
var30 passed 1 0.793
var31 passed 1 0.793
var32 passed 1 0.793
var33 passed 1 0.793
var34 passed 1 0.793
var35 passed 1 0.793
var36 passed 1 0.783
var37 passed 1 0.793
var38 passed 1 0.807
var39 passed 1 0.793
var40 passed 1 0.793
var41 passed 1 0.793
var42 passed 1 0.793
var43 passed 1 0.793
var44 passed 1 0.793
var45 passed 1 0.793
var46 passed 1 0.804
var47 passed 1 0.793
var48 passed 1 0.793
var49 passed 1 0.793
var50 passed 1 0.803
var51 passed 1 0.793
var52 passed 1 0.793
var53 passed 1 0.793
var54 passed 1 0.804
var55 passed 1 0.793
var56 passed 1 0.793
var57 passed 1 0.793
var58 passed 1 0.793
var59 passed 1 0.793
var60 passed 1 0.793
var61 passed 1 0.793
var62 passed 1 0.800
var63 passed 1 0.793
var64 passed 1 0.793
var65 passed 1 0.793
var66 passed 1 0.764
var67 passed 1 0.793
var68 passed 1 0.796
var69 passed 1 0.793
var70 passed 1 0.793
var71 passed 1 0.793
var72 passed 1 0.793
var73 passed 1 0.798
var74 passed 1 0.797
var75 passed 1 0.793
var76 passed 1 0.705
var77 passed 1 0.791
var78 passed 1 0.793
var79 passed 1 0.793
var80 passed 1 0.788
var81 passed 1 0.780
var82 passed 1 0.793
var83 passed 1 0.793
var84 passed 1 0.793
var85 passed 1 0.793
var86 passed 1 0.793
var87 passed 1 0.794
var88 passed 1 0.803
var89 passed 1 0.793
var90 passed 1 0.793
var91 passed 1 0.793
var92 passed 1 0.793
var93 passed 1 0.793
var94 passed 1 0.793
var95 passed 1 0.793
var96 passed 1 0.793
var97 passed 1 0.793
var98 passed 1 0.795
var99 passed 1 0.793
var100 passed 1 0.793
var101 passed 1 0.793
var102 passed 1 0.800
var103 passed 1 0.793
var104 passed 1 0.793
var105 passed 1 0.793
var106 passed 1 0.845
var107 passed 1 0.793
var108 passed 1 0.793
var109 passed 1 0.802
var110 passed 1 0.793
var111 passed 1 0.793
var112 passed 1 0.793
var113 passed 1 0.793
var114 passed 1 0.794
var115 passed 1 0.793
var116 passed 1 0.793
var117 passed 1 0.793
var118 passed 1 0.793
var119 passed 1 0.793
var120 passed 1 0.793
var121 passed 1 0.793
var122 passed 1 0.793
var123 passed 1 0.793
var124 passed 1 0.793
var125 passed 1 0.793
var126 passed 1 0.793
var127 passed 1 0.793
var128 passed 1 0.793
var129 passed 1 0.793
var130 passed 1 0.793
var131 passed 1 0.793
var132 passed 1 0.793
var133 passed 1 0.793
var134 passed 1 0.793
var135 passed 1 0.793
var136 passed 1 0.804
var137 passed 1 0.837
var138 passed 1 0.793
var139 passed 1 0.793
var140 passed 1 0.793
var141 passed 1 0.793
var142 passed 1 0.804
var143 passed 1 0.793
var144 passed 1 0.793
var145 passed 1 0.793
var146 passed 1 0.793
var147 passed 1 0.793
var148 passed 1 0.793
var149 passed 1 0.793
var150 passed 1 0.793
var151 passed 1 0.798
var152 passed 1 0.793
var153 passed 1 0.793
var154 passed 1 0.793
var155 passed 1 0.798
var156 passed 1 0.775
var157 passed 1 0.799
var158 passed 1 0.802
var159 passed 1 0.797
var160 passed 1 0.793
var161 passed 1 0.793
var162 passed 1 0.793
var163 passed 1 0.793
var164 passed 1 0.793
var165 passed 1 0.803
var166 passed 1 0.804
var167 passed 1 0.793
var168 passed 1 0.793
var169 passed 1 0.793
var170 passed 1 0.793
var171 passed 1 0.793
var172 passed 1 0.793
var173 passed 1 0.793
var174 passed 1 0.801
var175 passed 1 0.801
var176 passed 1 0.793
var177 passed 1 0.804
var178 passed 1 0.793
var179 passed 1 0.793
var180 passed 1 0.793
var181 passed 1 0.793
var182 passed 1 0.793
var183 passed 1 0.793
var184 passed 1 0.793
var185 passed 1 0.793
var186 passed 1 0.793
var187 passed 1 0.793
var188 passed 1 0.793
var189 passed 1 0.793
var190 passed 1 0.793
var191 passed 1 0.793
var192 passed 1 0.817
var193 passed 1 0.793
var194 passed 1 0.793
var195 passed 1 0.793
var196 passed 1 0.793
var197 passed 1 0.793
var198 passed 1 0.793
var199 passed 1 0.799
var200 passed 1 0.793
var201 passed 1 0.793
var202 passed 1 0.793
var203 passed 1 0.797
var204 passed 1 0.793
var205 passed 1 0.793
var206 passed 1 0.793
var207 passed 1 0.793
var208 passed 1 0.801
var209 passed 1 0.797
var210 passed 1 0.793
var211 passed 1 0.793
var212 passed 1 0.800
var213 passed 1 0.803
var214 passed 1 0.796
var215 passed 1 0.793
var216 passed 1 0.793
var217 passed 1 0.793
var218 passed 1 0.793
var219 passed 1 0.793
var220 passed 1 0.793
var221 passed 1 0.793
var222 passed 1 0.793
var223 passed 1 0.791
var224 passed 1 0.793
var225 passed 1 0.793
var226 passed 1 0.793
var227 passed 1 0.793
var228 passed 1 0.804
var229 passed 1 0.793
var230 passed 1 0.793
var231 passed 1 0.793
var232 passed 1 0.803
var233 passed 1 0.793
var234 passed 1 0.800
var235 passed 1 0.793
var236 passed 1 0.793
var237 passed 1 0.793
var238 passed 1 0.793
var239 passed 1 0.793
var240 passed 1 0.793
var241 passed 1 0.800
var242 passed 1 0.793
var243 passed 1 0.793
var244 passed 1 0.793
var245 passed 1 0.793
var246 passed 1 0.793
var247 passed 1 0.804
var248 passed 1 0.793
var249 passed 1 0.779
var250 passed 1 0.793
var251 passed 1 0.793
var252 passed 1 0.793
var253 passed 1 0.793
var254 passed 1 0.793
var255 passed 1 0.793
var256 passed 1 0.793
var257 passed 1 0.800
var258 passed 1 0.793
var259 passed 1 0.793
var260 passed 1 0.793
var261 passed 1 0.793
var262 passed 1 0.793
var263 passed 1 0.793
var264 passed 1 0.793
var265 passed 1 0.793
var266 passed 1 0.793
var267 passed 1 0.793
var268 passed 1 0.801
var269 passed 1 0.793
var270 passed 1 0.793
var271 passed 1 0.798
var272 passed 1 0.793
var273 passed 1 0.793
var274 passed 1 0.801
var275 passed 1 0.793
var276 passed 1 0.793
var277 passed 1 0.793
var278 passed 1 0.793
var279 passed 1 0.793
var280 passed 1 0.793
var281 passed 1 0.793
var282 passed 1 0.793
var283 passed 1 0.775
var284 passed 1 0.764
var285 passed 1 0.793
var286 passed 1 0.793
var287 passed 1 0.793
var288 passed 1 0.793
var289 passed 1 0.793
var290 passed 1 0.787
var291 passed 1 0.793
var292 passed 1 0.793
var293 passed 1 0.793
var294 passed 1 0.793
var295 passed 1 0.797
var296 passed 1 0.793
var297 passed 1 0.793
var298 passed 1 0.793
var299 passed 1 0.793
var300 passed 1 0.793
var301 passed 1 0.798
var302 passed 1 0.793
var303 passed 1 0.793
var304 passed 1 0.793
var305 passed 1 0.793
var306 passed 1 0.794
var307 passed 1 0.793
var308 passed 1 0.793
var309 passed 1 0.804
var310 passed 1 0.793
var311 passed 1 0.793
var312 passed 1 0.776
var313 passed 1 0.793
var314 passed 1 0.793
var315 passed 1 0.793
var316 passed 1 0.793
var317 passed 1 0.786
var318 passed 1 0.793
var319 passed 1 0.793
var320 passed 1 0.793
var321 passed 1 0.802
var322 passed 1 0.794
var323 passed 1 0.793
var324 passed 1 0.793
var325 passed 1 0.793
var326 passed 1 0.793
var327 passed 1 0.793
var328 passed 1 0.797
var329 passed 1 0.793
var330 passed 1 0.793
var331 passed 1 0.794
var332 passed 1 0.794
var333 passed 1 0.793
var334 passed 1 0.793
var335 passed 1 0.800
var336 passed 1 0.793
var337 passed 1 0.793
var338 passed 1 0.793
var339 passed 1 0.793
var340 passed 1 0.793
var341 passed 1 0.793
var342 passed 1 0.801
var343 passed 1 0.793
var344 passed 1 0.790
var345 passed 1 0.793
var346 passed 1 0.793
var347 passed 1 0.793
var348 passed 1 0.793
var349 passed 1 0.793
var350 passed 1 0.793
var351 passed 1 0.793
var352 passed 1 0.793
var353 passed 1 0.793
var354 passed 1 0.793
var355 passed 1 0.793
var356 passed 1 0.793
var357 passed 1 0.793
var358 passed 1 0.793
var359 passed 1 0.793
var360 passed 1 0.799
var361 passed 1 0.793
var362 passed 1 0.793
var363 passed 1 0.793
var364 passed 1 0.797
var365 passed 1 0.801
var366 passed 1 0.793
var367 passed 1 0.793
var368 passed 1 0.793
var369 passed 1 0.793
var370 passed 1 0.793
var371 passed 1 0.793
var372 passed 1 0.816
var373 passed 1 0.798
var374 passed 1 0.803
var375 passed 1 0.793
var376 passed 1 0.793
var377 passed 1 0.793
var378 passed 1 0.801
var379 passed 1 0.795
var380 passed 1 0.773
var381 passed 1 0.797
var382 passed 1 0.872
var383 passed 1 0.797
var384 passed 1 0.797
var385 passed 1 0.807
var386 passed 1 0.793
var387 passed 1 0.804
var388 passed 1 0.780
var389 passed 1 0.793
var390 passed 1 0.793
var391 passed 1 0.802
var392 passed 1 0.803
var393 passed 1 0.793
var394 passed 1 0.802
var395 passed 1 0.793
var396 passed 1 0.793
var397 passed 1 0.793
var398 passed 1 0.793
var399 passed 1 0.793
var400 passed 1 0.793
var401 passed 1 0.793
var402 passed 1 0.793
var403 passed 1 0.793
var404 passed 1 0.793
var405 passed 1 0.793
var406 passed 1 0.793
var407 passed 1 0.793
var408 passed 1 0.793
var409 passed 1 0.775
var410 passed 1 0.793
var411 passed 1 0.802
var412 passed 1 0.800
var413 passed 1 0.793
var414 passed 1 0.793
var415 passed 1 0.793
var416 passed 1 0.798
var417 passed 1 0.793
var418 passed 1 0.793
var419 passed 1 0.793
var420 passed 1 0.793
var421 passed 1 0.793
var422 passed 1 0.793
var423 passed 1 0.793
var424 passed 1 0.793
var425 passed 1 0.772
var426 passed 1 0.786
var427 passed 1 0.793
var428 passed 1 0.793
var429 passed 1 0.793
var430 passed 1 0.793
var431 passed 1 0.793
var432 passed 1 0.793
var433 passed 1 0.793
var434 passed 1 0.793
var435 passed 1 0.793
var436 passed 1 0.793
var437 passed 1 0.798
var438 passed 1 0.793
var439 passed 1 0.779
var440 passed 1 0.793
var441 passed 1 0.793
var442 passed 1 0.793
var443 passed 1 0.793
var444 passed 1 0.793
var445 passed 1 0.793
var446 passed 1 0.793
var447 passed 1 0.793
var448 passed 1 0.793
var449 passed 1 0.804
var450 passed 1 0.793
var451 passed 1 0.793
var452 passed 1 0.800
var453 passed 1 0.793
var454 passed 1 0.793
var455 passed 1 0.793
var456 passed 1 0.793
var457 passed 1 0.793
var458 passed 1 0.793
var459 passed 1 0.793
var460 passed 1 0.801
var461 passed 1 0.793
var462 passed 1 0.775
var463 passed 1 0.801
var464 passed 1 0.793
var465 passed 1 0.800
var466 passed 1 0.793
var467 passed 1 0.793
var468 passed 1 0.793
var469 passed 1 0.802
var470 passed 1 0.793
var471 passed 1 0.798
var472 passed 1 0.793
var473 passed 1 0.869
var474 passed 1 0.793
var475 passed 1 0.801
var476 passed 1 0.786
var477 passed 1 0.793
var478 passed 1 0.793
var479 passed 1 0.793
var480 passed 1 0.793
var481 passed 1 0.786
var482 passed 1 0.791
var483 passed 1 0.776
var484 passed 1 0.803
var485 passed 1 0.801
var486 passed 1 0.793
var487 passed 1 0.793
var488 passed 1 0.792
var489 passed 1 0.793
var490 passed 1 0.793
var491 passed 1 0.793
var492 passed 1 0.793
var493 passed 1 0.793
var494 passed 1 0.793
var495 passed 1 0.793
var496 passed 1 0.793
var497 passed 1 0.793
var498 passed 1 0.802
var499 passed 1 0.793
var500 passed 1 0.793
var501 passed 1 0.793
var502 passed 1 0.793
var503 passed 1 0.793
var504 passed 1 0.793
var505 passed 1 0.793
var506 passed 1 0.795
var507 passed 1 0.793
var508 passed 1 0.787
var509 passed 1 0.793
var510 passed 1 0.798
var511 passed 1 0.793
var512 passed 1 0.793
var513 passed 1 0.793
var514 passed 1 0.796
var515 passed 1 0.793
var516 passed 1 0.793
var517 passed 1 0.793
var518 passed 1 0.793
var519 passed 1 0.794
var520 passed 1 0.793
var521 passed 1 0.802
var522 passed 1 0.793
var523 passed 1 0.793
var524 passed 1 0.793
var525 passed 1 0.793
var526 passed 1 0.803
var527 passed 1 0.793
var528 passed 1 0.793
var529 passed 1 0.801
var530 passed 1 0.793
var531 passed 1 0.793
var532 passed 1 0.793
var533 passed 1 0.793
var534 passed 1 0.793
var535 passed 1 0.793
var536 passed 1 0.793
var537 passed 1 0.803
var538 passed 1 0.804
var539 passed 1 0.793
var540 passed 1 0.793
var541 passed 1 0.793
var542 passed 1 0.793
var543 passed 1 0.793
var544 passed 1 0.793
var545 passed 1 0.793
var546 passed 1 0.793
var547 passed 1 0.793
var548 passed 1 0.793
var549 passed 1 0.793
var550 passed 1 0.793
Halfwidth Mean Halfwidth
test
var1 failed 1.76 2.77
var2 failed 1.76 2.83
var3 failed 1.76 3.01
var4 failed 1.76 2.99
var5 failed 1.76 3.34
var6 failed 1.76 3.18
var7 failed 1.76 3.02
var8 failed 1.76 3.02
var9 failed 1.76 3.02
var10 failed 1.76 3.04
var11 failed 1.76 3.02
var12 failed 1.76 3.03
var13 failed 1.76 2.99
var14 failed 1.76 3.02
var15 failed 1.76 2.96
var16 failed 1.76 3.02
var17 failed 1.76 3.02
var18 failed 1.76 3.03
var19 failed 1.76 3.02
var20 failed 1.76 3.02
var21 failed 1.76 3.02
var22 failed 1.76 3.02
var23 failed 1.76 3.02
var24 failed 1.76 3.02
var25 failed 1.76 2.99
var26 failed 1.76 3.03
var27 failed 1.76 3.02
var28 failed 1.76 3.02
var29 failed 1.76 3.02
var30 failed 1.76 3.02
var31 failed 1.76 3.02
var32 failed 1.76 3.02
var33 failed 1.76 3.02
var34 failed 1.76 3.02
var35 failed 1.76 3.02
var36 failed 1.76 3.04
var37 failed 1.76 3.02
var38 failed 1.76 3.08
var39 failed 1.76 3.02
var40 failed 1.76 3.02
var41 failed 1.76 3.02
var42 failed 1.76 3.02
var43 failed 1.76 3.02
var44 failed 1.76 3.02
var45 failed 1.76 3.02
var46 failed 1.76 3.03
var47 failed 1.76 3.02
var48 failed 1.76 3.02
var49 failed 1.76 3.02
var50 failed 1.76 3.00
var51 failed 1.76 3.02
var52 failed 1.76 3.02
var53 failed 1.76 3.02
var54 failed 1.76 3.03
var55 failed 1.76 3.02
var56 failed 1.76 3.02
var57 failed 1.76 3.02
var58 failed 1.76 3.02
var59 failed 1.76 3.02
var60 failed 1.76 3.02
var61 failed 1.76 3.02
var62 failed 1.76 2.95
var63 failed 1.76 3.02
var64 failed 1.76 3.02
var65 failed 1.76 3.02
var66 failed 1.76 2.91
var67 failed 1.76 3.02
var68 failed 1.76 3.04
var69 failed 1.76 3.02
var70 failed 1.76 3.02
var71 failed 1.76 3.02
var72 failed 1.76 3.02
var73 failed 1.76 2.92
var74 failed 1.76 3.03
var75 failed 1.76 3.02
var76 failed 1.76 2.78
var77 failed 1.76 3.01
var78 failed 1.76 3.02
var79 failed 1.76 3.01
var80 failed 1.76 3.02
var81 failed 1.76 2.98
var82 failed 1.76 3.02
var83 failed 1.76 3.02
var84 failed 1.76 3.02
var85 failed 1.76 3.02
var86 failed 1.76 3.02
var87 failed 1.76 3.01
var88 failed 1.76 3.02
var89 failed 1.76 3.02
var90 failed 1.76 3.02
var91 failed 1.76 3.02
var92 failed 1.76 3.02
var93 failed 1.76 3.02
var94 failed 1.76 3.02
var95 failed 1.76 3.02
var96 failed 1.76 3.02
var97 failed 1.76 3.02
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