RASCH MODEL
GEREKLİ PAKETLER VE VERİ SETİNİN YÜKLENMESİ
## Zorunlu paket yükleniyor: CDM## Zorunlu paket yükleniyor: mvtnorm## **********************************
## ** CDM 8.2-6 (2022-08-25 15:43:23)
## ** Cognitive Diagnostic Models **
## **********************************## * TAM 4.2-21 (2024-02-19 18:52:08)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union## Zorunlu paket yükleniyor: stats4## Zorunlu paket yükleniyor: lattice## Zorunlu paket yükleniyor: MASS##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## select## The following object is masked from 'package:Gifi':
##
## mammals## Zorunlu paket yükleniyor: msm## Zorunlu paket yükleniyor: polycor##
## Attaching package: 'ltm'## The following object is masked from 'package:mirt':
##
## ScienceYANITLARIN ANALİZİ
## ....................................................
## Iteration 1 2025-05-09 01:02:24.016825
## MLE/WLE estimation |------
## Item parameter estimation |----------
## Deviance= 4230.408
## Maximum MLE/WLE change: 6.02608
## Maximum item parameter change: 5.632374
## ....................................................
## Iteration 2 2025-05-09 01:02:24.027428
## MLE/WLE estimation |-------
## Item parameter estimation |----------
## Deviance= 3669.2644 | Deviance change: 561.1436
## Maximum MLE/WLE change: 4.260752
## Maximum item parameter change: 0.365911
## ....................................................
## Iteration 3 2025-05-09 01:02:24.036607
## MLE/WLE estimation |----
## Item parameter estimation |----------
## Deviance= 3582.2701 | Deviance change: 86.9943
## Maximum MLE/WLE change: 0.541289
## Maximum item parameter change: 1.008255
## ....................................................
## Iteration 4 2025-05-09 01:02:24.042408
## MLE/WLE estimation |-----
## Item parameter estimation |----------
## Deviance= 3583.2531 | Deviance change: -0.983
## Maximum MLE/WLE change: 0.585195
## Maximum item parameter change: 0.164291
## ....................................................
## Iteration 5 2025-05-09 01:02:24.048139
## MLE/WLE estimation |---
## Item parameter estimation |----------
## Deviance= 3590.5009 | Deviance change: -7.2478
## Maximum MLE/WLE change: 0.14337
## Maximum item parameter change: 0.159986
## ....................................................
## Iteration 6 2025-05-09 01:02:24.057918
## MLE/WLE estimation |---
## Item parameter estimation |---------
## Deviance= 3597.3018 | Deviance change: -6.8008
## Maximum MLE/WLE change: 0.072124
## Maximum item parameter change: 0.026657
## ....................................................
## Iteration 7 2025-05-09 01:02:24.066323
## MLE/WLE estimation |---
## Item parameter estimation |---------
## Deviance= 3600.3676 | Deviance change: -3.0658
## Maximum MLE/WLE change: 0.025013
## Maximum item parameter change: 0.057258
## ....................................................
## Iteration 8 2025-05-09 01:02:24.072943
## MLE/WLE estimation |---
## Item parameter estimation |------
## Deviance= 3602.9866 | Deviance change: -2.6191
## Maximum MLE/WLE change: 0.021199
## Maximum item parameter change: 0.008672
## ....................................................
## Iteration 9 2025-05-09 01:02:24.078013
## MLE/WLE estimation |--
## Item parameter estimation |------
## Deviance= 3603.8772 | Deviance change: -0.8906
## Maximum MLE/WLE change: 0.006361
## Maximum item parameter change: 0.008912
## ....................................................
## Iteration 10 2025-05-09 01:02:24.084971
## MLE/WLE estimation |--
## Item parameter estimation |------
## Deviance= 3604.3646 | Deviance change: -0.4874
## Maximum MLE/WLE change: 0.003554
## Maximum item parameter change: 0.001593
## ....................................................
## Iteration 11 2025-05-09 01:02:24.089948
## MLE/WLE estimation |--
## Item parameter estimation |-----
## Deviance= 3604.5825 | Deviance change: -0.2179
## Maximum MLE/WLE change: 0.001378
## Maximum item parameter change: 0.003083
## ....................................................
## Iteration 12 2025-05-09 01:02:24.094394
## MLE/WLE estimation |--
## Item parameter estimation |---
## Deviance= 3604.7399 | Deviance change: -0.1574
## Maximum MLE/WLE change: 0.001126
## Maximum item parameter change: 0.00054
## ....................................................
## Iteration 13 2025-05-09 01:02:24.098542
## MLE/WLE estimation |--
## Item parameter estimation |---
## Deviance= 3604.792 | Deviance change: -0.0521
## Maximum MLE/WLE change: 0.00037
## Maximum item parameter change: 0.000388
## ....................................................
## Iteration 14 2025-05-09 01:02:24.102369
## MLE/WLE estimation |--
## Item parameter estimation |---
## Deviance= 3604.8201 | Deviance change: -0.0281
## Maximum MLE/WLE change: 0.000199
## Maximum item parameter change: 0.000413
## ....................................................
## Iteration 15 2025-05-09 01:02:24.105668
## MLE/WLE estimation |--
## Item parameter estimation |-
## Deviance= 3604.8392 | Deviance change: -0.0191
## Maximum MLE/WLE change: 0.000152
## Maximum item parameter change: 7.4e-05
## ....................................................
## Iteration 16 2025-05-09 01:02:24.108162
## MLE/WLE estimation |-
## Item parameter estimation |--
## Deviance= 3604.8491 | Deviance change: -0.0098
## Maximum MLE/WLE change: 6.3e-05
## Maximum item parameter change: 0.000101
## ....................................................
## Iteration 17 2025-05-09 01:02:24.110886
## MLE/WLE estimation |-
## Item parameter estimation |-
## Deviance= 3604.8524 | Deviance change: -0.0033
## Maximum MLE/WLE change: 2.9e-05
## Maximum item parameter change: 3.2e-05
##
## MLE/WLE estimation |--------
## ....................................................
##
## Start: 2025-05-09 01:02:24.009085
## End: 2025-05-09 01:02:24.172
## Time difference of 0.162915 secs## item N M xsi.item AXsi_.Cat1 B.Cat1.Dim1
## Item 1 1000 0.924 -1.064 -1.064 1
## Item 2 1000 0.709 0.400 0.400 1
## Item 3 1000 0.553 1.108 1.108 1
## Item 4 1000 0.763 0.121 0.121 1
## Item 5 1000 0.870 -0.565 -0.565 1XSİ.İTEM: MADDE GÜÇLÜKLERİ axSİ_.cAT1: MADDE GÜÇLÜKLERİNİN TERSİ EN KOLAY MADDE 1. MADDEDİR. EN ZOR MADDE 2. MADDEDİR.
library(WrightMap)
ZORLUK <- LSAT1$item$xsi.item
YETENEK <- LSAT1$theta
wrightMap(thetas = YETENEK, thresholds = ZORLUK, return.thresholds = FALSE,
show.thr.lab = FALSE, main.title = "Matematik Testi Wright Map: JMLE")
LOGİT DEĞERLERİ -1 İLE +1 ARASINDA DEĞİŞMEKTEDİR. YETENEKLERİN İSE -2 İLE +3 ARASINDA DEĞİŞTİĞİ GÖRÜLMEKTEDİR. BU TESTTE 1 VE ÜZERİNDE YETENEĞE SAHİP BİREYLERİ ÖLÇECEK MADDE BULUNMAMAKTADIR.
## [1] 0.076 0.061 0.059 0.063 NA## [1] 1.416 1.416 1.416 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 0.998
## [13] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 1.125 0.998
## [25] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 1.125 0.998 0.998 0.998 0.998
## [37] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [49] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [61] 0.998 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [73] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [85] 1.125 1.125 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [97] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [109] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [121] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [133] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [145] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [157] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [169] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [181] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [193] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [205] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [217] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [229] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [241] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [253] 0.998 0.998 0.998 0.998 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [265] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [277] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [289] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [301] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [313] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [325] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [337] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [349] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [361] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [373] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [385] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [397] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [409] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [421] 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 1.125 1.125 1.125
## [433] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [445] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [457] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [469] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [481] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [493] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [505] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [517] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [529] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [541] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [553] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [565] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [577] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [589] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [601] 1.125 1.125 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998 0.998
## [613] 0.998 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [625] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [637] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [649] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [661] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [673] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [685] 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125 1.125
## [697] 1.125 1.125 1.125 1.125 1.125 1.125 1.418 1.418 1.418 1.418 1.418 1.418
## [709] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [721] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [733] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [745] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [757] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [769] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [781] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [793] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [805] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [817] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [829] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [841] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [853] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [865] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [877] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [889] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [901] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [913] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [925] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [937] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [949] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [961] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [973] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [985] 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418 1.418
## [997] 1.418 1.418 1.418 1.418- MADDENİN NEDEN HESAPLANAMADIĞINI TAM ANLAYAMADIM HOCAM EKSİK VERİ YOK VE 0 1 CEVAP ÖRÜNTÜSÜ MEVCUT. BİREYLERİN HATALARI TESTİN BAŞINDA VE SONUNDAKİ BİREYLER İÇİN YOK YÜKSEK. ASLINDA BU BEKLENİLEN BİR DURUM ÇÜNKÜ TESTİN BAŞINDAKİ BİREYLERİN YETENEKLERİ DÜŞÜK VE TESTİN SONUNDAKİ BİREYLERİN YETENEKLERİ YÜKSEK. BEKLENEN DEĞER VARYANSI BU NOKTALARDA DÜŞÜK OLDUĞU İÇİN HATA VARYANSLARI YÜKSEK OLUYOR. ÖZELLİKLE BU VERİ SETİNDE ÇOK FAZLA BİREYİN HATA DEĞERİNİN YÜKSEK OLMASININ SEBEBİ YETENEK DÜZEYİNE UYGUN MADDELERİN OLMAMASIDA OLABİLİR
jmle.uyum <- TAM::tam.jml.fit(LSAT1)
jmle.madde.uyum <- jmle.uyum$fit.item
print.data.frame(jmle.madde.uyum[1:5,], row.names = FALSE, digits = 3)## item outfitItem outfitItem_t infitItem infitItem_t
## Item 1 0.494 -3.98 0.725 -4.20
## Item 2 0.710 -4.63 0.893 -2.90
## Item 3 0.718 -6.12 0.849 -4.89
## Item 4 0.693 -4.22 0.890 -2.69
## Item 5 0.610 -3.78 0.829 -3.19## item outfitItem outfitItem_t infitItem
## Length:5 Min. :0.4938 Min. :-6.123 Min. :0.7253
## Class :character 1st Qu.:0.6104 1st Qu.:-4.634 1st Qu.:0.8288
## Mode :character Median :0.6933 Median :-4.218 Median :0.8491
## Mean :0.6451 Mean :-4.548 Mean :0.8372
## 3rd Qu.:0.7095 3rd Qu.:-3.980 3rd Qu.:0.8901
## Max. :0.7182 Max. :-3.784 Max. :0.8927
## infitItem_t
## Min. :-4.889
## 1st Qu.:-4.200
## Median :-3.193
## Mean :-3.575
## 3rd Qu.:-2.901
## Max. :-2.693Tüm maddelerde:
OUTFIT MNSQ: 0.49 – 0.71 aralığında
INFIT MNSQ: 0.72 – 0.89 aralığında
Yani hiçbir madde kötü uyum göstermiyor. Tüm maddeler aşırı uyumlu (overfit).
Tüm maddelerin hem INFIT_t hem de OUTFIT_t değerleri -2’nin çok altında (örneğin -6.12, -4.89…).
Bu da maddelerin istatistiksel olarak anlamlı şekilde aşırı uyumlu olduğunu gösterir.
Aşırı uyumlu maddeler genellikle ya:
Çok kolay ya da çok zor olabilir.
Veya öğrenciler arası farklılıkları ayırt etmede zayıf kalmış olabilir.
ZATEN ÖĞRENCİLERİN YETENEK DÜZEYLERİNE UYGUN MADDELERİN OLMAMASI DA BİZİM ÖLÇÜM ALANIMIZI DARALTIYORDU. INFIT VE OUTFIT T DEĞERLERİ DE BU BULGULARI DESTEKLİYOR ANCAK 0,5 ALTINDA UYUM DEĞERLERİNİN DE ÇOK İYİ OLMASI “ÇOK FAZLA HATA KAYNAĞI OLMASINA RAĞMEN” BU KADAR İYİ ÇIKTI DİYE DE TEKRAR GÖZDEN GEÇİRİLMELİ DİYEN ARAŞTIRMACILAR VAR.
jmle.birey.uyum <- jmle.uyum$fit.person
print.data.frame(jmle.birey.uyum[1:1000,], row.names = FALSE, digits = 3)## outfitPerson outfitPerson_t infitPerson infitPerson_t
## 0.0581 0.00190 0.0838 -0.414
## 0.0581 0.00190 0.0838 -0.414
## 0.0581 0.00190 0.0838 -0.414
## 0.7717 0.08599 1.0285 0.269
## 0.7717 0.08599 1.0285 0.269
## 0.7717 0.08599 1.0285 0.269
## 0.7717 0.08599 1.0285 0.269
## 0.7717 0.08599 1.0285 0.269
## 0.7717 0.08599 1.0285 0.269
## 1.3826 0.67546 1.3346 0.672
## 1.3826 0.67546 1.3346 0.672
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 1.0318 0.21725 1.1136 0.430
## 2.9570 1.63767 1.5805 0.952
## 1.7206 1.51301 1.4617 1.273
## 2.0105 1.95330 1.7780 1.930
## 2.0105 1.95330 1.7780 1.930
## 2.0105 1.95330 1.7780 1.930
## 1.7439 1.55350 1.5274 1.423
## 1.7439 1.55350 1.5274 1.423
## 1.7439 1.55350 1.5274 1.423
## 1.7439 1.55350 1.5274 1.423
## 1.7652 0.95849 1.4244 0.778
## 1.1768 0.52973 1.2287 0.726
## 1.1768 0.52973 1.2287 0.726
## 1.1768 0.52973 1.2287 0.726
## 1.1768 0.52973 1.2287 0.726
## 1.1768 0.52973 1.2287 0.726
## 1.1768 0.52973 1.2287 0.726
## 1.1768 0.52973 1.2287 0.726
## 1.1768 0.52973 1.2287 0.726
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.4446 1.04690 1.2006 0.657
## 1.8588 1.73250 1.6577 1.697
## 1.8588 1.73250 1.6577 1.697
## 1.8588 1.73250 1.6577 1.697
## 2.2123 2.24079 1.9430 2.251
## 2.2123 2.24079 1.9430 2.251
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 2.9573 1.64011 1.5758 0.946
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.4972 -0.28848 0.7287 -0.213
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.5295 -1.17257 0.5677 -1.358
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.8193 -0.29837 0.8840 -0.229
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 0.5769 -1.01440 0.6260 -1.130
## 1.5082 1.15775 1.2321 0.734
## 1.5082 1.15775 1.2321 0.734
## 1.5082 1.15775 1.2321 0.734
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 0.9911 0.12403 1.0831 0.348
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 1.3447 0.86229 1.3684 1.066
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.8874 0.21587 1.1156 0.391
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.9644 0.06210 0.9991 0.114
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 0.6918 -0.65497 0.7563 -0.650
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 1.0453 0.24758 1.0416 0.234
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
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## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
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## 0.4773 -0.32276 0.7012 -0.261
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## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 0.4773 -0.32276 0.7012 -0.261
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.4596 1.07387 1.4987 1.360
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 1.1236 0.45200 1.2431 0.558
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 2.0440 1.14096 1.4716 0.831
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
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## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411
## 0.0581 0.00189 0.0848 -0.411## outfitPerson outfitPerson_t infitPerson infitPerson_t
## Min. :0.05805 Min. :-1.172573 Min. :0.08383 Min. :-1.3585
## 1st Qu.:0.05805 1st Qu.:-0.322759 1st Qu.:0.08476 1st Qu.:-0.4108
## Median :0.52953 Median : 0.001894 Median :0.70122 Median :-0.2612
## Mean :0.64505 Mean :-0.024795 Mean :0.68971 Mean :-0.1410
## 3rd Qu.:0.90662 3rd Qu.: 0.215872 3rd Qu.:1.11560 3rd Qu.: 0.3909
## Max. :2.95731 Max. : 2.240786 Max. :1.94303 Max. : 2.2515YUKARIDA MADDELER İÇİN YAPTIĞIMIZ YORUMLAR BİREYLER İÇİNDE GEÇERLİDİR.
##
## Attaching package: 'eRm'## The following objects are masked from 'package:mirt':
##
## itemfit, personfit## beta Item 1 beta Item 2 beta Item 3 beta Item 4 beta Item 5
## -1.2561280 0.4749071 1.2359806 0.1684101 -0.6231699LSAT2<-LSAT
set.seed(123) # Aynı sonuçlar için sabit tohum
gender <- sample(c("F", "M"), size = nrow(LSAT2), replace = TRUE)
LSAT2$gender <- gender
LSAT2$gender <- factor(LSAT2$gender, levels = c("F", "M"))##
## Andersen LR-test:
## LR-value: 6.99
## Chi-square df: 4
## p-value: 0.136TEST SONUCU ANLAMSIZDIR. CİNSİYET İÇİN FARKLI İŞLEYEN MADDE YOK. CİNSİYET DEĞİŞKENİNİ KEYFİ EKLEDİĞİM İÇİN SONUÇLAR GÜVENİLİR OLMAYABİLİR.
##
## Wald test on item level (z-values):
##
## z-statistic p-value
## beta Item 1 -1.973 0.048
## beta Item 2 1.149 0.250
## beta Item 3 2.103 0.035
## beta Item 4 -0.255 0.799
## beta Item 5 0.030 0.976
BAZI MADDELER KISMEN GÜVEN ARALIĞININ DIŞINDA KALSADA TAMAMEN GÜVEN
ARALIĞININ DIŞINDA OLMADIĞI İÇİN MADDE ÇIKARTILMASI GEREKLİ DEĞİL.
## Nonparametric RM model test: T1 (local dependence - increased
## inter-item correlations)
## (counting cases with equal responses on both items)
## Number of sampled matrices: 1000
## Number of Item-Pairs tested: 1
## Item-Pairs with one-sided p < 0.05
## noneTÜM MADDELER YEREL BAĞIMSIZLIK VARSAYIMINI SAĞLAR.
## Nonparametric RM model test: T11 (global test - local dependence)
## (sum of deviations between observed and expected inter-item
## correlations)
## Number of sampled matrices: 1000
## one-sided p-value: 1GENEL YEREL BAĞIMSIZLIK VARSAYIMINI SAĞLAR.
EN KOLAY MADDE 3 EN ZOR MADDE 1
##
## Person Parameters:
##
## Raw Score Estimate Std.Error
## 0 -2.7855347 NA
## 1 -1.6015334 1.1810380
## 2 -0.4743284 0.9897951
## 3 0.4808631 0.9873671
## 4 1.5999474 1.1768088
## 5 2.7742040 NA## Person Parameter Std.Error NAgroup Interpolated
## P1 -2.7855347 1.4098403 1 TRUE
## P2 -2.7855347 1.4098403 1 TRUE
## P3 -2.7855347 1.4098403 1 TRUE
## P4 -1.6015334 1.1810380 1 FALSE
## P5 -1.6015334 1.1810380 1 FALSE
## P6 -1.6015334 1.1810380 1 FALSE
## P7 -1.6015334 1.1810380 1 FALSE
## P8 -1.6015334 1.1810380 1 FALSE
## P9 -1.6015334 1.1810380 1 FALSE
## P10 -1.6015334 1.1810380 1 FALSE
## P11 -1.6015334 1.1810380 1 FALSE
## P12 -0.4743284 0.9897951 1 FALSE
## P13 -0.4743284 0.9897951 1 FALSE
## P14 -0.4743284 0.9897951 1 FALSE
## P15 -0.4743284 0.9897951 1 FALSE
## P16 -0.4743284 0.9897951 1 FALSE
## P17 -0.4743284 0.9897951 1 FALSE
## P18 -0.4743284 0.9897951 1 FALSE
## P19 -0.4743284 0.9897951 1 FALSE
## P20 -0.4743284 0.9897951 1 FALSE
## P21 -0.4743284 0.9897951 1 FALSE
## P22 -0.4743284 0.9897951 1 FALSE
## P23 -1.6015334 1.1810380 1 FALSE
## P24 -0.4743284 0.9897951 1 FALSE
## P25 -0.4743284 0.9897951 1 FALSE
## P26 -0.4743284 0.9897951 1 FALSE
## P27 -0.4743284 0.9897951 1 FALSE
## P28 0.4808631 0.9873671 1 FALSE
## P29 0.4808631 0.9873671 1 FALSE
## P30 0.4808631 0.9873671 1 FALSE
## P31 0.4808631 0.9873671 1 FALSE
## P32 -1.6015334 1.1810380 1 FALSE
## P33 -0.4743284 0.9897951 1 FALSE
## P34 -0.4743284 0.9897951 1 FALSE
## P35 -0.4743284 0.9897951 1 FALSE
## P36 -0.4743284 0.9897951 1 FALSE
## P37 -0.4743284 0.9897951 1 FALSE
## P38 -0.4743284 0.9897951 1 FALSE
## P39 -0.4743284 0.9897951 1 FALSE
## P40 -0.4743284 0.9897951 1 FALSE
## P41 0.4808631 0.9873671 1 FALSE
## P42 0.4808631 0.9873671 1 FALSE
## P43 0.4808631 0.9873671 1 FALSE
## P44 0.4808631 0.9873671 1 FALSE
## P45 0.4808631 0.9873671 1 FALSE
## P46 0.4808631 0.9873671 1 FALSE
## P47 0.4808631 0.9873671 1 FALSE
## P48 0.4808631 0.9873671 1 FALSE
## P49 0.4808631 0.9873671 1 FALSE
## P50 0.4808631 0.9873671 1 FALSE
## P51 0.4808631 0.9873671 1 FALSE
## P52 0.4808631 0.9873671 1 FALSE
## P53 0.4808631 0.9873671 1 FALSE
## P54 0.4808631 0.9873671 1 FALSE
## P55 0.4808631 0.9873671 1 FALSE
## P56 0.4808631 0.9873671 1 FALSE
## P57 0.4808631 0.9873671 1 FALSE
## P58 0.4808631 0.9873671 1 FALSE
## P59 0.4808631 0.9873671 1 FALSE
## P60 0.4808631 0.9873671 1 FALSE
## P61 0.4808631 0.9873671 1 FALSE
## P62 1.5999474 1.1768088 1 FALSE
## P63 1.5999474 1.1768088 1 FALSE
## P64 1.5999474 1.1768088 1 FALSE
## P65 1.5999474 1.1768088 1 FALSE
## P66 1.5999474 1.1768088 1 FALSE
## P67 1.5999474 1.1768088 1 FALSE
## P68 1.5999474 1.1768088 1 FALSE
## P69 1.5999474 1.1768088 1 FALSE
## P70 1.5999474 1.1768088 1 FALSE
## P71 1.5999474 1.1768088 1 FALSE
## P72 1.5999474 1.1768088 1 FALSE
## P73 1.5999474 1.1768088 1 FALSE
## P74 1.5999474 1.1768088 1 FALSE
## P75 1.5999474 1.1768088 1 FALSE
## P76 1.5999474 1.1768088 1 FALSE
## P77 -1.6015334 1.1810380 1 FALSE
## P78 -1.6015334 1.1810380 1 FALSE
## P79 -1.6015334 1.1810380 1 FALSE
## P80 -1.6015334 1.1810380 1 FALSE
## P81 -1.6015334 1.1810380 1 FALSE
## P82 -1.6015334 1.1810380 1 FALSE
## P83 -1.6015334 1.1810380 1 FALSE
## P84 -1.6015334 1.1810380 1 FALSE
## P85 -1.6015334 1.1810380 1 FALSE
## P86 -1.6015334 1.1810380 1 FALSE
## P87 -0.4743284 0.9897951 1 FALSE
## P88 -0.4743284 0.9897951 1 FALSE
## P89 -0.4743284 0.9897951 1 FALSE
## P90 -0.4743284 0.9897951 1 FALSE
## P91 -0.4743284 0.9897951 1 FALSE
## P92 -0.4743284 0.9897951 1 FALSE
## P93 -0.4743284 0.9897951 1 FALSE
## P94 -0.4743284 0.9897951 1 FALSE
## P95 -0.4743284 0.9897951 1 FALSE
## P96 -0.4743284 0.9897951 1 FALSE
## P97 -0.4743284 0.9897951 1 FALSE
## P98 -0.4743284 0.9897951 1 FALSE
## P99 -0.4743284 0.9897951 1 FALSE
## P100 -0.4743284 0.9897951 1 FALSE
## P101 -0.4743284 0.9897951 1 FALSE
## P102 -0.4743284 0.9897951 1 FALSE
## P103 -0.4743284 0.9897951 1 FALSE
## P104 -0.4743284 0.9897951 1 FALSE
## P105 -0.4743284 0.9897951 1 FALSE
## P106 -0.4743284 0.9897951 1 FALSE
## P107 -0.4743284 0.9897951 1 FALSE
## P108 -0.4743284 0.9897951 1 FALSE
## P109 -0.4743284 0.9897951 1 FALSE
## P110 -0.4743284 0.9897951 1 FALSE
## P111 -0.4743284 0.9897951 1 FALSE
## P112 -0.4743284 0.9897951 1 FALSE
## P113 -0.4743284 0.9897951 1 FALSE
## P114 -0.4743284 0.9897951 1 FALSE
## P115 -0.4743284 0.9897951 1 FALSE
## P116 -0.4743284 0.9897951 1 FALSE
## P117 -0.4743284 0.9897951 1 FALSE
## P118 -0.4743284 0.9897951 1 FALSE
## P119 -0.4743284 0.9897951 1 FALSE
## P120 -0.4743284 0.9897951 1 FALSE
## P121 -0.4743284 0.9897951 1 FALSE
## P122 -0.4743284 0.9897951 1 FALSE
## P123 -0.4743284 0.9897951 1 FALSE
## P124 -0.4743284 0.9897951 1 FALSE
## P125 -0.4743284 0.9897951 1 FALSE
## P126 -0.4743284 0.9897951 1 FALSE
## P127 -0.4743284 0.9897951 1 FALSE
## P128 -0.4743284 0.9897951 1 FALSE
## P129 -0.4743284 0.9897951 1 FALSE
## P130 0.4808631 0.9873671 1 FALSE
## P131 0.4808631 0.9873671 1 FALSE
## P132 0.4808631 0.9873671 1 FALSE
## P133 0.4808631 0.9873671 1 FALSE
## P134 0.4808631 0.9873671 1 FALSE
## P135 0.4808631 0.9873671 1 FALSE
## P136 0.4808631 0.9873671 1 FALSE
## P137 0.4808631 0.9873671 1 FALSE
## P138 0.4808631 0.9873671 1 FALSE
## P139 0.4808631 0.9873671 1 FALSE
## P140 0.4808631 0.9873671 1 FALSE
## P141 0.4808631 0.9873671 1 FALSE
## P142 0.4808631 0.9873671 1 FALSE
## P143 0.4808631 0.9873671 1 FALSE
## P144 0.4808631 0.9873671 1 FALSE
## P145 0.4808631 0.9873671 1 FALSE
## P146 0.4808631 0.9873671 1 FALSE
## P147 0.4808631 0.9873671 1 FALSE
## P148 0.4808631 0.9873671 1 FALSE
## P149 0.4808631 0.9873671 1 FALSE
## P150 0.4808631 0.9873671 1 FALSE
## P151 0.4808631 0.9873671 1 FALSE
## P152 0.4808631 0.9873671 1 FALSE
## P153 0.4808631 0.9873671 1 FALSE
## P154 0.4808631 0.9873671 1 FALSE
## P155 0.4808631 0.9873671 1 FALSE
## P156 0.4808631 0.9873671 1 FALSE
## P157 0.4808631 0.9873671 1 FALSE
## P158 0.4808631 0.9873671 1 FALSE
## P159 0.4808631 0.9873671 1 FALSE
## P160 0.4808631 0.9873671 1 FALSE
## P161 0.4808631 0.9873671 1 FALSE
## P162 0.4808631 0.9873671 1 FALSE
## P163 0.4808631 0.9873671 1 FALSE
## P164 0.4808631 0.9873671 1 FALSE
## P165 0.4808631 0.9873671 1 FALSE
## P166 0.4808631 0.9873671 1 FALSE
## P167 0.4808631 0.9873671 1 FALSE
## P168 0.4808631 0.9873671 1 FALSE
## P169 0.4808631 0.9873671 1 FALSE
## P170 0.4808631 0.9873671 1 FALSE
## P171 0.4808631 0.9873671 1 FALSE
## P172 0.4808631 0.9873671 1 FALSE
## P173 0.4808631 0.9873671 1 FALSE
## P174 0.4808631 0.9873671 1 FALSE
## P175 0.4808631 0.9873671 1 FALSE
## P176 0.4808631 0.9873671 1 FALSE
## P177 0.4808631 0.9873671 1 FALSE
## P178 0.4808631 0.9873671 1 FALSE
## P179 0.4808631 0.9873671 1 FALSE
## P180 0.4808631 0.9873671 1 FALSE
## P181 0.4808631 0.9873671 1 FALSE
## P182 0.4808631 0.9873671 1 FALSE
## P183 0.4808631 0.9873671 1 FALSE
## P184 0.4808631 0.9873671 1 FALSE
## P185 0.4808631 0.9873671 1 FALSE
## P186 0.4808631 0.9873671 1 FALSE
## P187 0.4808631 0.9873671 1 FALSE
## P188 0.4808631 0.9873671 1 FALSE
## P189 0.4808631 0.9873671 1 FALSE
## P190 0.4808631 0.9873671 1 FALSE
## P191 0.4808631 0.9873671 1 FALSE
## P192 0.4808631 0.9873671 1 FALSE
## P193 0.4808631 0.9873671 1 FALSE
## P194 0.4808631 0.9873671 1 FALSE
## P195 0.4808631 0.9873671 1 FALSE
## P196 0.4808631 0.9873671 1 FALSE
## P197 0.4808631 0.9873671 1 FALSE
## P198 0.4808631 0.9873671 1 FALSE
## P199 0.4808631 0.9873671 1 FALSE
## P200 0.4808631 0.9873671 1 FALSE
## P201 0.4808631 0.9873671 1 FALSE
## P202 0.4808631 0.9873671 1 FALSE
## P203 0.4808631 0.9873671 1 FALSE
## P204 0.4808631 0.9873671 1 FALSE
## P205 0.4808631 0.9873671 1 FALSE
## P206 0.4808631 0.9873671 1 FALSE
## P207 0.4808631 0.9873671 1 FALSE
## P208 0.4808631 0.9873671 1 FALSE
## P209 0.4808631 0.9873671 1 FALSE
## P210 0.4808631 0.9873671 1 FALSE
## P211 -0.4743284 0.9897951 1 FALSE
## P212 -0.4743284 0.9897951 1 FALSE
## P213 -0.4743284 0.9897951 1 FALSE
## P214 0.4808631 0.9873671 1 FALSE
## P215 0.4808631 0.9873671 1 FALSE
## P216 0.4808631 0.9873671 1 FALSE
## P217 0.4808631 0.9873671 1 FALSE
## P218 0.4808631 0.9873671 1 FALSE
## P219 0.4808631 0.9873671 1 FALSE
## P220 0.4808631 0.9873671 1 FALSE
## P221 0.4808631 0.9873671 1 FALSE
## P222 0.4808631 0.9873671 1 FALSE
## P223 0.4808631 0.9873671 1 FALSE
## P224 0.4808631 0.9873671 1 FALSE
## P225 0.4808631 0.9873671 1 FALSE
## P226 0.4808631 0.9873671 1 FALSE
## P227 0.4808631 0.9873671 1 FALSE
## P228 0.4808631 0.9873671 1 FALSE
## P229 0.4808631 0.9873671 1 FALSE
## P230 0.4808631 0.9873671 1 FALSE
## P231 0.4808631 0.9873671 1 FALSE
## P232 0.4808631 0.9873671 1 FALSE
## P233 0.4808631 0.9873671 1 FALSE
## P234 0.4808631 0.9873671 1 FALSE
## P235 0.4808631 0.9873671 1 FALSE
## P236 0.4808631 0.9873671 1 FALSE
## P237 0.4808631 0.9873671 1 FALSE
## P238 0.4808631 0.9873671 1 FALSE
## P239 0.4808631 0.9873671 1 FALSE
## P240 0.4808631 0.9873671 1 FALSE
## P241 0.4808631 0.9873671 1 FALSE
## P242 0.4808631 0.9873671 1 FALSE
## P243 0.4808631 0.9873671 1 FALSE
## P244 0.4808631 0.9873671 1 FALSE
## P245 0.4808631 0.9873671 1 FALSE
## P246 0.4808631 0.9873671 1 FALSE
## P247 0.4808631 0.9873671 1 FALSE
## P248 0.4808631 0.9873671 1 FALSE
## P249 0.4808631 0.9873671 1 FALSE
## P250 0.4808631 0.9873671 1 FALSE
## P251 0.4808631 0.9873671 1 FALSE
## P252 0.4808631 0.9873671 1 FALSE
## P253 0.4808631 0.9873671 1 FALSE
## P254 0.4808631 0.9873671 1 FALSE
## P255 0.4808631 0.9873671 1 FALSE
## P256 0.4808631 0.9873671 1 FALSE
## P257 1.5999474 1.1768088 1 FALSE
## P258 1.5999474 1.1768088 1 FALSE
## P259 1.5999474 1.1768088 1 FALSE
## P260 1.5999474 1.1768088 1 FALSE
## P261 1.5999474 1.1768088 1 FALSE
## P262 1.5999474 1.1768088 1 FALSE
## P263 1.5999474 1.1768088 1 FALSE
## P264 1.5999474 1.1768088 1 FALSE
## P265 1.5999474 1.1768088 1 FALSE
## P266 1.5999474 1.1768088 1 FALSE
## P267 1.5999474 1.1768088 1 FALSE
## P268 1.5999474 1.1768088 1 FALSE
## P269 1.5999474 1.1768088 1 FALSE
## P270 1.5999474 1.1768088 1 FALSE
## P271 1.5999474 1.1768088 1 FALSE
## P272 1.5999474 1.1768088 1 FALSE
## P273 1.5999474 1.1768088 1 FALSE
## P274 1.5999474 1.1768088 1 FALSE
## P275 1.5999474 1.1768088 1 FALSE
## P276 1.5999474 1.1768088 1 FALSE
## P277 1.5999474 1.1768088 1 FALSE
## P278 1.5999474 1.1768088 1 FALSE
## P279 1.5999474 1.1768088 1 FALSE
## P280 1.5999474 1.1768088 1 FALSE
## P281 1.5999474 1.1768088 1 FALSE
## P282 1.5999474 1.1768088 1 FALSE
## P283 1.5999474 1.1768088 1 FALSE
## P284 1.5999474 1.1768088 1 FALSE
## P285 1.5999474 1.1768088 1 FALSE
## P286 1.5999474 1.1768088 1 FALSE
## P287 1.5999474 1.1768088 1 FALSE
## P288 1.5999474 1.1768088 1 FALSE
## P289 1.5999474 1.1768088 1 FALSE
## P290 1.5999474 1.1768088 1 FALSE
## P291 1.5999474 1.1768088 1 FALSE
## P292 1.5999474 1.1768088 1 FALSE
## P293 1.5999474 1.1768088 1 FALSE
## P294 1.5999474 1.1768088 1 FALSE
## P295 1.5999474 1.1768088 1 FALSE
## P296 1.5999474 1.1768088 1 FALSE
## P297 1.5999474 1.1768088 1 FALSE
## P298 1.5999474 1.1768088 1 FALSE
## P299 1.5999474 1.1768088 1 FALSE
## P300 1.5999474 1.1768088 1 FALSE
## P301 1.5999474 1.1768088 1 FALSE
## P302 1.5999474 1.1768088 1 FALSE
## P303 1.5999474 1.1768088 1 FALSE
## P304 1.5999474 1.1768088 1 FALSE
## P305 1.5999474 1.1768088 1 FALSE
## P306 1.5999474 1.1768088 1 FALSE
## P307 1.5999474 1.1768088 1 FALSE
## P308 1.5999474 1.1768088 1 FALSE
## P309 1.5999474 1.1768088 1 FALSE
## P310 1.5999474 1.1768088 1 FALSE
## P311 1.5999474 1.1768088 1 FALSE
## P312 1.5999474 1.1768088 1 FALSE
## P313 1.5999474 1.1768088 1 FALSE
## P314 1.5999474 1.1768088 1 FALSE
## P315 1.5999474 1.1768088 1 FALSE
## P316 1.5999474 1.1768088 1 FALSE
## P317 1.5999474 1.1768088 1 FALSE
## P318 1.5999474 1.1768088 1 FALSE
## P319 1.5999474 1.1768088 1 FALSE
## P320 1.5999474 1.1768088 1 FALSE
## P321 1.5999474 1.1768088 1 FALSE
## P322 1.5999474 1.1768088 1 FALSE
## P323 1.5999474 1.1768088 1 FALSE
## P324 1.5999474 1.1768088 1 FALSE
## P325 1.5999474 1.1768088 1 FALSE
## P326 1.5999474 1.1768088 1 FALSE
## P327 1.5999474 1.1768088 1 FALSE
## P328 1.5999474 1.1768088 1 FALSE
## P329 1.5999474 1.1768088 1 FALSE
## P330 1.5999474 1.1768088 1 FALSE
## P331 1.5999474 1.1768088 1 FALSE
## P332 1.5999474 1.1768088 1 FALSE
## P333 1.5999474 1.1768088 1 FALSE
## P334 1.5999474 1.1768088 1 FALSE
## P335 1.5999474 1.1768088 1 FALSE
## P336 1.5999474 1.1768088 1 FALSE
## P337 -0.4743284 0.9897951 1 FALSE
## P338 -0.4743284 0.9897951 1 FALSE
## P339 -0.4743284 0.9897951 1 FALSE
## P340 -0.4743284 0.9897951 1 FALSE
## P341 -0.4743284 0.9897951 1 FALSE
## P342 -0.4743284 0.9897951 1 FALSE
## P343 -0.4743284 0.9897951 1 FALSE
## P344 -0.4743284 0.9897951 1 FALSE
## P345 -0.4743284 0.9897951 1 FALSE
## P346 -0.4743284 0.9897951 1 FALSE
## P347 -0.4743284 0.9897951 1 FALSE
## P348 -0.4743284 0.9897951 1 FALSE
## P349 -0.4743284 0.9897951 1 FALSE
## P350 -0.4743284 0.9897951 1 FALSE
## P351 -0.4743284 0.9897951 1 FALSE
## P352 -0.4743284 0.9897951 1 FALSE
## P353 0.4808631 0.9873671 1 FALSE
## P354 0.4808631 0.9873671 1 FALSE
## P355 0.4808631 0.9873671 1 FALSE
## P356 0.4808631 0.9873671 1 FALSE
## P357 0.4808631 0.9873671 1 FALSE
## P358 0.4808631 0.9873671 1 FALSE
## P359 0.4808631 0.9873671 1 FALSE
## P360 0.4808631 0.9873671 1 FALSE
## P361 0.4808631 0.9873671 1 FALSE
## P362 0.4808631 0.9873671 1 FALSE
## P363 0.4808631 0.9873671 1 FALSE
## P364 0.4808631 0.9873671 1 FALSE
## P365 0.4808631 0.9873671 1 FALSE
## P366 0.4808631 0.9873671 1 FALSE
## P367 0.4808631 0.9873671 1 FALSE
## P368 0.4808631 0.9873671 1 FALSE
## P369 0.4808631 0.9873671 1 FALSE
## P370 0.4808631 0.9873671 1 FALSE
## P371 0.4808631 0.9873671 1 FALSE
## P372 0.4808631 0.9873671 1 FALSE
## P373 0.4808631 0.9873671 1 FALSE
## P374 0.4808631 0.9873671 1 FALSE
## P375 0.4808631 0.9873671 1 FALSE
## P376 0.4808631 0.9873671 1 FALSE
## P377 0.4808631 0.9873671 1 FALSE
## P378 0.4808631 0.9873671 1 FALSE
## P379 0.4808631 0.9873671 1 FALSE
## P380 0.4808631 0.9873671 1 FALSE
## P381 0.4808631 0.9873671 1 FALSE
## P382 0.4808631 0.9873671 1 FALSE
## P383 0.4808631 0.9873671 1 FALSE
## P384 0.4808631 0.9873671 1 FALSE
## P385 0.4808631 0.9873671 1 FALSE
## P386 0.4808631 0.9873671 1 FALSE
## P387 0.4808631 0.9873671 1 FALSE
## P388 0.4808631 0.9873671 1 FALSE
## P389 0.4808631 0.9873671 1 FALSE
## P390 0.4808631 0.9873671 1 FALSE
## P391 0.4808631 0.9873671 1 FALSE
## P392 0.4808631 0.9873671 1 FALSE
## P393 0.4808631 0.9873671 1 FALSE
## P394 0.4808631 0.9873671 1 FALSE
## P395 0.4808631 0.9873671 1 FALSE
## P396 0.4808631 0.9873671 1 FALSE
## P397 0.4808631 0.9873671 1 FALSE
## P398 0.4808631 0.9873671 1 FALSE
## P399 0.4808631 0.9873671 1 FALSE
## P400 0.4808631 0.9873671 1 FALSE
## P401 0.4808631 0.9873671 1 FALSE
## P402 0.4808631 0.9873671 1 FALSE
## P403 0.4808631 0.9873671 1 FALSE
## P404 0.4808631 0.9873671 1 FALSE
## P405 0.4808631 0.9873671 1 FALSE
## P406 0.4808631 0.9873671 1 FALSE
## P407 0.4808631 0.9873671 1 FALSE
## P408 0.4808631 0.9873671 1 FALSE
## P409 0.4808631 0.9873671 1 FALSE
## P410 0.4808631 0.9873671 1 FALSE
## P411 0.4808631 0.9873671 1 FALSE
## P412 0.4808631 0.9873671 1 FALSE
## P413 0.4808631 0.9873671 1 FALSE
## P414 0.4808631 0.9873671 1 FALSE
## P415 0.4808631 0.9873671 1 FALSE
## P416 0.4808631 0.9873671 1 FALSE
## P417 0.4808631 0.9873671 1 FALSE
## P418 0.4808631 0.9873671 1 FALSE
## P419 0.4808631 0.9873671 1 FALSE
## P420 0.4808631 0.9873671 1 FALSE
## P421 0.4808631 0.9873671 1 FALSE
## P422 0.4808631 0.9873671 1 FALSE
## P423 0.4808631 0.9873671 1 FALSE
## P424 0.4808631 0.9873671 1 FALSE
## P425 0.4808631 0.9873671 1 FALSE
## P426 0.4808631 0.9873671 1 FALSE
## P427 0.4808631 0.9873671 1 FALSE
## P428 0.4808631 0.9873671 1 FALSE
## P429 0.4808631 0.9873671 1 FALSE
## P430 1.5999474 1.1768088 1 FALSE
## P431 1.5999474 1.1768088 1 FALSE
## P432 1.5999474 1.1768088 1 FALSE
## P433 1.5999474 1.1768088 1 FALSE
## P434 1.5999474 1.1768088 1 FALSE
## P435 1.5999474 1.1768088 1 FALSE
## P436 1.5999474 1.1768088 1 FALSE
## P437 1.5999474 1.1768088 1 FALSE
## P438 1.5999474 1.1768088 1 FALSE
## P439 1.5999474 1.1768088 1 FALSE
## P440 1.5999474 1.1768088 1 FALSE
## P441 1.5999474 1.1768088 1 FALSE
## P442 1.5999474 1.1768088 1 FALSE
## P443 1.5999474 1.1768088 1 FALSE
## P444 1.5999474 1.1768088 1 FALSE
## P445 1.5999474 1.1768088 1 FALSE
## P446 1.5999474 1.1768088 1 FALSE
## P447 1.5999474 1.1768088 1 FALSE
## P448 1.5999474 1.1768088 1 FALSE
## P449 1.5999474 1.1768088 1 FALSE
## P450 1.5999474 1.1768088 1 FALSE
## P451 1.5999474 1.1768088 1 FALSE
## P452 1.5999474 1.1768088 1 FALSE
## P453 1.5999474 1.1768088 1 FALSE
## P454 1.5999474 1.1768088 1 FALSE
## P455 1.5999474 1.1768088 1 FALSE
## P456 1.5999474 1.1768088 1 FALSE
## P457 1.5999474 1.1768088 1 FALSE
## P458 1.5999474 1.1768088 1 FALSE
## P459 1.5999474 1.1768088 1 FALSE
## P460 1.5999474 1.1768088 1 FALSE
## P461 1.5999474 1.1768088 1 FALSE
## P462 1.5999474 1.1768088 1 FALSE
## P463 1.5999474 1.1768088 1 FALSE
## P464 1.5999474 1.1768088 1 FALSE
## P465 1.5999474 1.1768088 1 FALSE
## P466 1.5999474 1.1768088 1 FALSE
## P467 1.5999474 1.1768088 1 FALSE
## P468 1.5999474 1.1768088 1 FALSE
## P469 1.5999474 1.1768088 1 FALSE
## P470 1.5999474 1.1768088 1 FALSE
## P471 1.5999474 1.1768088 1 FALSE
## P472 1.5999474 1.1768088 1 FALSE
## P473 1.5999474 1.1768088 1 FALSE
## P474 1.5999474 1.1768088 1 FALSE
## P475 1.5999474 1.1768088 1 FALSE
## P476 1.5999474 1.1768088 1 FALSE
## P477 1.5999474 1.1768088 1 FALSE
## P478 1.5999474 1.1768088 1 FALSE
## P479 1.5999474 1.1768088 1 FALSE
## P480 1.5999474 1.1768088 1 FALSE
## P481 1.5999474 1.1768088 1 FALSE
## P482 1.5999474 1.1768088 1 FALSE
## P483 1.5999474 1.1768088 1 FALSE
## P484 1.5999474 1.1768088 1 FALSE
## P485 1.5999474 1.1768088 1 FALSE
## P486 1.5999474 1.1768088 1 FALSE
## P487 1.5999474 1.1768088 1 FALSE
## P488 1.5999474 1.1768088 1 FALSE
## P489 1.5999474 1.1768088 1 FALSE
## P490 1.5999474 1.1768088 1 FALSE
## P491 1.5999474 1.1768088 1 FALSE
## P492 1.5999474 1.1768088 1 FALSE
## P493 1.5999474 1.1768088 1 FALSE
## P494 1.5999474 1.1768088 1 FALSE
## P495 1.5999474 1.1768088 1 FALSE
## P496 1.5999474 1.1768088 1 FALSE
## P497 1.5999474 1.1768088 1 FALSE
## P498 1.5999474 1.1768088 1 FALSE
## P499 1.5999474 1.1768088 1 FALSE
## P500 1.5999474 1.1768088 1 FALSE
## P501 1.5999474 1.1768088 1 FALSE
## P502 1.5999474 1.1768088 1 FALSE
## P503 1.5999474 1.1768088 1 FALSE
## P504 1.5999474 1.1768088 1 FALSE
## P505 1.5999474 1.1768088 1 FALSE
## P506 1.5999474 1.1768088 1 FALSE
## P507 1.5999474 1.1768088 1 FALSE
## P508 1.5999474 1.1768088 1 FALSE
## P509 1.5999474 1.1768088 1 FALSE
## P510 1.5999474 1.1768088 1 FALSE
## P511 1.5999474 1.1768088 1 FALSE
## P512 1.5999474 1.1768088 1 FALSE
## P513 1.5999474 1.1768088 1 FALSE
## P514 1.5999474 1.1768088 1 FALSE
## P515 1.5999474 1.1768088 1 FALSE
## P516 1.5999474 1.1768088 1 FALSE
## P517 1.5999474 1.1768088 1 FALSE
## P518 1.5999474 1.1768088 1 FALSE
## P519 1.5999474 1.1768088 1 FALSE
## P520 1.5999474 1.1768088 1 FALSE
## P521 1.5999474 1.1768088 1 FALSE
## P522 1.5999474 1.1768088 1 FALSE
## P523 1.5999474 1.1768088 1 FALSE
## P524 1.5999474 1.1768088 1 FALSE
## P525 1.5999474 1.1768088 1 FALSE
## P526 1.5999474 1.1768088 1 FALSE
## P527 1.5999474 1.1768088 1 FALSE
## P528 1.5999474 1.1768088 1 FALSE
## P529 1.5999474 1.1768088 1 FALSE
## P530 1.5999474 1.1768088 1 FALSE
## P531 1.5999474 1.1768088 1 FALSE
## P532 1.5999474 1.1768088 1 FALSE
## P533 1.5999474 1.1768088 1 FALSE
## P534 1.5999474 1.1768088 1 FALSE
## P535 1.5999474 1.1768088 1 FALSE
## P536 1.5999474 1.1768088 1 FALSE
## P537 1.5999474 1.1768088 1 FALSE
## P538 1.5999474 1.1768088 1 FALSE
## P539 1.5999474 1.1768088 1 FALSE
## P540 1.5999474 1.1768088 1 FALSE
## P541 1.5999474 1.1768088 1 FALSE
## P542 1.5999474 1.1768088 1 FALSE
## P543 1.5999474 1.1768088 1 FALSE
## P544 1.5999474 1.1768088 1 FALSE
## P545 1.5999474 1.1768088 1 FALSE
## P546 1.5999474 1.1768088 1 FALSE
## P547 1.5999474 1.1768088 1 FALSE
## P548 1.5999474 1.1768088 1 FALSE
## P549 1.5999474 1.1768088 1 FALSE
## P550 1.5999474 1.1768088 1 FALSE
## P551 1.5999474 1.1768088 1 FALSE
## P552 1.5999474 1.1768088 1 FALSE
## P553 1.5999474 1.1768088 1 FALSE
## P554 1.5999474 1.1768088 1 FALSE
## P555 1.5999474 1.1768088 1 FALSE
## P556 1.5999474 1.1768088 1 FALSE
## P557 1.5999474 1.1768088 1 FALSE
## P558 1.5999474 1.1768088 1 FALSE
## P559 1.5999474 1.1768088 1 FALSE
## P560 1.5999474 1.1768088 1 FALSE
## P561 1.5999474 1.1768088 1 FALSE
## P562 1.5999474 1.1768088 1 FALSE
## P563 1.5999474 1.1768088 1 FALSE
## P564 1.5999474 1.1768088 1 FALSE
## P565 1.5999474 1.1768088 1 FALSE
## P566 1.5999474 1.1768088 1 FALSE
## P567 1.5999474 1.1768088 1 FALSE
## P568 1.5999474 1.1768088 1 FALSE
## P569 1.5999474 1.1768088 1 FALSE
## P570 1.5999474 1.1768088 1 FALSE
## P571 1.5999474 1.1768088 1 FALSE
## P572 1.5999474 1.1768088 1 FALSE
## P573 1.5999474 1.1768088 1 FALSE
## P574 1.5999474 1.1768088 1 FALSE
## P575 1.5999474 1.1768088 1 FALSE
## P576 1.5999474 1.1768088 1 FALSE
## P577 1.5999474 1.1768088 1 FALSE
## P578 1.5999474 1.1768088 1 FALSE
## P579 1.5999474 1.1768088 1 FALSE
## P580 1.5999474 1.1768088 1 FALSE
## P581 1.5999474 1.1768088 1 FALSE
## P582 1.5999474 1.1768088 1 FALSE
## P583 1.5999474 1.1768088 1 FALSE
## P584 1.5999474 1.1768088 1 FALSE
## P585 1.5999474 1.1768088 1 FALSE
## P586 1.5999474 1.1768088 1 FALSE
## P587 1.5999474 1.1768088 1 FALSE
## P588 1.5999474 1.1768088 1 FALSE
## P589 1.5999474 1.1768088 1 FALSE
## P590 1.5999474 1.1768088 1 FALSE
## P591 1.5999474 1.1768088 1 FALSE
## P592 1.5999474 1.1768088 1 FALSE
## P593 1.5999474 1.1768088 1 FALSE
## P594 1.5999474 1.1768088 1 FALSE
## P595 1.5999474 1.1768088 1 FALSE
## P596 1.5999474 1.1768088 1 FALSE
## P597 1.5999474 1.1768088 1 FALSE
## P598 1.5999474 1.1768088 1 FALSE
## P599 1.5999474 1.1768088 1 FALSE
## P600 1.5999474 1.1768088 1 FALSE
## P601 1.5999474 1.1768088 1 FALSE
## P602 1.5999474 1.1768088 1 FALSE
## P603 0.4808631 0.9873671 1 FALSE
## P604 0.4808631 0.9873671 1 FALSE
## P605 0.4808631 0.9873671 1 FALSE
## P606 0.4808631 0.9873671 1 FALSE
## P607 0.4808631 0.9873671 1 FALSE
## P608 0.4808631 0.9873671 1 FALSE
## P609 0.4808631 0.9873671 1 FALSE
## P610 0.4808631 0.9873671 1 FALSE
## P611 0.4808631 0.9873671 1 FALSE
## P612 0.4808631 0.9873671 1 FALSE
## P613 0.4808631 0.9873671 1 FALSE
## P614 1.5999474 1.1768088 1 FALSE
## P615 1.5999474 1.1768088 1 FALSE
## P616 1.5999474 1.1768088 1 FALSE
## P617 1.5999474 1.1768088 1 FALSE
## P618 1.5999474 1.1768088 1 FALSE
## P619 1.5999474 1.1768088 1 FALSE
## P620 1.5999474 1.1768088 1 FALSE
## P621 1.5999474 1.1768088 1 FALSE
## P622 1.5999474 1.1768088 1 FALSE
## P623 1.5999474 1.1768088 1 FALSE
## P624 1.5999474 1.1768088 1 FALSE
## P625 1.5999474 1.1768088 1 FALSE
## P626 1.5999474 1.1768088 1 FALSE
## P627 1.5999474 1.1768088 1 FALSE
## P628 1.5999474 1.1768088 1 FALSE
## P629 1.5999474 1.1768088 1 FALSE
## P630 1.5999474 1.1768088 1 FALSE
## P631 1.5999474 1.1768088 1 FALSE
## P632 1.5999474 1.1768088 1 FALSE
## P633 1.5999474 1.1768088 1 FALSE
## P634 1.5999474 1.1768088 1 FALSE
## P635 1.5999474 1.1768088 1 FALSE
## P636 1.5999474 1.1768088 1 FALSE
## P637 1.5999474 1.1768088 1 FALSE
## P638 1.5999474 1.1768088 1 FALSE
## P639 1.5999474 1.1768088 1 FALSE
## P640 1.5999474 1.1768088 1 FALSE
## P641 1.5999474 1.1768088 1 FALSE
## P642 1.5999474 1.1768088 1 FALSE
## P643 1.5999474 1.1768088 1 FALSE
## P644 1.5999474 1.1768088 1 FALSE
## P645 1.5999474 1.1768088 1 FALSE
## P646 1.5999474 1.1768088 1 FALSE
## P647 1.5999474 1.1768088 1 FALSE
## P648 1.5999474 1.1768088 1 FALSE
## P649 1.5999474 1.1768088 1 FALSE
## P650 1.5999474 1.1768088 1 FALSE
## P651 1.5999474 1.1768088 1 FALSE
## P652 1.5999474 1.1768088 1 FALSE
## P653 1.5999474 1.1768088 1 FALSE
## P654 1.5999474 1.1768088 1 FALSE
## P655 1.5999474 1.1768088 1 FALSE
## P656 1.5999474 1.1768088 1 FALSE
## P657 1.5999474 1.1768088 1 FALSE
## P658 1.5999474 1.1768088 1 FALSE
## P659 1.5999474 1.1768088 1 FALSE
## P660 1.5999474 1.1768088 1 FALSE
## P661 1.5999474 1.1768088 1 FALSE
## P662 1.5999474 1.1768088 1 FALSE
## P663 1.5999474 1.1768088 1 FALSE
## P664 1.5999474 1.1768088 1 FALSE
## P665 1.5999474 1.1768088 1 FALSE
## P666 1.5999474 1.1768088 1 FALSE
## P667 1.5999474 1.1768088 1 FALSE
## P668 1.5999474 1.1768088 1 FALSE
## P669 1.5999474 1.1768088 1 FALSE
## P670 1.5999474 1.1768088 1 FALSE
## P671 1.5999474 1.1768088 1 FALSE
## P672 1.5999474 1.1768088 1 FALSE
## P673 1.5999474 1.1768088 1 FALSE
## P674 1.5999474 1.1768088 1 FALSE
## P675 1.5999474 1.1768088 1 FALSE
## P676 1.5999474 1.1768088 1 FALSE
## P677 1.5999474 1.1768088 1 FALSE
## P678 1.5999474 1.1768088 1 FALSE
## P679 1.5999474 1.1768088 1 FALSE
## P680 1.5999474 1.1768088 1 FALSE
## P681 1.5999474 1.1768088 1 FALSE
## P682 1.5999474 1.1768088 1 FALSE
## P683 1.5999474 1.1768088 1 FALSE
## P684 1.5999474 1.1768088 1 FALSE
## P685 1.5999474 1.1768088 1 FALSE
## P686 1.5999474 1.1768088 1 FALSE
## P687 1.5999474 1.1768088 1 FALSE
## P688 1.5999474 1.1768088 1 FALSE
## P689 1.5999474 1.1768088 1 FALSE
## P690 1.5999474 1.1768088 1 FALSE
## P691 1.5999474 1.1768088 1 FALSE
## P692 1.5999474 1.1768088 1 FALSE
## P693 1.5999474 1.1768088 1 FALSE
## P694 1.5999474 1.1768088 1 FALSE
## P695 1.5999474 1.1768088 1 FALSE
## P696 1.5999474 1.1768088 1 FALSE
## P697 1.5999474 1.1768088 1 FALSE
## P698 1.5999474 1.1768088 1 FALSE
## P699 1.5999474 1.1768088 1 FALSE
## P700 1.5999474 1.1768088 1 FALSE
## P701 1.5999474 1.1768088 1 FALSE
## P702 1.5999474 1.1768088 1 FALSE
## P703 2.7742040 1.4048282 1 TRUE
## P704 2.7742040 1.4048282 1 TRUE
## P705 2.7742040 1.4048282 1 TRUE
## P706 2.7742040 1.4048282 1 TRUE
## P707 2.7742040 1.4048282 1 TRUE
## P708 2.7742040 1.4048282 1 TRUE
## P709 2.7742040 1.4048282 1 TRUE
## P710 2.7742040 1.4048282 1 TRUE
## P711 2.7742040 1.4048282 1 TRUE
## P712 2.7742040 1.4048282 1 TRUE
## P713 2.7742040 1.4048282 1 TRUE
## P714 2.7742040 1.4048282 1 TRUE
## P715 2.7742040 1.4048282 1 TRUE
## P716 2.7742040 1.4048282 1 TRUE
## P717 2.7742040 1.4048282 1 TRUE
## P718 2.7742040 1.4048282 1 TRUE
## P719 2.7742040 1.4048282 1 TRUE
## P720 2.7742040 1.4048282 1 TRUE
## P721 2.7742040 1.4048282 1 TRUE
## P722 2.7742040 1.4048282 1 TRUE
## P723 2.7742040 1.4048282 1 TRUE
## P724 2.7742040 1.4048282 1 TRUE
## P725 2.7742040 1.4048282 1 TRUE
## P726 2.7742040 1.4048282 1 TRUE
## P727 2.7742040 1.4048282 1 TRUE
## P728 2.7742040 1.4048282 1 TRUE
## P729 2.7742040 1.4048282 1 TRUE
## P730 2.7742040 1.4048282 1 TRUE
## P731 2.7742040 1.4048282 1 TRUE
## P732 2.7742040 1.4048282 1 TRUE
## P733 2.7742040 1.4048282 1 TRUE
## P734 2.7742040 1.4048282 1 TRUE
## P735 2.7742040 1.4048282 1 TRUE
## P736 2.7742040 1.4048282 1 TRUE
## P737 2.7742040 1.4048282 1 TRUE
## P738 2.7742040 1.4048282 1 TRUE
## P739 2.7742040 1.4048282 1 TRUE
## P740 2.7742040 1.4048282 1 TRUE
## P741 2.7742040 1.4048282 1 TRUE
## P742 2.7742040 1.4048282 1 TRUE
## P743 2.7742040 1.4048282 1 TRUE
## P744 2.7742040 1.4048282 1 TRUE
## P745 2.7742040 1.4048282 1 TRUE
## P746 2.7742040 1.4048282 1 TRUE
## P747 2.7742040 1.4048282 1 TRUE
## P748 2.7742040 1.4048282 1 TRUE
## P749 2.7742040 1.4048282 1 TRUE
## P750 2.7742040 1.4048282 1 TRUE
## P751 2.7742040 1.4048282 1 TRUE
## P752 2.7742040 1.4048282 1 TRUE
## P753 2.7742040 1.4048282 1 TRUE
## P754 2.7742040 1.4048282 1 TRUE
## P755 2.7742040 1.4048282 1 TRUE
## P756 2.7742040 1.4048282 1 TRUE
## P757 2.7742040 1.4048282 1 TRUE
## P758 2.7742040 1.4048282 1 TRUE
## P759 2.7742040 1.4048282 1 TRUE
## P760 2.7742040 1.4048282 1 TRUE
## P761 2.7742040 1.4048282 1 TRUE
## P762 2.7742040 1.4048282 1 TRUE
## P763 2.7742040 1.4048282 1 TRUE
## P764 2.7742040 1.4048282 1 TRUE
## P765 2.7742040 1.4048282 1 TRUE
## P766 2.7742040 1.4048282 1 TRUE
## P767 2.7742040 1.4048282 1 TRUE
## P768 2.7742040 1.4048282 1 TRUE
## P769 2.7742040 1.4048282 1 TRUE
## P770 2.7742040 1.4048282 1 TRUE
## P771 2.7742040 1.4048282 1 TRUE
## P772 2.7742040 1.4048282 1 TRUE
## P773 2.7742040 1.4048282 1 TRUE
## P774 2.7742040 1.4048282 1 TRUE
## P775 2.7742040 1.4048282 1 TRUE
## P776 2.7742040 1.4048282 1 TRUE
## P777 2.7742040 1.4048282 1 TRUE
## P778 2.7742040 1.4048282 1 TRUE
## P779 2.7742040 1.4048282 1 TRUE
## P780 2.7742040 1.4048282 1 TRUE
## P781 2.7742040 1.4048282 1 TRUE
## P782 2.7742040 1.4048282 1 TRUE
## P783 2.7742040 1.4048282 1 TRUE
## P784 2.7742040 1.4048282 1 TRUE
## P785 2.7742040 1.4048282 1 TRUE
## P786 2.7742040 1.4048282 1 TRUE
## P787 2.7742040 1.4048282 1 TRUE
## P788 2.7742040 1.4048282 1 TRUE
## P789 2.7742040 1.4048282 1 TRUE
## P790 2.7742040 1.4048282 1 TRUE
## P791 2.7742040 1.4048282 1 TRUE
## P792 2.7742040 1.4048282 1 TRUE
## P793 2.7742040 1.4048282 1 TRUE
## P794 2.7742040 1.4048282 1 TRUE
## P795 2.7742040 1.4048282 1 TRUE
## P796 2.7742040 1.4048282 1 TRUE
## P797 2.7742040 1.4048282 1 TRUE
## P798 2.7742040 1.4048282 1 TRUE
## P799 2.7742040 1.4048282 1 TRUE
## P800 2.7742040 1.4048282 1 TRUE
## P801 2.7742040 1.4048282 1 TRUE
## P802 2.7742040 1.4048282 1 TRUE
## P803 2.7742040 1.4048282 1 TRUE
## P804 2.7742040 1.4048282 1 TRUE
## P805 2.7742040 1.4048282 1 TRUE
## P806 2.7742040 1.4048282 1 TRUE
## P807 2.7742040 1.4048282 1 TRUE
## P808 2.7742040 1.4048282 1 TRUE
## P809 2.7742040 1.4048282 1 TRUE
## P810 2.7742040 1.4048282 1 TRUE
## P811 2.7742040 1.4048282 1 TRUE
## P812 2.7742040 1.4048282 1 TRUE
## P813 2.7742040 1.4048282 1 TRUE
## P814 2.7742040 1.4048282 1 TRUE
## P815 2.7742040 1.4048282 1 TRUE
## P816 2.7742040 1.4048282 1 TRUE
## P817 2.7742040 1.4048282 1 TRUE
## P818 2.7742040 1.4048282 1 TRUE
## P819 2.7742040 1.4048282 1 TRUE
## P820 2.7742040 1.4048282 1 TRUE
## P821 2.7742040 1.4048282 1 TRUE
## P822 2.7742040 1.4048282 1 TRUE
## P823 2.7742040 1.4048282 1 TRUE
## P824 2.7742040 1.4048282 1 TRUE
## P825 2.7742040 1.4048282 1 TRUE
## P826 2.7742040 1.4048282 1 TRUE
## P827 2.7742040 1.4048282 1 TRUE
## P828 2.7742040 1.4048282 1 TRUE
## P829 2.7742040 1.4048282 1 TRUE
## P830 2.7742040 1.4048282 1 TRUE
## P831 2.7742040 1.4048282 1 TRUE
## P832 2.7742040 1.4048282 1 TRUE
## P833 2.7742040 1.4048282 1 TRUE
## P834 2.7742040 1.4048282 1 TRUE
## P835 2.7742040 1.4048282 1 TRUE
## P836 2.7742040 1.4048282 1 TRUE
## P837 2.7742040 1.4048282 1 TRUE
## P838 2.7742040 1.4048282 1 TRUE
## P839 2.7742040 1.4048282 1 TRUE
## P840 2.7742040 1.4048282 1 TRUE
## P841 2.7742040 1.4048282 1 TRUE
## P842 2.7742040 1.4048282 1 TRUE
## P843 2.7742040 1.4048282 1 TRUE
## P844 2.7742040 1.4048282 1 TRUE
## P845 2.7742040 1.4048282 1 TRUE
## P846 2.7742040 1.4048282 1 TRUE
## P847 2.7742040 1.4048282 1 TRUE
## P848 2.7742040 1.4048282 1 TRUE
## P849 2.7742040 1.4048282 1 TRUE
## P850 2.7742040 1.4048282 1 TRUE
## P851 2.7742040 1.4048282 1 TRUE
## P852 2.7742040 1.4048282 1 TRUE
## P853 2.7742040 1.4048282 1 TRUE
## P854 2.7742040 1.4048282 1 TRUE
## P855 2.7742040 1.4048282 1 TRUE
## P856 2.7742040 1.4048282 1 TRUE
## P857 2.7742040 1.4048282 1 TRUE
## P858 2.7742040 1.4048282 1 TRUE
## P859 2.7742040 1.4048282 1 TRUE
## P860 2.7742040 1.4048282 1 TRUE
## P861 2.7742040 1.4048282 1 TRUE
## P862 2.7742040 1.4048282 1 TRUE
## P863 2.7742040 1.4048282 1 TRUE
## P864 2.7742040 1.4048282 1 TRUE
## P865 2.7742040 1.4048282 1 TRUE
## P866 2.7742040 1.4048282 1 TRUE
## P867 2.7742040 1.4048282 1 TRUE
## P868 2.7742040 1.4048282 1 TRUE
## P869 2.7742040 1.4048282 1 TRUE
## P870 2.7742040 1.4048282 1 TRUE
## P871 2.7742040 1.4048282 1 TRUE
## P872 2.7742040 1.4048282 1 TRUE
## P873 2.7742040 1.4048282 1 TRUE
## P874 2.7742040 1.4048282 1 TRUE
## P875 2.7742040 1.4048282 1 TRUE
## P876 2.7742040 1.4048282 1 TRUE
## P877 2.7742040 1.4048282 1 TRUE
## P878 2.7742040 1.4048282 1 TRUE
## P879 2.7742040 1.4048282 1 TRUE
## P880 2.7742040 1.4048282 1 TRUE
## P881 2.7742040 1.4048282 1 TRUE
## P882 2.7742040 1.4048282 1 TRUE
## P883 2.7742040 1.4048282 1 TRUE
## P884 2.7742040 1.4048282 1 TRUE
## P885 2.7742040 1.4048282 1 TRUE
## P886 2.7742040 1.4048282 1 TRUE
## P887 2.7742040 1.4048282 1 TRUE
## P888 2.7742040 1.4048282 1 TRUE
## P889 2.7742040 1.4048282 1 TRUE
## P890 2.7742040 1.4048282 1 TRUE
## P891 2.7742040 1.4048282 1 TRUE
## P892 2.7742040 1.4048282 1 TRUE
## P893 2.7742040 1.4048282 1 TRUE
## P894 2.7742040 1.4048282 1 TRUE
## P895 2.7742040 1.4048282 1 TRUE
## P896 2.7742040 1.4048282 1 TRUE
## P897 2.7742040 1.4048282 1 TRUE
## P898 2.7742040 1.4048282 1 TRUE
## P899 2.7742040 1.4048282 1 TRUE
## P900 2.7742040 1.4048282 1 TRUE
## P901 2.7742040 1.4048282 1 TRUE
## P902 2.7742040 1.4048282 1 TRUE
## P903 2.7742040 1.4048282 1 TRUE
## P904 2.7742040 1.4048282 1 TRUE
## P905 2.7742040 1.4048282 1 TRUE
## P906 2.7742040 1.4048282 1 TRUE
## P907 2.7742040 1.4048282 1 TRUE
## P908 2.7742040 1.4048282 1 TRUE
## P909 2.7742040 1.4048282 1 TRUE
## P910 2.7742040 1.4048282 1 TRUE
## P911 2.7742040 1.4048282 1 TRUE
## P912 2.7742040 1.4048282 1 TRUE
## P913 2.7742040 1.4048282 1 TRUE
## P914 2.7742040 1.4048282 1 TRUE
## P915 2.7742040 1.4048282 1 TRUE
## P916 2.7742040 1.4048282 1 TRUE
## P917 2.7742040 1.4048282 1 TRUE
## P918 2.7742040 1.4048282 1 TRUE
## P919 2.7742040 1.4048282 1 TRUE
## P920 2.7742040 1.4048282 1 TRUE
## P921 2.7742040 1.4048282 1 TRUE
## P922 2.7742040 1.4048282 1 TRUE
## P923 2.7742040 1.4048282 1 TRUE
## P924 2.7742040 1.4048282 1 TRUE
## P925 2.7742040 1.4048282 1 TRUE
## P926 2.7742040 1.4048282 1 TRUE
## P927 2.7742040 1.4048282 1 TRUE
## P928 2.7742040 1.4048282 1 TRUE
## P929 2.7742040 1.4048282 1 TRUE
## P930 2.7742040 1.4048282 1 TRUE
## P931 2.7742040 1.4048282 1 TRUE
## P932 2.7742040 1.4048282 1 TRUE
## P933 2.7742040 1.4048282 1 TRUE
## P934 2.7742040 1.4048282 1 TRUE
## P935 2.7742040 1.4048282 1 TRUE
## P936 2.7742040 1.4048282 1 TRUE
## P937 2.7742040 1.4048282 1 TRUE
## P938 2.7742040 1.4048282 1 TRUE
## P939 2.7742040 1.4048282 1 TRUE
## P940 2.7742040 1.4048282 1 TRUE
## P941 2.7742040 1.4048282 1 TRUE
## P942 2.7742040 1.4048282 1 TRUE
## P943 2.7742040 1.4048282 1 TRUE
## P944 2.7742040 1.4048282 1 TRUE
## P945 2.7742040 1.4048282 1 TRUE
## P946 2.7742040 1.4048282 1 TRUE
## P947 2.7742040 1.4048282 1 TRUE
## P948 2.7742040 1.4048282 1 TRUE
## P949 2.7742040 1.4048282 1 TRUE
## P950 2.7742040 1.4048282 1 TRUE
## P951 2.7742040 1.4048282 1 TRUE
## P952 2.7742040 1.4048282 1 TRUE
## P953 2.7742040 1.4048282 1 TRUE
## P954 2.7742040 1.4048282 1 TRUE
## P955 2.7742040 1.4048282 1 TRUE
## P956 2.7742040 1.4048282 1 TRUE
## P957 2.7742040 1.4048282 1 TRUE
## P958 2.7742040 1.4048282 1 TRUE
## P959 2.7742040 1.4048282 1 TRUE
## P960 2.7742040 1.4048282 1 TRUE
## P961 2.7742040 1.4048282 1 TRUE
## P962 2.7742040 1.4048282 1 TRUE
## P963 2.7742040 1.4048282 1 TRUE
## P964 2.7742040 1.4048282 1 TRUE
## P965 2.7742040 1.4048282 1 TRUE
## P966 2.7742040 1.4048282 1 TRUE
## P967 2.7742040 1.4048282 1 TRUE
## P968 2.7742040 1.4048282 1 TRUE
## P969 2.7742040 1.4048282 1 TRUE
## P970 2.7742040 1.4048282 1 TRUE
## P971 2.7742040 1.4048282 1 TRUE
## P972 2.7742040 1.4048282 1 TRUE
## P973 2.7742040 1.4048282 1 TRUE
## P974 2.7742040 1.4048282 1 TRUE
## P975 2.7742040 1.4048282 1 TRUE
## P976 2.7742040 1.4048282 1 TRUE
## P977 2.7742040 1.4048282 1 TRUE
## P978 2.7742040 1.4048282 1 TRUE
## P979 2.7742040 1.4048282 1 TRUE
## P980 2.7742040 1.4048282 1 TRUE
## P981 2.7742040 1.4048282 1 TRUE
## P982 2.7742040 1.4048282 1 TRUE
## P983 2.7742040 1.4048282 1 TRUE
## P984 2.7742040 1.4048282 1 TRUE
## P985 2.7742040 1.4048282 1 TRUE
## P986 2.7742040 1.4048282 1 TRUE
## P987 2.7742040 1.4048282 1 TRUE
## P988 2.7742040 1.4048282 1 TRUE
## P989 2.7742040 1.4048282 1 TRUE
## P990 2.7742040 1.4048282 1 TRUE
## P991 2.7742040 1.4048282 1 TRUE
## P992 2.7742040 1.4048282 1 TRUE
## P993 2.7742040 1.4048282 1 TRUE
## P994 2.7742040 1.4048282 1 TRUE
## P995 2.7742040 1.4048282 1 TRUE
## P996 2.7742040 1.4048282 1 TRUE
## P997 2.7742040 1.4048282 1 TRUE
## P998 2.7742040 1.4048282 1 TRUE
## P999 2.7742040 1.4048282 1 TRUE
## P1000 2.7742040 1.4048282 1 TRUE## $NAgroup1
## P4 P5 P6 P7 P8 P9 P10
## -1.6015334 -1.6015334 -1.6015334 -1.6015334 -1.6015334 -1.6015334 -1.6015334
## P11 P12 P13 P14 P15 P16 P17
## -1.6015334 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P18 P19 P20 P21 P22 P23 P24
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -1.6015334 -0.4743284
## P25 P26 P27 P28 P29 P30 P31
## -0.4743284 -0.4743284 -0.4743284 0.4808631 0.4808631 0.4808631 0.4808631
## P32 P33 P34 P35 P36 P37 P38
## -1.6015334 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P39 P40 P41 P42 P43 P44 P45
## -0.4743284 -0.4743284 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P46 P47 P48 P49 P50 P51 P52
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P53 P54 P55 P56 P57 P58 P59
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P60 P61 P62 P63 P64 P65 P66
## 0.4808631 0.4808631 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P67 P68 P69 P70 P71 P72 P73
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P74 P75 P76 P77 P78 P79 P80
## 1.5999474 1.5999474 1.5999474 -1.6015334 -1.6015334 -1.6015334 -1.6015334
## P81 P82 P83 P84 P85 P86 P87
## -1.6015334 -1.6015334 -1.6015334 -1.6015334 -1.6015334 -1.6015334 -0.4743284
## P88 P89 P90 P91 P92 P93 P94
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P95 P96 P97 P98 P99 P100 P101
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P102 P103 P104 P105 P106 P107 P108
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P109 P110 P111 P112 P113 P114 P115
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P116 P117 P118 P119 P120 P121 P122
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P123 P124 P125 P126 P127 P128 P129
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P130 P131 P132 P133 P134 P135 P136
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P137 P138 P139 P140 P141 P142 P143
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P144 P145 P146 P147 P148 P149 P150
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P151 P152 P153 P154 P155 P156 P157
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P158 P159 P160 P161 P162 P163 P164
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P165 P166 P167 P168 P169 P170 P171
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P172 P173 P174 P175 P176 P177 P178
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P179 P180 P181 P182 P183 P184 P185
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P186 P187 P188 P189 P190 P191 P192
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P193 P194 P195 P196 P197 P198 P199
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P200 P201 P202 P203 P204 P205 P206
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P207 P208 P209 P210 P211 P212 P213
## 0.4808631 0.4808631 0.4808631 0.4808631 -0.4743284 -0.4743284 -0.4743284
## P214 P215 P216 P217 P218 P219 P220
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P221 P222 P223 P224 P225 P226 P227
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P228 P229 P230 P231 P232 P233 P234
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P235 P236 P237 P238 P239 P240 P241
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P242 P243 P244 P245 P246 P247 P248
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P249 P250 P251 P252 P253 P254 P255
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P256 P257 P258 P259 P260 P261 P262
## 0.4808631 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P263 P264 P265 P266 P267 P268 P269
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P270 P271 P272 P273 P274 P275 P276
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P277 P278 P279 P280 P281 P282 P283
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P284 P285 P286 P287 P288 P289 P290
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P291 P292 P293 P294 P295 P296 P297
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P298 P299 P300 P301 P302 P303 P304
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P305 P306 P307 P308 P309 P310 P311
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P312 P313 P314 P315 P316 P317 P318
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P319 P320 P321 P322 P323 P324 P325
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P326 P327 P328 P329 P330 P331 P332
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P333 P334 P335 P336 P337 P338 P339
## 1.5999474 1.5999474 1.5999474 1.5999474 -0.4743284 -0.4743284 -0.4743284
## P340 P341 P342 P343 P344 P345 P346
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284
## P347 P348 P349 P350 P351 P352 P353
## -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 -0.4743284 0.4808631
## P354 P355 P356 P357 P358 P359 P360
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P361 P362 P363 P364 P365 P366 P367
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P368 P369 P370 P371 P372 P373 P374
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P375 P376 P377 P378 P379 P380 P381
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P382 P383 P384 P385 P386 P387 P388
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P389 P390 P391 P392 P393 P394 P395
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P396 P397 P398 P399 P400 P401 P402
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P403 P404 P405 P406 P407 P408 P409
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P410 P411 P412 P413 P414 P415 P416
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P417 P418 P419 P420 P421 P422 P423
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P424 P425 P426 P427 P428 P429 P430
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 1.5999474
## P431 P432 P433 P434 P435 P436 P437
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P438 P439 P440 P441 P442 P443 P444
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P445 P446 P447 P448 P449 P450 P451
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P452 P453 P454 P455 P456 P457 P458
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P459 P460 P461 P462 P463 P464 P465
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P466 P467 P468 P469 P470 P471 P472
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P473 P474 P475 P476 P477 P478 P479
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P480 P481 P482 P483 P484 P485 P486
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P487 P488 P489 P490 P491 P492 P493
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P494 P495 P496 P497 P498 P499 P500
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P501 P502 P503 P504 P505 P506 P507
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P508 P509 P510 P511 P512 P513 P514
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P515 P516 P517 P518 P519 P520 P521
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P522 P523 P524 P525 P526 P527 P528
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P529 P530 P531 P532 P533 P534 P535
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P536 P537 P538 P539 P540 P541 P542
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P543 P544 P545 P546 P547 P548 P549
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P550 P551 P552 P553 P554 P555 P556
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P557 P558 P559 P560 P561 P562 P563
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P564 P565 P566 P567 P568 P569 P570
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P571 P572 P573 P574 P575 P576 P577
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P578 P579 P580 P581 P582 P583 P584
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P585 P586 P587 P588 P589 P590 P591
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P592 P593 P594 P595 P596 P597 P598
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P599 P600 P601 P602 P603 P604 P605
## 1.5999474 1.5999474 1.5999474 1.5999474 0.4808631 0.4808631 0.4808631
## P606 P607 P608 P609 P610 P611 P612
## 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631 0.4808631
## P613 P614 P615 P616 P617 P618 P619
## 0.4808631 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P620 P621 P622 P623 P624 P625 P626
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P627 P628 P629 P630 P631 P632 P633
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P634 P635 P636 P637 P638 P639 P640
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P641 P642 P643 P644 P645 P646 P647
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P648 P649 P650 P651 P652 P653 P654
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P655 P656 P657 P658 P659 P660 P661
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P662 P663 P664 P665 P666 P667 P668
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P669 P670 P671 P672 P673 P674 P675
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P676 P677 P678 P679 P680 P681 P682
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P683 P684 P685 P686 P687 P688 P689
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P690 P691 P692 P693 P694 P695 P696
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474
## P697 P698 P699 P700 P701 P702
## 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474 1.5999474## [1] F F F M F M M M F F M M M F M F M F F F F M F F F F M M F M F M F M M F F
## [38] F F M F M M F F F F M F F M F F F F M M F M F F M M F F M F F F F M F F F
## [75] F M M F M M M M F M M M F F M F M M F M M F F M F F F M M F M M F F F M M
## [112] M M F F M M M F M F M F F F M M F F F M F M M M M M M M F M M M F M M M F
## [149] M M F M F M F F F F F F F M M M F M F F M F M M M M F F F M M M M F F F F
## [186] M M F F M M F F M M F F M F M M M M F M M M F M M M F F M M M M F M F M F
## [223] F F M M F F M F F M M F M M M M M F F M F M F F F M M M F M M F F F F F M
## [260] F M M M F M F M F F F F F F M F M F F F F M M F F F M M M F M F F F F F M
## [297] M M F F M M F M F F M F F F M F M F M M M M F F F M F F M F F M F M M M F
## [334] F F F M F F F F M M F M F F F M F F F M F F M F F F M M F F F M F M F M F
## [371] F F M M F F M F F M F M M M M M M M M F M F F F F F F F M M F F F F F F M
## [408] F M F M M M M M F M F F F F F F F F F M M F F F M M F M F M F M F F F M M
## [445] F M M M M M M F M M M F M M F M M F M F F M M F M F F F M M F F F F M F M
## [482] M M M F M M F M M F M F M M M M F F F M M M M F F F F M F M F M F M M M F
## [519] M M M M F M F M F F F F M M M F F M M M M F F F M M M F F M M F M F M M M
## [556] F M M M M F M M F M M M M M F M F M F F M F M M F F M F F M F F M M F F M
## [593] F M F M F F M M M M M F F F F M F M F F M F M M M F M M M M M M M F F F F
## [630] F F M F M F F F M M M M M F M M F F M F M F F F F M M M M F M F F M F F F
## [667] F F M M M F F F M M M M F M F F F M F M M F M F M F F M M M M M M M M F F
## [704] F M F F F M M F M F M F M M M F F M M M M M F F M F M F F F F F M M F M F
## [741] F F M F F F F M F M M M F F F M M F M F M F M M M M M M M M F F M F F M F
## [778] F M M F F F F F F M M M M F M F M F F F M M M F F M M F F F F F F F F F F
## [815] M F M F M M F M M F F M M F M F M M M F F M M M F F M F M M M M F M M F F
## [852] M M F F F F F F F F F F M F F F M M M M M M M M F F M M F M F F F F F F M
## [889] M F F M M F F F M F F M M M F F M M M F F M M F F F M M F F M F F M F M F
## [926] F M M F M M M M M M M F F M F M M F F M F M M F F F M F M M M F F F F F F
## [963] F M M M F F F F M F M M F F M F M F M M M F M F F M M M F M F M F F M M M
## [1000] M
## Levels: F M## Df Sum Sq Mean Sq F value Pr(>F)
## LSAT2$gender 1 0.1 0.0736 0.056 0.813
## Residuals 998 1307.6 1.3102CİNSİYETE GÖRE YETENEK DÜZEYLERİ FARKLILAŞMAMIŞTIR.
BOYUT ANALİZLERİ
- MADDE BİRAZ FARKLILAŞMIŞ TEKRAR İNCELENEBİLİR.
fit_1m<- mirt(LSAT, 1, verbose = FALSE)
fit_2m<- mirt(LSAT, 2, verbose = FALSE)
anova(fit_1m, fit_2m)## AIC SABIC HQ BIC logLik X2 df p
## fit_1m 4953.307 4970.624 4971.960 5002.384 -2466.653
## fit_2m 4958.574 4982.817 4984.688 5027.282 -2465.287 2.733 4 0.603Kİ KARE ANLAMSIZ VE UYUM DEĞERLERİ TEK BOYUT İÇİN DAHA KÜÇÜK O YÜZDEN TEK BOYUTLU OLDUĞU VARSAYILABİLİR
## [1;m[4;m
## EGAnet (version 2.3.0)[0m[0m
##
## For help getting started, see <https://r-ega.net>
##
## For bugs and errors, submit an issue to <https://github.com/hfgolino/EGAnet/issues>##
## Attaching package: 'EGAnet'## The following object is masked from 'package:ltm':
##
## information
## Model: GLASSO (EBIC with gamma = 0.5)
## Correlations: auto
## Lambda: 0.0322507495249668 (n = 100, ratio = 0.1)
##
## Number of nodes: 5
## Number of edges: 9
## Edge density: 0.900
##
## Non-zero edge weights:
## M SD Min Max
## 0.101 0.054 0.030 0.170
##
## ----
##
## Algorithm: Louvain
##
## Number of communities: 1
##
## Item 1 Item 2 Item 3 Item 4 Item 5
## 1 1 1 1 1
##
## ----
##
## Unidimensional Method: Louvain
## Unidimensional: Yes
##
## ----
##
## TEFI: 02PL MODEL
## Dffclt Dscrmn
## Item 1 -3.3597341 0.8253715
## Item 2 -1.3696497 0.7229499
## Item 3 -0.2798983 0.8904748
## Item 4 -1.8659189 0.6885502
## Item 5 -3.1235725 0.6574516EN KOLAY (1) VE EN ZOR(3) MADDELER DEĞİŞMEDİ AMA KATSAYILARI BURADA DAHA BÜYÜK.
##
## Call:
## ltm(formula = LSAT ~ z1)
##
## Scoring Method: Empirical Bayes
##
## Factor-Scores for observed response patterns:
## Item 1 Item 2 Item 3 Item 4 Item 5 Obs Exp z1 se.z1
## 1 0 0 0 0 0 3 2.277 -1.895 0.795
## 2 0 0 0 0 1 6 5.861 -1.479 0.796
## 3 0 0 0 1 0 2 2.596 -1.460 0.796
## 4 0 0 0 1 1 11 8.942 -1.041 0.800
## 5 0 0 1 0 0 1 0.696 -1.331 0.797
## 6 0 0 1 0 1 1 2.614 -0.911 0.802
## 7 0 0 1 1 0 3 1.179 -0.891 0.803
## 8 0 0 1 1 1 4 5.955 -0.463 0.812
## 9 0 1 0 0 0 1 1.840 -1.438 0.796
## 10 0 1 0 0 1 8 6.431 -1.019 0.801
## 11 0 1 0 1 1 16 13.577 -0.573 0.809
## 12 0 1 1 0 1 3 4.370 -0.441 0.813
## 13 0 1 1 1 0 2 2.000 -0.420 0.813
## 14 0 1 1 1 1 15 13.920 0.023 0.828
## 15 1 0 0 0 0 10 9.480 -1.373 0.797
## 16 1 0 0 0 1 29 34.616 -0.953 0.802
## 17 1 0 0 1 0 14 15.590 -0.933 0.802
## 18 1 0 0 1 1 81 76.562 -0.506 0.811
## 19 1 0 1 0 0 3 4.659 -0.803 0.804
## 20 1 0 1 0 1 28 24.989 -0.373 0.815
## 21 1 0 1 1 0 15 11.463 -0.352 0.815
## 22 1 0 1 1 1 80 83.541 0.093 0.831
## 23 1 1 0 0 0 16 11.254 -0.911 0.802
## 24 1 1 0 0 1 56 56.105 -0.483 0.812
## 25 1 1 0 1 0 21 25.646 -0.463 0.812
## 26 1 1 0 1 1 173 173.310 -0.022 0.827
## 27 1 1 1 0 0 11 8.445 -0.329 0.816
## 28 1 1 1 0 1 61 62.520 0.117 0.832
## 29 1 1 1 1 0 28 29.127 0.139 0.833
## 30 1 1 1 1 1 298 296.693 0.606 0.855Z1 DEĞERLERİ YETENEK PUANI OLARAK DEĞERLENDİRİLEBİLİR.
irtpar <- ltm (LSAT ~ z1) #ırt par.
fapar <-ltm (LSAT ~ z1, IRT.param=FALSE) #faktör par
round(cbind(coef(irtpar), coef(fapar)),2)## Dffclt Dscrmn (Intercept) z1
## Item 1 -3.36 0.83 2.77 0.83
## Item 2 -1.37 0.72 0.99 0.72
## Item 3 -0.28 0.89 0.25 0.89
## Item 4 -1.87 0.69 1.28 0.69
## Item 5 -3.12 0.66 2.05 0.66FAKTÖR YÜKÜ VE AYIRT EDİCİLİK AYNI DEĞERLER. INTERCEPT (d) MADDE ORTALAMASIDIR. b ve a NIN ÇARPIMININ -1 ÇARPIMI (-A*B) İNTERCEPT(ORTALAMA) DEĞERİNİ VERİR.
## [1] TRUEHER İKİ YÖNTEMDE DE AYNI SONUCU VERİYOR.