Chapter 7 Many Facet Rasch Model
7.1 Motivation
Some assessment situations include additional variables of interest beyond person responses and item difficulty.
Aspects of the measurement process that “routinely and systematically interpose themselves between the ability of the candidates and the difficulty of the test” (B&F, p. 167)
Examples of “Interposing” Variables
Raters in a constructed-response assessment
Demographic variables (e.g., gender, race/ethnicity, best language)
Item/prompt type
Domain (analytic rubrics)
7.2 Introduction to Many-Facet Rasch (MFR) Model
The Many-Facet Rasch Model allows the researcher to specify explanatory facets beyond person and item locations. The model is user-specified and can be applied to any ordinal scoring scheme (dichotomous, polytomous; rating scale or partial-credit).
The Many-Facet Rasch Model was developed by Mike Linacre (1989/1992) in his dissertation research with Ben Wright at Chicago. Since that time, it has been widely used across many measurement contexts.
7.3 Why use the MFR model?
One popular use of the MFR model is to examine and mitigate differences in rater (judge) severity in performance assessments, where raters score test-taker performances. In these assessments, we want to make sure that our conclusions about test-takers’ achievement don’t depend on the “luck of the rater draw” (Engelhard’s often-used phrase).
The MFR model allows us to adjust test-taker achievement estimates for differences in rater severity (and/or other facets), as long as:
There is evidence of acceptable model-data fit for all facets
There is sufficient connectivity in the data (raters and test-takers are linked; more on that later in the semester)
Are we adding dimensions by considering other facets?
Not if we believe that the facets are key aspects of the measurement process that systematically influence the overall score.
The MFR model allows us to test hypotheses of invariant calibrations across levels of facets (e.g., individual raters, item types, demographic subgroups)
7.4 MFR Calibrations
MFR model provides location estimates for individual elements within each facet such as individual students, items, raters, domains, subgroups, subsets. These can be plotted on the variable map as before.
There is no single equation for MFR model. You will decide which explanatory facets to include, as well as the scale structure/underlying model, including:
- Dichotomous Rasch model (Rasch, 1960)
- Polytomous models:
- Rating Scale Model (Andrich, 1978)
- Partial-Credit Model (Masters, 1982)
For the PC-MFR model, the researcher decides the facet across which the scale varies (raters, prompts, subgroups, etc.).
7.5 R-Lab: Runing the Rasch Many-Facet Model in R
NOTE: This lab is based on the TAM package for R. Although it is possible to run MFR models using this package, its use for this model is not currently widespread among researchers. In addition, there is not a direct correspondence between the information that TAM provides and the information that Facets provides about the MFR model results. Please keep this in mind when using the package for your MFR model analyses and watch for updates in the Rasch literature.
7.5.1 Prepare the Dataset
Let’s type in the data into R first. Please see the Facets lab guide for details about the data.
g.data <- matrix(c(1,1,5,5,3,5,3,
1,2,9,7,5,8,5,
1,3,3,3,3,7,1,
1,4,7,3,1,3,3,
1,5,9,7,7,8,5,
1,6,3,5,3,5,1,
1,7,7,7,5,5,5,
2,1,6,5,4,6,3,
2,2,8,7,5,7,2,
2,3,4,5,3,6,6,
2,4,5,6,4,5,5,
2,5,2,4,3,2,3,
2,6,4,4,6,4,2,
2,7,3,3,5,5,4,
3,1,5,5,5,7,3,
3,2,7,7,5,7,5,
3,3,3,5,5,5,5,
3,4,5,3,3,3,1,
3,5,9,7,7,7,7,
3,6,3,3,3,5,3,
3,7,7,7,7,5,7),ncol=7,byrow=TRUE)This data set contains 7 columns. The first column is the ID indicator for Sr. Scientist, ranging from 1 to 3 to indicate the three Sr. Scientists. The second column is the ID indicator for Jr. Scientist, ranging from 1 to 7. The rest of the columns (3-7) are the responses matrix, ranged from 1-9. Each column represents a trait that is being measured.
Note about the data structure: This dataset is organized in long format (rather than wide format). As a result, there are multiple rows for each Sr. Scientist. This is because each Sr. Scientist rated all of the Jr. Scientists.
Now, let’s add column names to our dataset. First, we will turn the data into a data.frame object. Then, we will add column names.
7.5.2 Run the MFR model using the TAM package
g.facet <- g.data[,"raters",drop=FALSE] # specify which facets will be included in the model (Here, we are including raters as a facet. Items ("assessment opportunities"; occassions on which the object of measurement is observed) are included as a facet by default)
g.pid <- g.data$subjects # specify the ID for the object of measurement (Here, this is the Jr. Scientist)
g.resp <- g.data[,-c(1:2)] # Indicate the response matrix
g.formulaA <- ~ item + raters + step # Model formula for RS-MFR model (multiply (raters * step) to specify a PC-MFR model where the scale varies by rater)
g.model <- tam.mml.mfr(resp=g.resp,facets=g.facet,formulaA=g.formulaA,pid=g.pid)
# Run the many-facet model## ------------------------------------------------------------
## TAM 3.5-19 (2020-05-05 22:45:39)
## R version 3.6.2 (2019-12-12) x86_64, linux-gnu | nodename=bookdown | login=unknown
##
## Date of Analysis: 2021-01-05 19:54:07
## Time difference of 6.194898 secs
## Computation time: 6.194898
##
## Multidimensional Item Response Model in TAM
##
## IRT Model: 1PL
## Call:
## tam.mml.mfr(resp = g.resp, pid = g.pid, formulaA = g.formulaA,
## facets = g.facet)
##
## ------------------------------------------------------------
## Number of iterations = 1000
## Numeric integration with 21 integration points
##
## Deviance = 310.84
## Log likelihood = -155.42
## Number of persons = 3
## Number of persons used = 3
## Number of generalized items = 35
## Number of items = 5
## Number of estimated parameters = 20
## Item threshold parameters = 19
## Item slope parameters = 0
## Regression parameters = 0
## Variance/covariance parameters = 1
##
## AIC = 351 | penalty=40 | AIC=-2*LL + 2*p
## AIC3 = 371 | penalty=60 | AIC3=-2*LL + 3*p
## BIC = 333 | penalty=21.97 | BIC=-2*LL + log(n)*p
## aBIC = 247 | penalty=-63.56 | aBIC=-2*LL + log((n-2)/24)*p (adjusted BIC)
## CAIC = 353 | penalty=41.97 | CAIC=-2*LL + [log(n)+1]*p (consistent AIC)
## AICc = 304 | penalty=-6.67 | AICc=-2*LL + 2*p + 2*p*(p+1)/(n-p-1) (bias corrected AIC)
## GHP = 1.67066 | GHP=( -LL + p ) / (#Persons * #Items) (Gilula-Haberman log penalty)
##
## ------------------------------------------------------------
## EAP Reliability
## [1] 0
## ------------------------------------------------------------
## Covariances and Variances
## [,1]
## [1,] 0.001
## ------------------------------------------------------------
## Correlations and Standard Deviations (in the diagonal)
## [,1]
## [1,] 0.032
## ------------------------------------------------------------
## Regression Coefficients
## [,1]
## [1,] 0
## ------------------------------------------------------------
## Item Parameters -A*Xsi
## item N M xsi.item AXsi_.Cat1 AXsi_.Cat2 AXsi_.Cat3 AXsi_.Cat4
## 1 Trait_a-raters1 3 5.333 -0.980 -7.267 -7.809 -10.044 -9.147
## 2 Trait_a-raters2 3 8.000 -1.708 -7.995 -9.265 -12.228 -12.059
## 3 Trait_a-raters3 3 3.333 -0.808 -7.095 -7.466 -9.529 -8.461
## 4 Trait_a-raters4 3 5.667 -0.596 -6.883 -7.042 -8.893 -7.613
## 5 Trait_a-raters5 3 6.667 -1.468 -7.755 -8.786 -11.509 -11.101
## 6 Trait_a-raters6 3 3.333 -0.499 -6.787 -6.849 -8.603 -7.226
## 7 Trait_a-raters7 3 5.667 -1.318 -7.605 -8.486 -11.058 -10.500
## 8 Trait_b-raters1 3 5.000 -1.556 -7.427 -8.130 -10.524 -9.788
## 9 Trait_b-raters2 3 7.000 -2.284 -8.155 -9.586 -12.708 -12.700
## 10 Trait_b-raters3 3 4.333 -1.384 -7.255 -7.786 -10.010 -9.102
## 11 Trait_b-raters4 3 4.000 -1.172 -7.043 -7.362 -9.374 -8.253
## 12 Trait_b-raters5 3 6.000 -2.044 -7.915 -9.106 -11.990 -11.742
## 13 Trait_b-raters6 3 4.000 -1.076 -6.947 -7.169 -9.083 -7.866
## 14 Trait_b-raters7 3 5.667 -1.894 -7.765 -8.806 -11.539 -11.140
## 15 Trait_c-raters1 3 4.000 -1.159 -7.030 -7.336 -9.335 -8.202
## 16 Trait_c-raters2 3 5.000 -1.887 -7.758 -8.793 -11.519 -11.114
## 17 Trait_c-raters3 3 3.667 -0.988 -6.859 -6.993 -8.820 -7.516
## 18 Trait_c-raters4 3 2.667 -0.776 -6.647 -6.569 -8.184 -6.667
## 19 Trait_c-raters5 3 5.667 -1.648 -7.519 -8.313 -10.800 -10.156
## 20 Trait_c-raters6 3 4.000 -0.679 -6.550 -6.376 -7.894 -6.280
## 21 Trait_c-raters7 3 5.667 -1.498 -7.369 -8.013 -10.349 -9.554
## 22 Trait_d-raters1 3 6.000 -1.244 -7.496 -8.269 -10.733 -10.066
## 23 Trait_d-raters2 3 7.333 -1.972 -8.224 -9.725 -12.917 -12.978
## 24 Trait_d-raters3 3 6.000 -1.072 -7.325 -7.925 -10.218 -9.380
## 25 Trait_d-raters4 3 3.667 -0.860 -7.113 -7.501 -9.582 -8.531
## 26 Trait_d-raters5 3 5.667 -1.732 -7.985 -9.245 -12.198 -12.020
## 27 Trait_d-raters6 3 4.667 -0.763 -7.016 -7.308 -9.292 -8.144
## 28 Trait_d-raters7 3 5.000 -1.582 -7.835 -8.945 -11.747 -11.418
## 29 Trait_e-raters1 3 3.000 -0.843 -6.714 -6.703 -8.385 -6.935
## 30 Trait_e-raters2 3 4.000 -1.571 -7.442 -8.159 -10.569 -9.847
## 31 Trait_e-raters3 3 4.000 -0.671 -6.542 -6.360 -7.870 -6.249
## 32 Trait_e-raters4 3 3.000 -0.459 -6.330 -5.936 -7.234 -5.401
## 33 Trait_e-raters5 3 5.000 -1.331 -7.202 -7.680 -9.850 -8.889
## 34 Trait_e-raters6 3 2.000 -0.362 -6.233 -5.743 -6.944 -5.014
## 35 Trait_e-raters7 3 5.333 -1.181 -7.052 -7.380 -9.399 -8.288
## AXsi_.Cat5 AXsi_.Cat6 AXsi_.Cat7 AXsi_.Cat8 AXsi_.Cat9 B.Cat1.Dim1
## 1 -10.570 -8.813 -9.771 -8.113 -8.817 1
## 2 -14.210 -13.181 -14.867 -13.937 -15.369 1
## 3 -9.713 -7.783 -8.570 -6.741 -7.274 1
## 4 -8.653 -6.511 -7.086 -5.045 -5.365 1
## 5 -13.013 -11.743 -13.190 -12.021 -13.214 1
## 6 -8.169 -5.931 -6.408 -4.271 -4.495 1
## 7 -12.261 -10.842 -12.138 -10.819 -11.861 1
## 8 -11.371 -9.773 -10.891 NA NA 1
## 9 -15.011 -14.141 -15.987 NA NA 1
## 10 -10.513 -8.744 -9.690 NA NA 1
## 11 -9.453 -7.472 -8.206 NA NA 1
## 12 -13.813 -12.704 -14.310 NA NA 1
## 13 -8.969 -6.891 -7.529 NA NA 1
## 14 -13.061 -11.802 -13.258 NA NA 1
## 15 -9.388 -7.394 -8.115 NA NA 1
## 16 -13.028 -11.762 -13.211 NA NA 1
## 17 -8.530 -6.365 -6.915 NA NA 1
## 18 -7.470 -5.093 -5.431 NA NA 1
## 19 -11.830 -10.325 -11.535 NA NA 1
## 20 -6.987 -4.512 -4.753 NA NA 1
## 21 -11.079 -9.423 -10.483 NA NA 1
## 22 -11.718 -10.190 -11.377 -9.950 NA 1
## 23 -15.358 -14.558 -16.474 -15.774 NA 1
## 24 -10.860 -9.161 -10.177 -8.578 NA 1
## 25 -9.800 -7.889 -8.693 -6.881 NA 1
## 26 -14.160 -13.121 -14.797 -13.858 NA 1
## 27 -9.317 -7.308 -8.015 -6.107 NA 1
## 28 -13.409 -12.219 -13.745 -12.655 NA 1
## 29 -7.805 -5.494 -5.899 NA NA 1
## 30 -11.445 -9.862 -10.995 NA NA 1
## 31 -6.947 -4.465 -4.698 NA NA 1
## 32 -5.887 -3.193 -3.214 NA NA 1
## 33 -10.247 -8.425 -9.319 NA NA 1
## 34 -5.403 -2.612 -2.537 NA NA 1
## 35 -9.496 -7.523 -8.266 NA NA 1
## B.Cat2.Dim1 B.Cat3.Dim1 B.Cat4.Dim1 B.Cat5.Dim1 B.Cat6.Dim1 B.Cat7.Dim1
## 1 2 3 4 5 6 7
## 2 2 3 4 5 6 7
## 3 2 3 4 5 6 7
## 4 2 3 4 5 6 7
## 5 2 3 4 5 6 7
## 6 2 3 4 5 6 7
## 7 2 3 4 5 6 7
## 8 2 3 4 5 6 7
## 9 2 3 4 5 6 7
## 10 2 3 4 5 6 7
## 11 2 3 4 5 6 7
## 12 2 3 4 5 6 7
## 13 2 3 4 5 6 7
## 14 2 3 4 5 6 7
## 15 2 3 4 5 6 7
## 16 2 3 4 5 6 7
## 17 2 3 4 5 6 7
## 18 2 3 4 5 6 7
## 19 2 3 4 5 6 7
## 20 2 3 4 5 6 7
## 21 2 3 4 5 6 7
## 22 2 3 4 5 6 7
## 23 2 3 4 5 6 7
## 24 2 3 4 5 6 7
## 25 2 3 4 5 6 7
## 26 2 3 4 5 6 7
## 27 2 3 4 5 6 7
## 28 2 3 4 5 6 7
## 29 2 3 4 5 6 7
## 30 2 3 4 5 6 7
## 31 2 3 4 5 6 7
## 32 2 3 4 5 6 7
## 33 2 3 4 5 6 7
## 34 2 3 4 5 6 7
## 35 2 3 4 5 6 7
## B.Cat8.Dim1 B.Cat9.Dim1
## 1 8 9
## 2 8 9
## 3 8 9
## 4 8 9
## 5 8 9
## 6 8 9
## 7 8 9
## 8 0 0
## 9 0 0
## 10 0 0
## 11 0 0
## 12 0 0
## 13 0 0
## 14 0 0
## 15 0 0
## 16 0 0
## 17 0 0
## 18 0 0
## 19 0 0
## 20 0 0
## 21 0 0
## 22 8 0
## 23 8 0
## 24 8 0
## 25 8 0
## 26 8 0
## 27 8 0
## 28 8 0
## 29 0 0
## 30 0 0
## 31 0 0
## 32 0 0
## 33 0 0
## 34 0 0
## 35 0 0
##
## Item Facet Parameters Xsi
## parameter facet xsi se.xsi
## 1 Trait_a item -1.054 0.128
## 2 Trait_b item -1.214 0.161
## 3 Trait_c item -0.818 0.155
## 4 Trait_d item -1.284 0.152
## 5 Trait_e item -0.501 0.158
## 6 step1 step -6.287 0.688
## 7 step2 step 0.437 0.421
## 8 step3 step -1.255 0.341
## 9 step4 step 1.876 0.232
## 10 step5 step -0.443 0.226
## 11 step6 step 2.737 0.246
## 12 step7 step 0.022 0.262
## 13 step8 step 2.637 0.621
## 14 step9 step 0.275 1.178
## 15 raters1 raters 0.074 0.120
## 16 raters2 raters -0.654 0.128
## 17 raters3 raters 0.246 0.121
## 18 raters4 raters 0.458 0.123
## 19 raters5 raters -0.414 0.123
## 20 raters6 raters 0.554 0.124
## 21 raters7 raters -0.264 0.302
##
## Item Parameters Xsi
## xsi se.xsi
## Trait_a -1.054 0.128
## Trait_b -1.214 0.161
## Trait_c -0.818 0.155
## Trait_d -1.284 0.152
## Trait_e -0.501 0.158
## step1 -6.287 0.688
## step2 0.437 0.421
## step3 -1.255 0.341
## step4 1.876 0.232
## step5 -0.443 0.226
## step6 2.737 0.246
## step7 0.022 0.262
## step8 2.637 0.621
## raters1 0.074 0.120
## raters2 -0.654 0.128
## raters3 0.246 0.121
## raters4 0.458 0.123
## raters5 -0.414 0.123
## raters6 0.554 0.1247.5.3 Test-taker Estimates
## Person (test-taker) Estimates
# Compute person fit statistics
person.fit <- tam.personfit(g.model)
person.fit # Check the person infit/outfit## outfitPerson outfitPerson_t infitPerson infitPerson_t
## 1 0.8382910 -0.6928767 0.8194121 -0.7884382
## 2 1.4049379 1.6899598 1.4026863 1.6786066
## 3 0.6732809 -1.5586521 0.6736822 -1.5694547## Iteration in WLE/MLE estimation 1 | Maximal change 0.7062
## Iteration in WLE/MLE estimation 2 | Maximal change 0.1152
## Iteration in WLE/MLE estimation 3 | Maximal change 3e-04
## Iteration in WLE/MLE estimation 4 | Maximal change 0
## ----
## WLE Reliability= 0.521## [1] 0.02186476 -0.17723136 0.156160847.5.4 Item’s Estimates
## Compute Item fit statistics
item.fit <- msq.itemfit(g.model)
summary(item.fit) # fit is shown for the rater*item combinations## ------------------------------------------------------------
## TAM 3.5-19 (2020-05-05 22:45:39)
## R version 3.6.2 (2019-12-12) x86_64, linux-gnu | nodename=bookdown | login=unknown
##
## Date of Analysis: 2021-01-05 19:54:08
## Time difference of 0.008835316 secs
## Computation time: 0.008835316
##
## MSQ item fit statitics (Function 'msq.itemfit')
##
## Call:
## msq.itemfit(object = g.model)
##
## ****************************************************
##
## Summary outfit and infit statistic
## fit M SD
## 1 Outfit 1.027 0.968
## 2 Infit 1.027 0.968
##
## ****************************************************
##
## Outfit and infit statistic
## item fitgroup Outfit Outfit_t Outfit_p Infit Infit_t Infit_p
## 1 Trait_a-raters1 1 0.085 -2.026 0.043 0.085 -2.026 0.043
## 2 Trait_a-raters2 2 0.350 -0.874 0.382 0.350 -0.874 0.382
## 3 Trait_a-raters3 3 0.593 -0.313 0.754 0.593 -0.313 0.754
## 4 Trait_a-raters4 4 1.503 0.788 0.431 1.503 0.788 0.431
## 5 Trait_a-raters5 5 3.285 2.502 0.012 3.285 2.502 0.012
## 6 Trait_a-raters6 6 0.179 -1.153 0.249 0.179 -1.153 0.249
## 7 Trait_a-raters7 7 1.104 0.369 0.712 1.104 0.369 0.712
## 8 Trait_b-raters1 8 0.003 -3.647 0.000 0.003 -3.647 0.000
## 9 Trait_b-raters2 9 0.487 -0.355 0.722 0.487 -0.355 0.722
## 10 Trait_b-raters3 10 0.472 -0.761 0.447 0.472 -0.761 0.447
## 11 Trait_b-raters4 11 0.952 0.166 0.868 0.952 0.166 0.868
## 12 Trait_b-raters5 12 1.363 0.673 0.501 1.363 0.673 0.501
## 13 Trait_b-raters6 13 0.315 -1.070 0.285 0.315 -1.070 0.285
## 14 Trait_b-raters7 14 2.099 1.382 0.167 2.099 1.382 0.167
## 15 Trait_c-raters1 15 0.330 -1.067 0.286 0.330 -1.067 0.286
## 16 Trait_c-raters2 16 0.294 -1.116 0.264 0.294 -1.116 0.264
## 17 Trait_c-raters3 17 0.446 -0.690 0.490 0.446 -0.690 0.490
## 18 Trait_c-raters4 18 1.122 0.414 0.679 1.122 0.414 0.679
## 19 Trait_c-raters5 19 1.855 1.237 0.216 1.855 1.237 0.216
## 20 Trait_c-raters6 20 1.404 0.712 0.476 1.404 0.712 0.476
## 21 Trait_c-raters7 21 0.660 -0.359 0.720 0.660 -0.359 0.720
## 22 Trait_d-raters1 22 0.440 -0.850 0.396 0.440 -0.850 0.396
## 23 Trait_d-raters2 23 0.446 -0.412 0.680 0.446 -0.412 0.680
## 24 Trait_d-raters3 24 0.702 -0.269 0.788 0.702 -0.269 0.788
## 25 Trait_d-raters4 25 0.639 -0.342 0.732 0.639 -0.342 0.732
## 26 Trait_d-raters5 26 4.444 2.620 0.009 4.444 2.620 0.009
## 27 Trait_d-raters6 27 0.176 -1.535 0.125 0.176 -1.535 0.125
## 28 Trait_d-raters7 28 0.656 -0.273 0.784 0.656 -0.273 0.784
## 29 Trait_e-raters1 29 0.160 -1.481 0.139 0.160 -1.481 0.139
## 30 Trait_e-raters2 30 1.550 0.927 0.354 1.550 0.927 0.354
## 31 Trait_e-raters3 31 2.888 1.827 0.068 2.888 1.827 0.068
## 32 Trait_e-raters4 32 1.633 0.918 0.358 1.633 0.918 0.358
## 33 Trait_e-raters5 33 1.298 0.627 0.530 1.298 0.627 0.530
## 34 Trait_e-raters6 34 0.750 -0.056 0.955 0.750 -0.056 0.955
## 35 Trait_e-raters7 35 1.248 0.561 0.575 1.248 0.561 0.575library(knitr) # Use the knitr package to print out the result table
kable(g.model$xsi.facets,digits=2)| parameter | facet | xsi | se.xsi |
|---|---|---|---|
| Trait_a | item | -1.05 | 0.13 |
| Trait_b | item | -1.21 | 0.16 |
| Trait_c | item | -0.82 | 0.16 |
| Trait_d | item | -1.28 | 0.15 |
| Trait_e | item | -0.50 | 0.16 |
| step1 | step | -6.29 | 0.69 |
| step2 | step | 0.44 | 0.42 |
| step3 | step | -1.25 | 0.34 |
| step4 | step | 1.88 | 0.23 |
| step5 | step | -0.44 | 0.23 |
| step6 | step | 2.74 | 0.25 |
| step7 | step | 0.02 | 0.26 |
| step8 | step | 2.64 | 0.62 |
| step9 | step | 0.27 | 1.18 |
| raters1 | raters | 0.07 | 0.12 |
| raters2 | raters | -0.65 | 0.13 |
| raters3 | raters | 0.25 | 0.12 |
| raters4 | raters | 0.46 | 0.12 |
| raters5 | raters | -0.41 | 0.12 |
| raters6 | raters | 0.55 | 0.12 |
| raters7 | raters | -0.26 | 0.30 |
7.5.5 Plots
7.5.5.1 The WrightMap
The tam.thresholds command provides us with the estimated difficulty for each item-by-rater
thr <- tam.threshold(g.model)
item.labs <- c("Trait_a", "Trait_b", "Trait_c", "Trait_d", "Trait_e")
rater.labs <- c("rater1", "rater2", "rater3")Now we need to turn it into a matrix formatted the way WrightMap expects. We could organize it by item:
thr1 <- matrix(thr, nrow = 5, byrow = TRUE)
wrightMap(theta, thr1, label.items = item.labs, thr.lab.text = rep(rater.labs, each = 5))
## [,1] [,2] [,3] [,4] [,5] [,6]
## [1,] -7.2682800 -7.996307 11.9999084 -6.8848572 -7.7568054 -6.7879944
## [2,] -0.9718323 -1.825470 -0.9273376 -0.7140198 -1.5879822 -0.4915466
## [3,] -0.6158752 -1.356720 -0.4443054 11.9999084 -1.1172180 11.9999084
## [4,] NA NA NA NA 0.2104797 11.9999084
## [5,] NA NA NA NA NA NA
## [,7] [,8] [,9] [,10] [,11] [,12] [,13]
## [1,] -7.6066589 -7.428497 -8.1565247 -7.256927 -7.0448914 -7.9168396 -6.948212
## [2,] -1.4376526 -1.302338 -2.0340271 11.999908 -0.9222107 -1.7945251 -0.655426
## [3,] 11.9999084 NA 11.9999084 11.999908 11.9999084 -0.3282166 NA
## [4,] 0.3608093 11.999908 -0.5809021 11.999908 NA -0.3414001 NA
## [5,] NA NA NA NA NA NA NA
## [,14] [,15] [,16] [,17] [,18] [,19] [,20]
## [1,] -7.766693 -7.031891 11.9999084 -6.860321 -6.648285 -7.5202332 -6.5516052
## [2,] -1.643829 -1.457611 -2.1938782 -1.286224 -1.078949 -1.9543762 -0.9773254
## [3,] -0.177887 11.999908 -0.9765930 NA 11.999908 -0.7370911 NA
## [4,] NA NA NA 11.999908 NA 0.5270691 NA
## [5,] NA NA 0.8229675 NA NA 1.0626526 NA
## [,21] [,22] [,23] [,24] [,25] [,26] [,27]
## [1,] -7.3700867 -7.497894 -8.2259216 -7.3263245 -7.114471 -7.9864197 -7.0176086
## [2,] -1.8040466 -1.061005 11.9999084 -0.8896179 -0.516449 -1.5577698 -0.5856628
## [3,] -0.5197449 11.999908 -1.1080627 11.9999084 11.999908 -0.8683777 11.9999084
## [4,] 0.6773987 NA -0.3977966 NA 11.999908 -0.1582947 NA
## [5,] NA NA NA NA NA NA NA
## [,28] [,29] [,30] [,31] [,32] [,33] [,34]
## [1,] 11.9999084 -6.715118 -7.4431458 -6.543732 -6.331696 -7.203643799 -6.234833
## [2,] -1.4074402 -1.535248 -2.2634583 -1.363861 -1.143585 -2.023956299 -1.046722
## [3,] -0.7182312 11.999908 11.9999084 11.999908 NA -0.471771240 11.999908
## [4,] 11.9999084 NA -0.2441711 NA NA -0.004669189 NA
## [5,] NA NA 0.1203918 NA NA 0.359893799 NA
## [,35] [,36] [,37] [,38] [,39] [,40] [,41]
## [1,] -7.0534973 -1.6518860 -2.380646 11.9999084 -1.2690125 -2.1411438 -1.122894
## [2,] 11.9999084 11.9999084 -1.472443 -0.5777893 -0.3608093 -1.2411804 11.999908
## [3,] -0.3216248 -0.4364319 -1.189362 -0.2648621 11.9999084 -0.9498596 11.999908
## [4,] 0.1456604 NA NA NA NA 0.3919373 NA
## [5,] NA NA NA NA NA NA NA
## [,42] [,43] [,44] [,45] [,46] [,47] [,48]
## [1,] -1.9908142 -1.8106384 -2.5406799 -1.639252 -1.428497 -2.3011780 -1.330353
## [2,] -1.0908508 -0.1249695 -1.1351624 11.999908 11.999908 -0.8956604 11.999908
## [3,] 11.9999084 NA 11.9999084 11.999908 11.999908 -0.1551819 NA
## [4,] 0.5422668 11.9999084 -0.4424744 11.999908 NA -0.2029724 NA
## [5,] NA NA NA NA NA NA NA
## [,49] [,50] [,51] [,52] [,53] [,54]
## [1,] -2.1510315 -1.414032 11.9999084 -1.242645 -0.983184814 -1.9045715
## [2,] -0.7145691 11.999908 -1.2809143 11.999908 -0.007965088 -1.0414124
## [3,] -0.0050354 11.999908 -0.4831238 NA 11.999908447 -0.2436218
## [4,] NA NA NA NA NA 0.7085266
## [5,] NA NA NA NA NA NA
## [,55] [,56] [,57] [,58] [,59] [,60] [,61]
## [1,] -0.9352112 -1.7544250 -1.882233 -2.61026001 -1.710663 -1.496613 -2.3707581
## [2,] 11.9999084 -0.8910828 11.999908 11.99990845 11.999908 11.999908 -0.6448059
## [3,] NA 11.9999084 NA -0.42562866 NA 11.999908 -0.1861267
## [4,] NA 0.8588562 NA -0.03909302 NA NA 0.2004089
## [5,] NA NA NA NA NA NA NA
## [,62] [,63]
## [1,] -1.399933 11.99990845
## [2,] 11.999908 -0.49447632
## [3,] NA -0.03579712
## [4,] NA NA
## [5,] NA NAOr by rater:
thr2 <- matrix(thr, nrow = 3)
wrightMap(theta, thr2, label.items = rater.labs, thr.lab.text = rep(item.labs, each = 3), axis.items = "Raters")
## [,1] [,2] [,3] [,4] [,5] [,6] [,7]
## [1,] -7.268280 -6.884857 -7.606659 -7.256927 -6.948212 11.999908 -7.520233
## [2,] -7.996307 -7.756805 -7.428497 -7.044891 -7.766693 -6.860321 -6.551605
## [3,] 11.999908 -6.787994 -8.156525 -7.916840 -7.031891 -6.648285 -7.370087
## [,8] [,9] [,10] [,11] [,12] [,13] [,14]
## [1,] -7.497894 -7.114471 11.999908 -6.543732 -6.234833 -2.380646 -2.141144
## [2,] -8.225922 -7.986420 -6.715118 -6.331696 -7.053497 11.999908 -1.122894
## [3,] -7.326324 -7.017609 -7.443146 -7.203644 -1.651886 -1.269012 -1.990814
## [,15] [,16] [,17] [,18] [,19] [,20] [,21]
## [1,] -1.810638 -1.428497 -2.151031 -1.2426453 -0.9352112 -2.610260 -2.370758
## [2,] -2.540680 -2.301178 -1.414032 -0.9831848 -1.7544250 -1.710663 -1.399933
## [3,] -1.639252 -1.330353 11.999908 -1.9045715 -1.8822327 -1.496613 11.999908
## [,22] [,23] [,24] [,25] [,26] [,27] [,28]
## [1,] -0.9718323 -0.7140198 -1.437653 11.9999084 -0.655426 -2.193878 -1.9543762
## [2,] -1.8254700 -1.5879822 -1.302338 -0.9222107 -1.643829 -1.286224 -0.9773254
## [3,] -0.9273376 -0.4915466 -2.034027 -1.7945251 -1.457611 -1.078949 -1.8040466
## [,29] [,30] [,31] [,32] [,33] [,34] [,35]
## [1,] -1.0610046 -0.5164490 -1.407440 -1.363861 -1.046722 -1.4724426 -1.241180
## [2,] 11.9999084 -1.5577698 -1.535248 -1.143585 11.999908 -0.5777893 11.999908
## [3,] -0.8896179 -0.5856628 -2.263458 -2.023956 11.999908 -0.3608093 -1.090851
## [,36] [,37] [,38] [,39] [,40] [,41]
## [1,] -0.1249695 11.9999084 -0.7145691 11.999908447 11.9999084 11.99991
## [2,] -1.1351624 -0.8956604 11.9999084 -0.007965088 -0.8910828 11.99991
## [3,] 11.9999084 11.9999084 -1.2809143 -1.041412354 11.9999084 11.99991
## [,42] [,43] [,44] [,45] [,46] [,47] [,48]
## [1,] -0.6448059 -0.6158752 11.999908 11.99991 11.9999084 NA -0.976593
## [2,] 11.9999084 -1.3567200 -1.117218 NA 11.9999084 -0.177887 NA
## [3,] -0.4944763 -0.4443054 11.999908 11.99991 -0.3282166 11.999908 11.999908
## [,49] [,50] [,51] [,52] [,53] [,54]
## [1,] -0.7370911 11.999908 11.9999084 -0.7182312 11.9999084 11.9999084
## [2,] NA -1.108063 -0.8683777 11.9999084 NA -0.3216248
## [3,] -0.5197449 11.999908 11.9999084 11.9999084 -0.4717712 -0.4364319
## [,55] [,56] [,57] [,58] [,59] [,60] [,61]
## [1,] -1.1893616 -0.9498596 NA 11.9999084 -0.0050354 NA NA
## [2,] -0.2648621 11.9999084 11.99991 -0.1551819 11.9999084 11.9999084 11.99991
## [3,] 11.9999084 11.9999084 11.99991 NA -0.4831238 -0.2436218 NA
## [,62] [,63] [,64] [,65] [,66] [,67] [,68]
## [1,] -0.4256287 -0.18612671 NA NA 0.3608093 11.9999084 NA
## [2,] NA NA NA 0.2104797 11.9999084 NA NA
## [3,] 11.9999084 -0.03579712 NA 11.9999084 -0.5809021 -0.3414001 NA
## [,69] [,70] [,71] [,72] [,73] [,74] [,75]
## [1,] NA 0.5270691 NA 11.9999084 11.9999084 NA NA
## [2,] 11.99991 NA -0.3977966 -0.1582947 NA NA 0.1456604
## [3,] NA 0.6773987 NA NA -0.2441711 -0.004669189 NA
## [,76] [,77] [,78] [,79] [,80] [,81] [,82]
## [1,] NA 0.3919373 11.9999084 NA NA NA NA
## [2,] NA NA -0.4424744 -0.2029724 NA NA 0.8588562
## [3,] NA 0.5422668 11.9999084 NA NA 0.7085266 NA
## [,83] [,84] [,85] [,86] [,87] [,88] [,89] [,90] [,91]
## [1,] -0.03909302 0.2004089 NA NA NA NA NA 0.8229675 1.062653
## [2,] NA NA NA NA NA NA NA NA NA
## [3,] NA NA NA NA NA NA NA NA NA
## [,92] [,93] [,94] [,95] [,96] [,97] [,98] [,99] [,100] [,101]
## [1,] NA NA NA NA NA NA NA NA NA NA
## [2,] NA NA NA NA NA NA NA NA NA NA
## [3,] NA NA 0.1203918 0.3598938 NA NA NA NA NA NA
## [,102] [,103] [,104] [,105]
## [1,] NA NA NA NA
## [2,] NA NA NA NA
## [3,] NA NA NA NA7.5.5.2 Plot Item Response Curves
## Iteration in WLE/MLE estimation 1 | Maximal change 0.7062
## Iteration in WLE/MLE estimation 2 | Maximal change 0.1152
## Iteration in WLE/MLE estimation 3 | Maximal change 3e-04
## Iteration in WLE/MLE estimation 4 | Maximal change 0
## ----
## WLE Reliability= 0.521
## ....................................................
## Plots exported in png format into folder:
## /opt/rstudio-connect/mnt/report/Plots## Iteration in WLE/MLE estimation 1 | Maximal change 0.7062
## Iteration in WLE/MLE estimation 2 | Maximal change 0.1152
## Iteration in WLE/MLE estimation 3 | Maximal change 3e-04
## Iteration in WLE/MLE estimation 4 | Maximal change 0
## ----
## WLE Reliability= 0.521
## ....................................................
## Plots exported in png format into folder:
## /opt/rstudio-connect/mnt/report/Plots7.6 Reference
Robert J. Sternberg & Elena L. Grigorenko (2001) Guilford’s Structure of Intellect Model and Model of Creativity: Contributions and Limitations, Creativity Research Journal, 13:3-4, 309-316, DOI: 10.1207/S15326934CRJ1334_08
7.7 Example 2:
As a second example, let’s analyze some data from a performance assessment in which 21 raters scored 372 students’ essays on four domains: Style, Organization, Conventions, and Sentence Formation
Note that the data are in long format: This means that there are multiple rows for each element within the object of measurement (multiple rows for each student).
## student rater style org conv
## Min. : 3.0 Min. : 1 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.: 392.0 1st Qu.: 6 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000
## Median : 782.0 Median :11 Median :3.000 Median :3.000 Median :3.000
## Mean : 784.3 Mean :11 Mean :2.613 Mean :2.521 Mean :2.711
## 3rd Qu.:1171.2 3rd Qu.:16 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:3.000
## Max. :1574.0 Max. :21 Max. :4.000 Max. :4.000 Max. :4.000
## sent_form
## Min. :1.000
## 1st Qu.:2.000
## Median :3.000
## Mean :2.918
## 3rd Qu.:4.000
## Max. :4.000## [1] 372Next, let’s prepare the data for analysis with TAM by shifting the scale so that the lowest category equals zero:
Now, we can run a MFR model with the following facets: Students (object of measurement), Raters, and Domains.
To work with the TAM package, we will treat Domains like items.
We will run a Rating Scale formulation of the model first.
# First, ensure that the data are ordered by the object of measurement:
georgia_writing <- georgia_writing[order(georgia_writing$student),]
## set up the MFR model analysis:
# identify the facets besides items:
writing.facets <- georgia_writing[, c("rater"),drop=FALSE]
# identify the object of measurement:
writing.pid <- georgia_writing$student
# identify the response matrix:
writing.resp <- georgia_writing[,-c(1:2)]
# specify the RS-MFR model:
RS.writing.formula <- ~ item + rater + step
# Run the RS-MFR model:
writing.model <- tam.mml.mfr(resp=writing.resp,facets=writing.facets,
formulaA=RS.writing.formula, pid=writing.pid)## ....................................................
## Processing Data 2021-01-05 19:54:33
## o Check facets ( 2021-01-05 19:54:33 )
## * Changed levels of facet rater: '_1_' '_2_' '_3_' '_4_' '_5_' '_6_' '_7_' '_8_' '_9_' '_10' '_11' '_12' '_13' '_14' '_15' '_16' '_17' '_18' '_19' '_20' '_21'
## o Create design matrix A
## |**********|
## ||
## o Created A Matrix ( 2021-01-05 19:54:33 )
## o Created B Matrix ( 2021-01-05 19:54:33 )
## o Relabeled Variable Names ( 2021-01-05 19:54:34 )
## * Created Design Matrices ( 2021-01-05 19:54:34 )
## * Arranged Response Data with Multiple Person Rows ( 2021-01-05 19:54:35 )
## * Response Data: 372 Persons and 84 Generalized Items ( 2021-01-05 19:54:35 )
## * Numerical integration with 21 nodes
## * Calculated Sufficient Statistics ( 2021-01-05 19:54:35 )
## ....................................................
## Iteration 1 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----------
## Deviance = 93217.9291
## Maximum item intercept parameter change: 0.829827
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.433753
## ....................................................
## Iteration 2 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----------
## Deviance = 65257.2947 | Absolute change: 27960.63 | Relative change: 0.4284676
## Maximum item intercept parameter change: 0.436376
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.470474
## ....................................................
## Iteration 3 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----------
## Deviance = 57773.1204 | Absolute change: 7484.174 | Relative change: 0.1295442
## Maximum item intercept parameter change: 0.740226
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.734635
## ....................................................
## Iteration 4 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----------
## Deviance = 52054.0513 | Absolute change: 5719.069 | Relative change: 0.1098679
## Maximum item intercept parameter change: 0.534933
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.2983
## ....................................................
## Iteration 5 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----------
## Deviance = 49320.5547 | Absolute change: 2733.497 | Relative change: 0.05542307
## Maximum item intercept parameter change: 0.40361
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.10622
## ....................................................
## Iteration 6 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----------
## Deviance = 48011.4028 | Absolute change: 1309.152 | Relative change: 0.02726752
## Maximum item intercept parameter change: 0.309208
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.823373
## ....................................................
## Iteration 7 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----------
## Deviance = 47291.9752 | Absolute change: 719.4275 | Relative change: 0.01521247
## Maximum item intercept parameter change: 0.218133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.646087
## ....................................................
## Iteration 8 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----------
## Deviance = 46933.8134 | Absolute change: 358.1618 | Relative change: 0.00763121
## Maximum item intercept parameter change: 0.167289
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.503832
## ....................................................
## Iteration 9 2021-01-05 19:54:35
## E Step
## M Step Intercepts |---------
## Deviance = 46720.4874 | Absolute change: 213.3261 | Relative change: 0.00456601
## Maximum item intercept parameter change: 0.12468
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.429689
## ....................................................
## Iteration 10 2021-01-05 19:54:35
## E Step
## M Step Intercepts |---------
## Deviance = 46601.7402 | Absolute change: 118.7472 | Relative change: 0.00254813
## Maximum item intercept parameter change: 0.097787
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.311186
## ....................................................
## Iteration 11 2021-01-05 19:54:35
## E Step
## M Step Intercepts |---------
## Deviance = 46529.1358 | Absolute change: 72.6044 | Relative change: 0.00156041
## Maximum item intercept parameter change: 0.07335
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.244581
## ....................................................
## Iteration 12 2021-01-05 19:54:35
## E Step
## M Step Intercepts |---------
## Deviance = 46486.0699 | Absolute change: 43.0659 | Relative change: 0.00092643
## Maximum item intercept parameter change: 0.05706
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.179633
## ....................................................
## Iteration 13 2021-01-05 19:54:35
## E Step
## M Step Intercepts |--------
## Deviance = 46459.5919 | Absolute change: 26.478 | Relative change: 0.00056991
## Maximum item intercept parameter change: 0.044368
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.149748
## ....................................................
## Iteration 14 2021-01-05 19:54:35
## E Step
## M Step Intercepts |--------
## Deviance = 46442.7158 | Absolute change: 16.8761 | Relative change: 0.00036337
## Maximum item intercept parameter change: 0.034871
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.116893
## ....................................................
## Iteration 15 2021-01-05 19:54:35
## E Step
## M Step Intercepts |--------
## Deviance = 46431.4378 | Absolute change: 11.278 | Relative change: 0.0002429
## Maximum item intercept parameter change: 0.028089
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.093672
## ....................................................
## Iteration 16 2021-01-05 19:54:35
## E Step
## M Step Intercepts |-------
## Deviance = 46423.3834 | Absolute change: 8.0544 | Relative change: 0.0001735
## Maximum item intercept parameter change: 0.02192
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.074728
## ....................................................
## Iteration 17 2021-01-05 19:54:35
## E Step
## M Step Intercepts |-------
## Deviance = 46417.7965 | Absolute change: 5.5868 | Relative change: 0.00012036
## Maximum item intercept parameter change: 0.017196
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.058739
## ....................................................
## Iteration 18 2021-01-05 19:54:35
## E Step
## M Step Intercepts |-------
## Deviance = 46413.6874 | Absolute change: 4.1092 | Relative change: 8.853e-05
## Maximum item intercept parameter change: 0.01436
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.046126
## ....................................................
## Iteration 19 2021-01-05 19:54:35
## E Step
## M Step Intercepts |------
## Deviance = 46410.5734 | Absolute change: 3.1139 | Relative change: 6.71e-05
## Maximum item intercept parameter change: 0.011945
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.036249
## ....................................................
## Iteration 20 2021-01-05 19:54:35
## E Step
## M Step Intercepts |------
## Deviance = 46408.3237 | Absolute change: 2.2497 | Relative change: 4.848e-05
## Maximum item intercept parameter change: 0.011146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.015984
## ....................................................
## Iteration 21 2021-01-05 19:54:35
## E Step
## M Step Intercepts |------
## Deviance = 46406.3457 | Absolute change: 1.9781 | Relative change: 4.262e-05
## Maximum item intercept parameter change: 0.011439
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.025198
## ....................................................
## Iteration 22 2021-01-05 19:54:35
## E Step
## M Step Intercepts |-----
## Deviance = 46404.5713 | Absolute change: 1.7744 | Relative change: 3.824e-05
## Maximum item intercept parameter change: 0.010283
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.01142
## ....................................................
## Iteration 23 2021-01-05 19:54:35
## E Step
## M Step Intercepts |-----
## Deviance = 46402.9986 | Absolute change: 1.5726 | Relative change: 3.389e-05
## Maximum item intercept parameter change: 0.01013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.011823
## ....................................................
## Iteration 24 2021-01-05 19:54:35
## E Step
## M Step Intercepts |-----
## Deviance = 46401.4809 | Absolute change: 1.5177 | Relative change: 3.271e-05
## Maximum item intercept parameter change: 0.009994
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.011463
## ....................................................
## Iteration 25 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46400.0014 | Absolute change: 1.4795 | Relative change: 3.189e-05
## Maximum item intercept parameter change: 0.009768
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.01073
## ....................................................
## Iteration 26 2021-01-05 19:54:35
## E Step
## M Step Intercepts |-----
## Deviance = 46398.5617 | Absolute change: 1.4397 | Relative change: 3.103e-05
## Maximum item intercept parameter change: 0.00975
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.008813
## ....................................................
## Iteration 27 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46397.1344 | Absolute change: 1.4273 | Relative change: 3.076e-05
## Maximum item intercept parameter change: 0.009732
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.008874
## ....................................................
## Iteration 28 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46395.7023 | Absolute change: 1.4321 | Relative change: 3.087e-05
## Maximum item intercept parameter change: 0.009771
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.008449
## ....................................................
## Iteration 29 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46394.2576 | Absolute change: 1.4448 | Relative change: 3.114e-05
## Maximum item intercept parameter change: 0.009837
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.008239
## ....................................................
## Iteration 30 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46392.7934 | Absolute change: 1.4641 | Relative change: 3.156e-05
## Maximum item intercept parameter change: 0.009864
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00813
## ....................................................
## Iteration 31 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46391.3069 | Absolute change: 1.4866 | Relative change: 3.204e-05
## Maximum item intercept parameter change: 0.009956
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.007401
## ....................................................
## Iteration 32 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46389.792 | Absolute change: 1.5148 | Relative change: 3.265e-05
## Maximum item intercept parameter change: 0.010065
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.007225
## ....................................................
## Iteration 33 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46388.2413 | Absolute change: 1.5507 | Relative change: 3.343e-05
## Maximum item intercept parameter change: 0.010196
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.007238
## ....................................................
## Iteration 34 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46386.6532 | Absolute change: 1.5881 | Relative change: 3.424e-05
## Maximum item intercept parameter change: 0.010298
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.007165
## ....................................................
## Iteration 35 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46385.0242 | Absolute change: 1.629 | Relative change: 3.512e-05
## Maximum item intercept parameter change: 0.010389
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.006819
## ....................................................
## Iteration 36 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46383.3585 | Absolute change: 1.6657 | Relative change: 3.591e-05
## Maximum item intercept parameter change: 0.01048
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.006157
## ....................................................
## Iteration 37 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46381.6573 | Absolute change: 1.7012 | Relative change: 3.668e-05
## Maximum item intercept parameter change: 0.010585
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.005553
## ....................................................
## Iteration 38 2021-01-05 19:54:35
## E Step
## M Step Intercepts |---
## Deviance = 46379.9186 | Absolute change: 1.7387 | Relative change: 3.749e-05
## Maximum item intercept parameter change: 0.010635
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.005158
## ....................................................
## Iteration 39 2021-01-05 19:54:35
## E Step
## M Step Intercepts |---
## Deviance = 46378.1506 | Absolute change: 1.7681 | Relative change: 3.812e-05
## Maximum item intercept parameter change: 0.010693
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.004215
## ....................................................
## Iteration 40 2021-01-05 19:54:35
## E Step
## M Step Intercepts |---
## Deviance = 46376.3555 | Absolute change: 1.7951 | Relative change: 3.871e-05
## Maximum item intercept parameter change: 0.010732
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.003389
## ....................................................
## Iteration 41 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46374.5363 | Absolute change: 1.8192 | Relative change: 3.923e-05
## Maximum item intercept parameter change: 0.010766
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.002588
## ....................................................
## Iteration 42 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46372.6946 | Absolute change: 1.8417 | Relative change: 3.972e-05
## Maximum item intercept parameter change: 0.010786
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.001819
## ....................................................
## Iteration 43 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46370.835 | Absolute change: 1.8596 | Relative change: 4.01e-05
## Maximum item intercept parameter change: 0.010822
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.001036
## ....................................................
## Iteration 44 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46368.9606 | Absolute change: 1.8743 | Relative change: 4.042e-05
## Maximum item intercept parameter change: 0.010855
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000291
## ....................................................
## Iteration 45 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46367.0783 | Absolute change: 1.8823 | Relative change: 4.06e-05
## Maximum item intercept parameter change: 0.010879
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00089
## ....................................................
## Iteration 46 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46365.1862 | Absolute change: 1.8921 | Relative change: 4.081e-05
## Maximum item intercept parameter change: 0.010883
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 47 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46363.3 | Absolute change: 1.8862 | Relative change: 4.068e-05
## Maximum item intercept parameter change: 0.010855
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000245
## ....................................................
## Iteration 48 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46361.4234 | Absolute change: 1.8767 | Relative change: 4.048e-05
## Maximum item intercept parameter change: 0.01081
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.8e-05
## ....................................................
## Iteration 49 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46359.5635 | Absolute change: 1.8599 | Relative change: 4.012e-05
## Maximum item intercept parameter change: 0.01074
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000433
## ....................................................
## Iteration 50 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46357.7314 | Absolute change: 1.8321 | Relative change: 3.952e-05
## Maximum item intercept parameter change: 0.010646
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000333
## ....................................................
## Iteration 51 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46355.9319 | Absolute change: 1.7995 | Relative change: 3.882e-05
## Maximum item intercept parameter change: 0.010509
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000679
## ....................................................
## Iteration 52 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46354.1827 | Absolute change: 1.7492 | Relative change: 3.774e-05
## Maximum item intercept parameter change: 0.010332
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000256
## ....................................................
## Iteration 53 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46352.4867 | Absolute change: 1.6959 | Relative change: 3.659e-05
## Maximum item intercept parameter change: 0.010148
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000435
## ....................................................
## Iteration 54 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46350.8563 | Absolute change: 1.6304 | Relative change: 3.517e-05
## Maximum item intercept parameter change: 0.009925
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000347
## ....................................................
## Iteration 55 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46349.2975 | Absolute change: 1.5588 | Relative change: 3.363e-05
## Maximum item intercept parameter change: 0.009692
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000677
## ....................................................
## Iteration 56 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46347.8165 | Absolute change: 1.4811 | Relative change: 3.196e-05
## Maximum item intercept parameter change: 0.009426
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000372
## ....................................................
## Iteration 57 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46346.4174 | Absolute change: 1.3991 | Relative change: 3.019e-05
## Maximum item intercept parameter change: 0.009152
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000572
## ....................................................
## Iteration 58 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46345.1037 | Absolute change: 1.3137 | Relative change: 2.835e-05
## Maximum item intercept parameter change: 0.008829
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000352
## ....................................................
## Iteration 59 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46343.8799 | Absolute change: 1.2238 | Relative change: 2.641e-05
## Maximum item intercept parameter change: 0.008521
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000542
## ....................................................
## Iteration 60 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46342.7435 | Absolute change: 1.1363 | Relative change: 2.452e-05
## Maximum item intercept parameter change: 0.008197
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00026
## ....................................................
## Iteration 61 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46341.6933 | Absolute change: 1.0502 | Relative change: 2.266e-05
## Maximum item intercept parameter change: 0.007862
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000242
## ....................................................
## Iteration 62 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46340.7276 | Absolute change: 0.9658 | Relative change: 2.084e-05
## Maximum item intercept parameter change: 0.007529
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000254
## ....................................................
## Iteration 63 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46339.8433 | Absolute change: 0.8842 | Relative change: 1.908e-05
## Maximum item intercept parameter change: 0.007198
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000262
## ....................................................
## Iteration 64 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46339.0354 | Absolute change: 0.8079 | Relative change: 1.743e-05
## Maximum item intercept parameter change: 0.006875
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000185
## ....................................................
## Iteration 65 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46338.2996 | Absolute change: 0.7358 | Relative change: 1.588e-05
## Maximum item intercept parameter change: 0.006557
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000176
## ....................................................
## Iteration 66 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46337.63 | Absolute change: 0.6695 | Relative change: 1.445e-05
## Maximum item intercept parameter change: 0.00625
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000172
## ....................................................
## Iteration 67 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46337.0223 | Absolute change: 0.6077 | Relative change: 1.312e-05
## Maximum item intercept parameter change: 0.005952
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.1e-05
## ....................................................
## Iteration 68 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46336.4708 | Absolute change: 0.5515 | Relative change: 1.19e-05
## Maximum item intercept parameter change: 0.005675
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.4e-05
## ....................................................
## Iteration 69 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46335.9708 | Absolute change: 0.5 | Relative change: 1.079e-05
## Maximum item intercept parameter change: 0.005394
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.3e-05
## ....................................................
## Iteration 70 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46335.5176 | Absolute change: 0.4532 | Relative change: 9.78e-06
## Maximum item intercept parameter change: 0.005149
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.3e-05
## ....................................................
## Iteration 71 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46335.1063 | Absolute change: 0.4113 | Relative change: 8.88e-06
## Maximum item intercept parameter change: 0.004909
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00024
## ....................................................
## Iteration 72 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46334.7327 | Absolute change: 0.3735 | Relative change: 8.06e-06
## Maximum item intercept parameter change: 0.004677
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.2e-05
## ....................................................
## Iteration 73 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46334.3938 | Absolute change: 0.339 | Relative change: 7.32e-06
## Maximum item intercept parameter change: 0.004478
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000438
## ....................................................
## Iteration 74 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46334.0853 | Absolute change: 0.3085 | Relative change: 6.66e-06
## Maximum item intercept parameter change: 0.00425
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.6e-05
## ....................................................
## Iteration 75 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46333.8053 | Absolute change: 0.2799 | Relative change: 6.04e-06
## Maximum item intercept parameter change: 0.00408
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000477
## ....................................................
## Iteration 76 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46333.55 | Absolute change: 0.2553 | Relative change: 5.51e-06
## Maximum item intercept parameter change: 0.003868
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 77 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46333.318 | Absolute change: 0.232 | Relative change: 5.01e-06
## Maximum item intercept parameter change: 0.003721
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000457
## ....................................................
## Iteration 78 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46333.106 | Absolute change: 0.2121 | Relative change: 4.58e-06
## Maximum item intercept parameter change: 0.003527
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.7e-05
## ....................................................
## Iteration 79 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46332.9128 | Absolute change: 0.1932 | Relative change: 4.17e-06
## Maximum item intercept parameter change: 0.003398
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000409
## ....................................................
## Iteration 80 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46332.7359 | Absolute change: 0.1769 | Relative change: 3.82e-06
## Maximum item intercept parameter change: 0.003224
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.5e-05
## ....................................................
## Iteration 81 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46332.5745 | Absolute change: 0.1615 | Relative change: 3.48e-06
## Maximum item intercept parameter change: 0.00311
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000374
## ....................................................
## Iteration 82 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46332.426 | Absolute change: 0.1485 | Relative change: 3.2e-06
## Maximum item intercept parameter change: 0.002956
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 83 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46332.2902 | Absolute change: 0.1358 | Relative change: 2.93e-06
## Maximum item intercept parameter change: 0.002855
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000352
## ....................................................
## Iteration 84 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46332.1649 | Absolute change: 0.1252 | Relative change: 2.7e-06
## Maximum item intercept parameter change: 0.002714
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00011
## ....................................................
## Iteration 85 2021-01-05 19:54:35
## E Step
## M Step Intercepts |----
## Deviance = 46332.0501 | Absolute change: 0.1149 | Relative change: 2.48e-06
## Maximum item intercept parameter change: 0.002629
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000323
## ....................................................
## Iteration 86 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.9439 | Absolute change: 0.1062 | Relative change: 2.29e-06
## Maximum item intercept parameter change: 0.002501
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000138
## ....................................................
## Iteration 87 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.8463 | Absolute change: 0.0977 | Relative change: 2.11e-06
## Maximum item intercept parameter change: 0.002428
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000318
## ....................................................
## Iteration 88 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.7557 | Absolute change: 0.0905 | Relative change: 1.95e-06
## Maximum item intercept parameter change: 0.002311
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000139
## ....................................................
## Iteration 89 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.6723 | Absolute change: 0.0834 | Relative change: 1.8e-06
## Maximum item intercept parameter change: 0.002248
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000299
## ....................................................
## Iteration 90 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.5947 | Absolute change: 0.0776 | Relative change: 1.67e-06
## Maximum item intercept parameter change: 0.002141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000143
## ....................................................
## Iteration 91 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.5231 | Absolute change: 0.0717 | Relative change: 1.55e-06
## Maximum item intercept parameter change: 0.002087
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000301
## ....................................................
## Iteration 92 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.4563 | Absolute change: 0.0668 | Relative change: 1.44e-06
## Maximum item intercept parameter change: 0.001988
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000153
## ....................................................
## Iteration 93 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.3944 | Absolute change: 0.0619 | Relative change: 1.34e-06
## Maximum item intercept parameter change: 0.001941
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000299
## ....................................................
## Iteration 94 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.3365 | Absolute change: 0.0578 | Relative change: 1.25e-06
## Maximum item intercept parameter change: 0.001851
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000127
## ....................................................
## Iteration 95 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.2829 | Absolute change: 0.0536 | Relative change: 1.16e-06
## Maximum item intercept parameter change: 0.001813
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000348
## ....................................................
## Iteration 96 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.2325 | Absolute change: 0.0504 | Relative change: 1.09e-06
## Maximum item intercept parameter change: 0.001726
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000181
## ....................................................
## Iteration 97 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.1857 | Absolute change: 0.0468 | Relative change: 1.01e-06
## Maximum item intercept parameter change: 0.001694
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000303
## ....................................................
## Iteration 98 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.1418 | Absolute change: 0.0439 | Relative change: 9.5e-07
## Maximum item intercept parameter change: 0.001613
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000205
## ....................................................
## Iteration 99 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.1008 | Absolute change: 0.041 | Relative change: 8.8e-07
## Maximum item intercept parameter change: 0.001585
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000274
## ....................................................
## Iteration 100 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.0623 | Absolute change: 0.0385 | Relative change: 8.3e-07
## Maximum item intercept parameter change: 0.001511
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000206
## ....................................................
## Iteration 101 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46331.0263 | Absolute change: 0.036 | Relative change: 7.8e-07
## Maximum item intercept parameter change: 0.001487
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000258
## ....................................................
## Iteration 102 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.9924 | Absolute change: 0.0339 | Relative change: 7.3e-07
## Maximum item intercept parameter change: 0.001419
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000211
## ....................................................
## Iteration 103 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.9607 | Absolute change: 0.0318 | Relative change: 6.9e-07
## Maximum item intercept parameter change: 0.001399
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000279
## ....................................................
## Iteration 104 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.9306 | Absolute change: 0.03 | Relative change: 6.5e-07
## Maximum item intercept parameter change: 0.001334
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000186
## ....................................................
## Iteration 105 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.9025 | Absolute change: 0.0281 | Relative change: 6.1e-07
## Maximum item intercept parameter change: 0.001319
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000288
## ....................................................
## Iteration 106 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.8759 | Absolute change: 0.0267 | Relative change: 5.8e-07
## Maximum item intercept parameter change: 0.001257
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000184
## ....................................................
## Iteration 107 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.8509 | Absolute change: 0.025 | Relative change: 5.4e-07
## Maximum item intercept parameter change: 0.001244
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000258
## ....................................................
## Iteration 108 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.8272 | Absolute change: 0.0237 | Relative change: 5.1e-07
## Maximum item intercept parameter change: 0.001187
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000194
## ....................................................
## Iteration 109 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.8049 | Absolute change: 0.0223 | Relative change: 4.8e-07
## Maximum item intercept parameter change: 0.001177
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000276
## ....................................................
## Iteration 110 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.7836 | Absolute change: 0.0213 | Relative change: 4.6e-07
## Maximum item intercept parameter change: 0.001121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000193
## ....................................................
## Iteration 111 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.7637 | Absolute change: 0.0199 | Relative change: 4.3e-07
## Maximum item intercept parameter change: 0.001114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000263
## ....................................................
## Iteration 112 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.7446 | Absolute change: 0.0191 | Relative change: 4.1e-07
## Maximum item intercept parameter change: 0.001061
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000195
## ....................................................
## Iteration 113 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.7267 | Absolute change: 0.0179 | Relative change: 3.9e-07
## Maximum item intercept parameter change: 0.001056
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000245
## ....................................................
## Iteration 114 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.7096 | Absolute change: 0.0171 | Relative change: 3.7e-07
## Maximum item intercept parameter change: 0.001007
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000194
## ....................................................
## Iteration 115 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.6935 | Absolute change: 0.0161 | Relative change: 3.5e-07
## Maximum item intercept parameter change: 0.001004
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000265
## ....................................................
## Iteration 116 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.678 | Absolute change: 0.0155 | Relative change: 3.3e-07
## Maximum item intercept parameter change: 0.000955
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000177
## ....................................................
## Iteration 117 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.6634 | Absolute change: 0.0145 | Relative change: 3.1e-07
## Maximum item intercept parameter change: 0.000955
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000252
## ....................................................
## Iteration 118 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.6494 | Absolute change: 0.014 | Relative change: 3e-07
## Maximum item intercept parameter change: 0.000908
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000188
## ....................................................
## Iteration 119 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.6362 | Absolute change: 0.0132 | Relative change: 2.8e-07
## Maximum item intercept parameter change: 0.000909
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000232
## ....................................................
## Iteration 120 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.6235 | Absolute change: 0.0127 | Relative change: 2.7e-07
## Maximum item intercept parameter change: 0.000866
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000194
## ....................................................
## Iteration 121 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.6115 | Absolute change: 0.012 | Relative change: 2.6e-07
## Maximum item intercept parameter change: 0.000869
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000256
## ....................................................
## Iteration 122 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5999 | Absolute change: 0.0116 | Relative change: 2.5e-07
## Maximum item intercept parameter change: 0.000825
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000191
## ....................................................
## Iteration 123 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.589 | Absolute change: 0.0109 | Relative change: 2.4e-07
## Maximum item intercept parameter change: 0.000829
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000225
## ....................................................
## Iteration 124 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5785 | Absolute change: 0.0106 | Relative change: 2.3e-07
## Maximum item intercept parameter change: 0.000787
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000184
## ....................................................
## Iteration 125 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5685 | Absolute change: 0.0099 | Relative change: 2.1e-07
## Maximum item intercept parameter change: 0.000792
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000208
## ....................................................
## Iteration 126 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5589 | Absolute change: 0.0096 | Relative change: 2.1e-07
## Maximum item intercept parameter change: 0.000752
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000186
## ....................................................
## Iteration 127 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5498 | Absolute change: 0.0091 | Relative change: 2e-07
## Maximum item intercept parameter change: 0.000758
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000194
## ....................................................
## Iteration 128 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.541 | Absolute change: 0.0088 | Relative change: 1.9e-07
## Maximum item intercept parameter change: 0.000724
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000186
## ....................................................
## Iteration 129 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5326 | Absolute change: 0.0084 | Relative change: 1.8e-07
## Maximum item intercept parameter change: 0.000732
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000317
## ....................................................
## Iteration 130 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5242 | Absolute change: 0.0084 | Relative change: 1.8e-07
## Maximum item intercept parameter change: 0.000691
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000161
## ....................................................
## Iteration 131 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5166 | Absolute change: 0.0076 | Relative change: 1.6e-07
## Maximum item intercept parameter change: 0.000701
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000264
## ....................................................
## Iteration 132 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5089 | Absolute change: 0.0076 | Relative change: 1.6e-07
## Maximum item intercept parameter change: 0.000661
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000162
## ....................................................
## Iteration 133 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.5019 | Absolute change: 0.007 | Relative change: 1.5e-07
## Maximum item intercept parameter change: 0.00067
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000195
## ....................................................
## Iteration 134 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.495 | Absolute change: 0.0069 | Relative change: 1.5e-07
## Maximum item intercept parameter change: 0.000634
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000172
## ....................................................
## Iteration 135 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4884 | Absolute change: 0.0065 | Relative change: 1.4e-07
## Maximum item intercept parameter change: 0.000628
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000148
## ....................................................
## Iteration 136 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4821 | Absolute change: 0.0063 | Relative change: 1.4e-07
## Maximum item intercept parameter change: 0.000606
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000179
## ....................................................
## Iteration 137 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4761 | Absolute change: 0.0061 | Relative change: 1.3e-07
## Maximum item intercept parameter change: 0.000604
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000112
## ....................................................
## Iteration 138 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4703 | Absolute change: 0.0058 | Relative change: 1.2e-07
## Maximum item intercept parameter change: 0.000583
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000185
## ....................................................
## Iteration 139 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4647 | Absolute change: 0.0056 | Relative change: 1.2e-07
## Maximum item intercept parameter change: 0.000582
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000104
## ....................................................
## Iteration 140 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4593 | Absolute change: 0.0053 | Relative change: 1.2e-07
## Maximum item intercept parameter change: 0.000561
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000185
## ....................................................
## Iteration 141 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4541 | Absolute change: 0.0052 | Relative change: 1.1e-07
## Maximum item intercept parameter change: 0.000561
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 142 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4491 | Absolute change: 0.005 | Relative change: 1.1e-07
## Maximum item intercept parameter change: 0.00054
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000181
## ....................................................
## Iteration 143 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4442 | Absolute change: 0.0049 | Relative change: 1e-07
## Maximum item intercept parameter change: 0.000547
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 144 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4396 | Absolute change: 0.0046 | Relative change: 1e-07
## Maximum item intercept parameter change: 0.00052
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000186
## ....................................................
## Iteration 145 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4351 | Absolute change: 0.0045 | Relative change: 1e-07
## Maximum item intercept parameter change: 0.000529
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 146 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4307 | Absolute change: 0.0043 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000501
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000198
## ....................................................
## Iteration 147 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4265 | Absolute change: 0.0043 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000512
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000117
## ....................................................
## Iteration 148 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4224 | Absolute change: 0.0041 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000483
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000182
## ....................................................
## Iteration 149 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4184 | Absolute change: 0.0039 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000497
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.6e-05
## ....................................................
## Iteration 150 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4147 | Absolute change: 0.0038 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000466
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000198
## ....................................................
## Iteration 151 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4109 | Absolute change: 0.0037 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000483
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 152 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4074 | Absolute change: 0.0035 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000451
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000208
## ....................................................
## Iteration 153 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4039 | Absolute change: 0.0035 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000469
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 154 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.4005 | Absolute change: 0.0033 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000436
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000193
## ....................................................
## Iteration 155 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3972 | Absolute change: 0.0033 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000456
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 156 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3941 | Absolute change: 0.0031 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000421
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-04
## ....................................................
## Iteration 157 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.391 | Absolute change: 0.0031 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000442
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.9e-05
## ....................................................
## Iteration 158 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3881 | Absolute change: 0.0029 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000412
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000206
## ....................................................
## Iteration 159 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3851 | Absolute change: 0.003 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000417
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000135
## ....................................................
## Iteration 160 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3822 | Absolute change: 0.0029 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000399
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000174
## ....................................................
## Iteration 161 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3795 | Absolute change: 0.0028 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000404
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000121
## ....................................................
## Iteration 162 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3768 | Absolute change: 0.0027 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000387
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000166
## ....................................................
## Iteration 163 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3742 | Absolute change: 0.0026 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000392
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000125
## ....................................................
## Iteration 164 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3717 | Absolute change: 0.0025 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000375
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000152
## ....................................................
## Iteration 165 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3692 | Absolute change: 0.0024 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.00038
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000115
## ....................................................
## Iteration 166 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3668 | Absolute change: 0.0024 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000364
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000151
## ....................................................
## Iteration 167 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3645 | Absolute change: 0.0023 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000369
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 168 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3623 | Absolute change: 0.0023 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000354
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000151
## ....................................................
## Iteration 169 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3601 | Absolute change: 0.0022 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000359
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-04
## ....................................................
## Iteration 170 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.358 | Absolute change: 0.0021 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000344
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00015
## ....................................................
## Iteration 171 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3559 | Absolute change: 0.0021 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.00035
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 172 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3539 | Absolute change: 0.002 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000336
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000151
## ....................................................
## Iteration 173 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3519 | Absolute change: 0.002 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000348
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00015
## ....................................................
## Iteration 174 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3499 | Absolute change: 0.002 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000327
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000135
## ....................................................
## Iteration 175 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.348 | Absolute change: 0.0018 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000339
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000124
## ....................................................
## Iteration 176 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3461 | Absolute change: 0.0019 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000317
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000135
## ....................................................
## Iteration 177 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3444 | Absolute change: 0.0017 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.00033
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 178 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3426 | Absolute change: 0.0018 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000308
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000138
## ....................................................
## Iteration 179 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3409 | Absolute change: 0.0017 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000314
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 180 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3393 | Absolute change: 0.0017 | Relative change: 4e-08
## Maximum item intercept parameter change: 3e-04
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00014
## ....................................................
## Iteration 181 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3377 | Absolute change: 0.0016 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000307
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.1e-05
## ....................................................
## Iteration 182 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3361 | Absolute change: 0.0016 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000293
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00014
## ....................................................
## Iteration 183 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3346 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000299
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.1e-05
## ....................................................
## Iteration 184 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3331 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000285
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00014
## ....................................................
## Iteration 185 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3317 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000292
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.8e-05
## ....................................................
## Iteration 186 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3302 | Absolute change: 0.0014 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000278
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000141
## ....................................................
## Iteration 187 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3288 | Absolute change: 0.0014 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000286
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.6e-05
## ....................................................
## Iteration 188 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3275 | Absolute change: 0.0013 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000272
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00014
## ....................................................
## Iteration 189 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3262 | Absolute change: 0.0013 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.00028
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.3e-05
## ....................................................
## Iteration 190 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3249 | Absolute change: 0.0013 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000265
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00014
## ....................................................
## Iteration 191 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3236 | Absolute change: 0.0013 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000274
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.1e-05
## ....................................................
## Iteration 192 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3224 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000259
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000142
## ....................................................
## Iteration 193 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3211 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000268
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.7e-05
## ....................................................
## Iteration 194 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3199 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000253
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000145
## ....................................................
## Iteration 195 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3187 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000263
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.4e-05
## ....................................................
## Iteration 196 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3176 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000247
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000147
## ....................................................
## Iteration 197 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3165 | Absolute change: 0.0012 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000257
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.1e-05
## ....................................................
## Iteration 198 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3154 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000242
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000147
## ....................................................
## Iteration 199 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3143 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000253
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.1e-05
## ....................................................
## Iteration 200 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3132 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000236
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000158
## ....................................................
## Iteration 201 2021-01-05 19:54:36
## E Step
## M Step Intercepts |-----
## Deviance = 46330.3122 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000243
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.4e-05
## ....................................................
## Iteration 202 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3103 | Absolute change: 0.0018 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000231
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000131
## ....................................................
## Iteration 203 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3093 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000248
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.4e-05
## ....................................................
## Iteration 204 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3083 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000227
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000202
## ....................................................
## Iteration 205 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3071 | Absolute change: 0.0012 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000241
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.4e-05
## ....................................................
## Iteration 206 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3062 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.00022
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000154
## ....................................................
## Iteration 207 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3052 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000235
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.3e-05
## ....................................................
## Iteration 208 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3043 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000219
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000146
## ....................................................
## Iteration 209 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3033 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000224
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 210 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3024 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000214
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000121
## ....................................................
## Iteration 211 2021-01-05 19:54:36
## E Step
## M Step Intercepts |----
## Deviance = 46330.3015 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000219
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.4e-05
## ....................................................
## Iteration 212 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.3006 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.00021
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000113
## ....................................................
## Iteration 213 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2998 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000214
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.6e-05
## ....................................................
## Iteration 214 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2989 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000205
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 215 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2981 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.00021
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.1e-05
## ....................................................
## Iteration 216 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2973 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000201
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 217 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2965 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000206
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.7e-05
## ....................................................
## Iteration 218 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2957 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000197
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-04
## ....................................................
## Iteration 219 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.295 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000202
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.4e-05
## ....................................................
## Iteration 220 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2942 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000194
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 221 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2935 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000199
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.1e-05
## ....................................................
## Iteration 222 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2928 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.00019
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 223 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2921 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000195
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.8e-05
## ....................................................
## Iteration 224 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2914 | Absolute change: 7e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000188
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 225 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2907 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000196
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 226 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2899 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000184
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.8e-05
## ....................................................
## Iteration 227 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2893 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000192
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 228 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2886 | Absolute change: 7e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000181
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 229 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.288 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000189
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.1e-05
## ....................................................
## Iteration 230 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2873 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000178
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 231 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2867 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000186
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.5e-05
## ....................................................
## Iteration 232 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2861 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000175
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 233 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2855 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000183
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.9e-05
## ....................................................
## Iteration 234 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2849 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000172
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 235 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2843 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000176
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.6e-05
## ....................................................
## Iteration 236 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2837 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000168
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 237 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2831 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000173
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.6e-05
## ....................................................
## Iteration 238 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2826 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000166
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 239 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.282 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00017
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.4e-05
## ....................................................
## Iteration 240 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2815 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000163
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 241 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.281 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000171
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.7e-05
## ....................................................
## Iteration 242 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2805 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000161
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 243 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2799 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000169
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.4e-05
## ....................................................
## Iteration 244 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2794 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000158
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 245 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2789 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000163
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4e-05
## ....................................................
## Iteration 246 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2784 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000156
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 247 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2779 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000161
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.9e-05
## ....................................................
## Iteration 248 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2775 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000153
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 249 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2769 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000159
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.7e-05
## ....................................................
## Iteration 250 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2765 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.1e-05
## ....................................................
## Iteration 251 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.276 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000157
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.6e-05
## ....................................................
## Iteration 252 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2756 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000149
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.1e-05
## ....................................................
## Iteration 253 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2751 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.4e-05
## ....................................................
## Iteration 254 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2746 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 255 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2742 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000153
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.3e-05
## ....................................................
## Iteration 256 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2738 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 257 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2733 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.2e-05
## ....................................................
## Iteration 258 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2729 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 259 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2724 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000149
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.9e-05
## ....................................................
## Iteration 260 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.272 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00014
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 261 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2716 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.9e-05
## ....................................................
## Iteration 262 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2712 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 263 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2708 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.4e-05
## ....................................................
## Iteration 264 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2704 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 265 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.27 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 266 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2696 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000135
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 267 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2692 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 268 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2688 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 269 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2684 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 270 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2681 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 271 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2677 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 272 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2673 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.7e-05
## ....................................................
## Iteration 273 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2669 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 274 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2666 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000128
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 275 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2662 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000136
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 276 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2659 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 277 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2655 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.2e-05
## ....................................................
## Iteration 278 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2652 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000125
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 279 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2648 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 280 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2645 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000123
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 281 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2641 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000132
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 282 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2639 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-04
## ....................................................
## Iteration 283 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2635 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 284 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2632 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 285 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2628 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 286 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2626 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 287 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2622 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000128
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3e-06
## ....................................................
## Iteration 288 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2619 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000118
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000102
## ....................................................
## Iteration 289 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2616 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-06
## ....................................................
## Iteration 290 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2613 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000117
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 291 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2609 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.4e-05
## ....................................................
## Iteration 292 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2607 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.8e-05
## ....................................................
## Iteration 293 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2603 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000123
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.3e-05
## ....................................................
## Iteration 294 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2601 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000115
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.6e-05
## ....................................................
## Iteration 295 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2597 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 296 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2595 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.6e-05
## ....................................................
## Iteration 297 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2591 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00012
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 298 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2589 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 299 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2586 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 300 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2583 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 301 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.258 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000118
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 302 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2577 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00011
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 303 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2574 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 304 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2572 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 305 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2569 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000115
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 306 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2567 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000108
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 307 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2564 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.5e-05
## ....................................................
## Iteration 308 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2561 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000107
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 309 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2558 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 310 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2556 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000106
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 311 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2553 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000112
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.5e-05
## ....................................................
## Iteration 312 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2551 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000105
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 313 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2548 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 314 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2546 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000104
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 315 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2543 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 316 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2541 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000103
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 317 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2538 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00011
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 318 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2536 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000103
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 319 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2533 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.2e-05
## ....................................................
## Iteration 320 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2531 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000103
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 321 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2528 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000108
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.1e-05
## ....................................................
## Iteration 322 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2526 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000104
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 323 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2524 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000107
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 324 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2522 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000104
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 325 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2519 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000106
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 326 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2517 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000104
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 327 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2514 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000106
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-06
## ....................................................
## Iteration 328 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2512 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000105
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 329 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.251 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000107
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 330 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2508 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000105
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 331 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2505 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000107
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 332 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2504 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000105
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 333 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2501 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000107
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 334 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2499 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000106
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 335 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2497 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000108
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-06
## ....................................................
## Iteration 336 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2495 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000106
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.9e-05
## ....................................................
## Iteration 337 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2492 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000108
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 338 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.249 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000106
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.9e-05
## ....................................................
## Iteration 339 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2488 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000108
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 340 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2486 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000107
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.9e-05
## ....................................................
## Iteration 341 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2484 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 342 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2482 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000107
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 343 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.248 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 344 2021-01-05 19:54:37
## E Step
## M Step Intercepts |----
## Deviance = 46330.2478 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000107
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 345 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2476 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 346 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2474 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000108
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 347 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2471 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4e-06
## ....................................................
## Iteration 348 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.247 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000108
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 349 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2467 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00011
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3e-06
## ....................................................
## Iteration 350 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2466 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000108
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 351 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2463 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00011
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3e-06
## ....................................................
## Iteration 352 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2462 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 353 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.246 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00011
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-06
## ....................................................
## Iteration 354 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2458 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 355 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2456 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-06
## ....................................................
## Iteration 356 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2454 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 357 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2452 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-06
## ....................................................
## Iteration 358 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.245 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000109
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 359 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2448 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0
## ....................................................
## Iteration 360 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2447 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00011
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 361 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2444 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000112
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0
## ....................................................
## Iteration 362 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2443 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00011
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 363 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2441 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000112
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-06
## ....................................................
## Iteration 364 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2439 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00011
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 365 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2437 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000112
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-06
## ....................................................
## Iteration 366 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2435 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 367 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2433 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-06
## ....................................................
## Iteration 368 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2432 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 369 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.243 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-06
## ....................................................
## Iteration 370 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2428 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000111
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 371 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2426 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3e-06
## ....................................................
## Iteration 372 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2425 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000112
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 373 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2423 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4e-06
## ....................................................
## Iteration 374 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2421 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000112
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 375 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2419 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4e-06
## ....................................................
## Iteration 376 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2418 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000112
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 377 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2416 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 378 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2414 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 379 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2412 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 380 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2411 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 381 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2409 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000115
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 382 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2407 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000113
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 383 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2405 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000115
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 384 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2404 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 385 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2402 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000115
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 386 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2401 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 387 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2399 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 388 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2397 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 389 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2395 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 390 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2394 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000114
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 391 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2392 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 392 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2391 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000115
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 393 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2389 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000117
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 394 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2387 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000115
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 395 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2385 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000117
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-06
## ....................................................
## Iteration 396 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2384 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000115
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 397 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2382 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000117
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.1e-05
## ....................................................
## Iteration 398 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2381 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 399 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2379 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000118
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 400 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2377 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 401 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2375 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000118
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-06
## ....................................................
## Iteration 402 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2374 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 403 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2372 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000118
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-06
## ....................................................
## Iteration 404 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.237 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000117
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 405 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2368 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3e-06
## ....................................................
## Iteration 406 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2367 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000117
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 407 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2365 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 408 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2364 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000117
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 409 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2362 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 410 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2361 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000118
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 411 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2359 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 412 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2358 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000118
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 413 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2356 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00012
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 414 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2355 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000118
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 415 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2353 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00012
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-06
## ....................................................
## Iteration 416 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2352 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 417 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.235 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00012
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 418 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2349 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 419 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2347 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 420 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2345 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 421 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2344 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.1e-05
## ....................................................
## Iteration 422 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2342 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 423 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2341 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.1e-05
## ....................................................
## Iteration 424 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2339 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00012
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 425 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2338 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.2e-05
## ....................................................
## Iteration 426 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2336 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00012
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 427 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2335 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.2e-05
## ....................................................
## Iteration 428 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2334 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00012
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 429 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2332 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 430 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2331 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 431 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2329 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 432 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2328 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 433 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2326 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000123
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 434 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2325 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000121
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.4e-05
## ....................................................
## Iteration 435 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2323 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000123
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 436 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2322 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.5e-05
## ....................................................
## Iteration 437 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.232 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000123
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 438 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2319 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.5e-05
## ....................................................
## Iteration 439 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2317 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 440 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2316 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.5e-05
## ....................................................
## Iteration 441 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2314 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 442 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2313 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000122
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.5e-05
## ....................................................
## Iteration 443 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2311 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.5e-05
## ....................................................
## Iteration 444 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.231 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000123
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.5e-05
## ....................................................
## Iteration 445 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2308 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.5e-05
## ....................................................
## Iteration 446 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2307 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000123
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.5e-05
## ....................................................
## Iteration 447 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2305 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000125
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.5e-05
## ....................................................
## Iteration 448 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2304 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000123
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.6e-05
## ....................................................
## Iteration 449 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2303 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000125
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 450 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2302 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.6e-05
## ....................................................
## Iteration 451 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.23 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000125
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 452 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2299 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.6e-05
## ....................................................
## Iteration 453 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2297 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 454 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2296 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.6e-05
## ....................................................
## Iteration 455 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2294 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 456 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2293 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000124
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.7e-05
## ....................................................
## Iteration 457 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2291 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 458 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.229 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000125
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.7e-05
## ....................................................
## Iteration 459 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2288 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000127
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 460 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2287 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000125
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.7e-05
## ....................................................
## Iteration 461 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2285 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000127
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 462 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2285 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000125
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.7e-05
## ....................................................
## Iteration 463 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2283 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000127
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 464 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2282 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.7e-05
## ....................................................
## Iteration 465 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.228 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000127
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 466 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2279 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.7e-05
## ....................................................
## Iteration 467 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2277 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000128
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 468 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2276 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.7e-05
## ....................................................
## Iteration 469 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2274 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000128
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 470 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2273 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000126
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.8e-05
## ....................................................
## Iteration 471 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2271 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000128
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 472 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2271 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000127
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.8e-05
## ....................................................
## Iteration 473 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2269 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 474 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2268 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000127
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.8e-05
## ....................................................
## Iteration 475 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2266 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 476 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2265 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000127
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.8e-05
## ....................................................
## Iteration 477 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2263 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 478 2021-01-05 19:54:38
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## M Step Intercepts |----
## Deviance = 46330.2262 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000128
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 479 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.226 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 480 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2259 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000128
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 481 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2257 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 482 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2257 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000128
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 483 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2255 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 484 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2254 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 485 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2252 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 486 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2251 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 487 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2249 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 488 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2248 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 489 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2246 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 490 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2245 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000129
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 491 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2243 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 492 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2243 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 493 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2241 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 494 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.224 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 495 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2238 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000132
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 496 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2237 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00013
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 497 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2235 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000132
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 498 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2234 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.1e-05
## ....................................................
## Iteration 499 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2232 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000132
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 500 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2231 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.1e-05
## ....................................................
## Iteration 501 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2229 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 502 2021-01-05 19:54:38
## E Step
## M Step Intercepts |----
## Deviance = 46330.2229 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.1e-05
## ....................................................
## Iteration 503 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2227 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 504 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2226 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000131
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.1e-05
## ....................................................
## Iteration 505 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2224 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 506 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2223 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000132
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 507 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2221 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 508 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.222 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000132
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 509 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2218 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 510 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2217 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000132
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 511 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2215 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 512 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2214 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 513 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2212 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 514 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2212 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.2e-05
## ....................................................
## Iteration 515 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.221 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000135
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 516 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2209 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 517 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2207 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000135
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 518 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2206 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 519 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2204 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000135
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 520 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2203 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 521 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2201 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000136
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 522 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.22 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 523 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2198 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000136
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 524 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2197 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 525 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2195 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000136
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 526 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2194 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000135
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.4e-05
## ....................................................
## Iteration 527 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2193 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 528 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2192 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000135
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.4e-05
## ....................................................
## Iteration 529 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.219 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 530 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2189 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000135
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.4e-05
## ....................................................
## Iteration 531 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2187 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 532 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2186 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000136
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.4e-05
## ....................................................
## Iteration 533 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2184 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 534 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2183 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000136
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.5e-05
## ....................................................
## Iteration 535 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2181 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000138
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 536 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.218 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000136
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.5e-05
## ....................................................
## Iteration 537 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2178 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000138
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 538 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2177 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.5e-05
## ....................................................
## Iteration 539 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2175 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000138
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 540 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2174 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.5e-05
## ....................................................
## Iteration 541 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2172 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 542 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2171 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.5e-05
## ....................................................
## Iteration 543 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2169 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 544 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2168 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.6e-05
## ....................................................
## Iteration 545 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2166 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 546 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2165 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000138
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.6e-05
## ....................................................
## Iteration 547 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2163 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00014
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 548 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2162 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000138
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.6e-05
## ....................................................
## Iteration 549 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.216 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00014
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 550 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2159 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000138
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.6e-05
## ....................................................
## Iteration 551 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2157 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00014
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.2e-05
## ....................................................
## Iteration 552 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2156 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.7e-05
## ....................................................
## Iteration 553 2021-01-05 19:54:39
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## M Step Intercepts |----
## Deviance = 46330.2154 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 554 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2153 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.7e-05
## ....................................................
## Iteration 555 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2151 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 556 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.215 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.7e-05
## ....................................................
## Iteration 557 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2148 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 558 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2147 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00014
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.7e-05
## ....................................................
## Iteration 559 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2145 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 560 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2144 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00014
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 561 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2142 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 562 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2141 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00014
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 563 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2139 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 564 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2138 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 565 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2136 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 566 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2135 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 567 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2133 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000143
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 568 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2132 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 569 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.213 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000143
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 570 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2128 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 571 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2126 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000143
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 572 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2125 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 573 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2123 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 574 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2122 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 575 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.212 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 576 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2119 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 577 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2117 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 578 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2116 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000143
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-04
## ....................................................
## Iteration 579 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2114 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000145
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 580 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2112 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000143
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-04
## ....................................................
## Iteration 581 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.211 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000145
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.1e-05
## ....................................................
## Iteration 582 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2109 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000143
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-04
## ....................................................
## Iteration 583 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2107 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000145
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 584 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2106 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-04
## ....................................................
## Iteration 585 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2104 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 586 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2102 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 587 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.21 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 588 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2099 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 589 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2097 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 590 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2096 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000145
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 591 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2094 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 592 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2092 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000145
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000102
## ....................................................
## Iteration 593 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.209 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 594 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2089 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000145
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000102
## ....................................................
## Iteration 595 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2087 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-05
## ....................................................
## Iteration 596 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2086 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000102
## ....................................................
## Iteration 597 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2083 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000148
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 598 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2082 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000102
## ....................................................
## Iteration 599 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.208 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000148
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 600 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2079 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 601 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2076 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000148
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 602 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2075 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 603 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2073 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000149
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 604 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2072 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 605 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2069 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000149
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.9e-05
## ....................................................
## Iteration 606 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2068 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 607 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2066 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00015
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 608 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2064 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000148
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000104
## ....................................................
## Iteration 609 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2062 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00015
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 610 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2061 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000148
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000104
## ....................................................
## Iteration 611 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2058 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00015
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 612 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2057 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000148
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000104
## ....................................................
## Iteration 613 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2055 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 614 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2053 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000149
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000105
## ....................................................
## Iteration 615 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2051 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.8e-05
## ....................................................
## Iteration 616 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.205 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000149
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000105
## ....................................................
## Iteration 617 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2047 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 618 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2046 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00015
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000105
## ....................................................
## Iteration 619 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2043 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000152
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 620 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2042 | Absolute change: 1e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00015
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 621 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.204 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000152
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 622 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2038 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00015
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 623 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2036 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000152
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.7e-05
## ....................................................
## Iteration 624 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2034 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 625 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2032 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000153
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 626 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.203 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 627 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2028 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000153
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 628 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2026 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 629 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2024 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000154
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.6e-05
## ....................................................
## Iteration 630 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2022 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000152
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 631 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.202 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000154
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.5e-05
## ....................................................
## Iteration 632 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2018 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000152
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 633 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2016 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000154
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.5e-05
## ....................................................
## Iteration 634 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2014 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000152
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000108
## ....................................................
## Iteration 635 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2012 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.5e-05
## ....................................................
## Iteration 636 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.201 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000153
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000108
## ....................................................
## Iteration 637 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2008 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 638 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2006 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000153
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000108
## ....................................................
## Iteration 639 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2003 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 640 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.2002 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000154
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 641 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1999 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000156
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 642 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1997 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000154
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 643 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1995 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000156
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 644 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1993 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000154
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 645 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1991 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000157
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 646 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1989 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00011
## ....................................................
## Iteration 647 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1986 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000157
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 648 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1984 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00011
## ....................................................
## Iteration 649 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1982 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000157
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.2e-05
## ....................................................
## Iteration 650 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.198 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00011
## ....................................................
## Iteration 651 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1977 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000158
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.2e-05
## ....................................................
## Iteration 652 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1975 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000156
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000111
## ....................................................
## Iteration 653 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1973 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000158
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.1e-05
## ....................................................
## Iteration 654 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1971 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000156
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000111
## ....................................................
## Iteration 655 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1968 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000159
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.1e-05
## ....................................................
## Iteration 656 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1966 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000157
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000111
## ....................................................
## Iteration 657 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1963 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000159
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 658 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1961 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000157
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000112
## ....................................................
## Iteration 659 2021-01-05 19:54:39
## E Step
## M Step Intercepts |----
## Deviance = 46330.1959 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000159
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 660 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1957 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000157
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000112
## ....................................................
## Iteration 661 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1954 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00016
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-06
## ....................................................
## Iteration 662 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1952 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000158
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000112
## ....................................................
## Iteration 663 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1949 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00016
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-06
## ....................................................
## Iteration 664 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1947 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000158
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000113
## ....................................................
## Iteration 665 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1944 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000161
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-06
## ....................................................
## Iteration 666 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1942 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000159
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000113
## ....................................................
## Iteration 667 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1939 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000161
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 668 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1937 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000159
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000113
## ....................................................
## Iteration 669 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1934 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000162
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 670 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1932 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.000159
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000114
## ....................................................
## Iteration 671 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1929 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000162
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 672 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1927 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00016
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000114
## ....................................................
## Iteration 673 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1924 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000162
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 674 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1922 | Absolute change: 2e-04 | Relative change: 0
## Maximum item intercept parameter change: 0.00016
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000114
## ....................................................
## Iteration 675 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1919 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000163
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 676 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1916 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000161
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000115
## ....................................................
## Iteration 677 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1913 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000163
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 678 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1911 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000161
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000115
## ....................................................
## Iteration 679 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1908 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000164
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 680 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1905 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000162
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000115
## ....................................................
## Iteration 681 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1902 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000164
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4e-06
## ....................................................
## Iteration 682 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.19 | Absolute change: 2e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000162
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000116
## ....................................................
## Iteration 683 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1897 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000165
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3e-06
## ....................................................
## Iteration 684 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1894 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000162
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000117
## ....................................................
## Iteration 685 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1891 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000165
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3e-06
## ....................................................
## Iteration 686 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1889 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000163
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000117
## ....................................................
## Iteration 687 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1885 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000166
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-06
## ....................................................
## Iteration 688 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1883 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000163
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000117
## ....................................................
## Iteration 689 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.188 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000166
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-06
## ....................................................
## Iteration 690 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1877 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000164
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000118
## ....................................................
## Iteration 691 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1874 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000167
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-06
## ....................................................
## Iteration 692 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1871 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000164
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000118
## ....................................................
## Iteration 693 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1868 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000167
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0
## ....................................................
## Iteration 694 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1865 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000165
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000119
## ....................................................
## Iteration 695 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1862 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000167
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-06
## ....................................................
## Iteration 696 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1859 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000165
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000119
## ....................................................
## Iteration 697 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1855 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000168
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-06
## ....................................................
## Iteration 698 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1852 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000166
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00012
## ....................................................
## Iteration 699 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1849 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000168
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2e-06
## ....................................................
## Iteration 700 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1846 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000166
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00012
## ....................................................
## Iteration 701 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1843 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000169
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3e-06
## ....................................................
## Iteration 702 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.184 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000167
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00012
## ....................................................
## Iteration 703 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1836 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000169
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4e-06
## ....................................................
## Iteration 704 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1833 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000167
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000121
## ....................................................
## Iteration 705 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1829 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00017
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5e-06
## ....................................................
## Iteration 706 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1826 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000168
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000121
## ....................................................
## Iteration 707 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1823 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00017
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 708 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1819 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000168
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000121
## ....................................................
## Iteration 709 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1816 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000171
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 710 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1813 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000169
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000122
## ....................................................
## Iteration 711 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1809 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000171
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 712 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1805 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000169
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000123
## ....................................................
## Iteration 713 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1802 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000172
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-06
## ....................................................
## Iteration 714 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1798 | Absolute change: 3e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00017
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000123
## ....................................................
## Iteration 715 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1794 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000173
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-06
## ....................................................
## Iteration 716 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1791 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00017
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000124
## ....................................................
## Iteration 717 2021-01-05 19:54:40
## E Step
## M Step Intercepts |-----
## Deviance = 46330.1787 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00014
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 718 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1775 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000133
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.6e-05
## ....................................................
## Iteration 719 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1771 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.1e-05
## ....................................................
## Iteration 720 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1767 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000134
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000155
## ....................................................
## Iteration 721 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1762 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.4e-05
## ....................................................
## Iteration 722 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1759 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000136
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000121
## ....................................................
## Iteration 723 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1754 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.3e-05
## ....................................................
## Iteration 724 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.175 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 725 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1746 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000148
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.4e-05
## ....................................................
## Iteration 726 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1742 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 727 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1738 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00015
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.6e-05
## ....................................................
## Iteration 728 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1734 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000141
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 729 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1729 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.8e-05
## ....................................................
## Iteration 730 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1725 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 731 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1721 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000153
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.9e-05
## ....................................................
## Iteration 732 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1717 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000144
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 733 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1712 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.1e-05
## ....................................................
## Iteration 734 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1708 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000146
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 735 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1703 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000156
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.3e-05
## ....................................................
## Iteration 736 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1699 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000147
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 737 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1694 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000158
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.5e-05
## ....................................................
## Iteration 738 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.169 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000149
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 739 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1685 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00016
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.7e-05
## ....................................................
## Iteration 740 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1681 | Absolute change: 4e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000151
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 741 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1676 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000162
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.9e-05
## ....................................................
## Iteration 742 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1671 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000153
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000105
## ....................................................
## Iteration 743 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1666 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000164
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.1e-05
## ....................................................
## Iteration 744 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1661 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000155
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000111
## ....................................................
## Iteration 745 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1656 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000166
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.1e-05
## ....................................................
## Iteration 746 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1651 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000157
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00011
## ....................................................
## Iteration 747 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1646 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000168
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.2e-05
## ....................................................
## Iteration 748 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1641 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000159
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00011
## ....................................................
## Iteration 749 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1636 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00017
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.3e-05
## ....................................................
## Iteration 750 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1631 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000161
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 751 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1625 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000172
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.5e-05
## ....................................................
## Iteration 752 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.162 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000163
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 753 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1614 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000174
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.9e-05
## ....................................................
## Iteration 754 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1609 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000166
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000108
## ....................................................
## Iteration 755 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1603 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000176
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-05
## ....................................................
## Iteration 756 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1598 | Absolute change: 5e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000168
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000108
## ....................................................
## Iteration 757 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1592 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000179
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.2e-05
## ....................................................
## Iteration 758 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1586 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00017
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 759 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.158 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000181
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.4e-05
## ....................................................
## Iteration 760 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1575 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000172
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000108
## ....................................................
## Iteration 761 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1569 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000183
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.6e-05
## ....................................................
## Iteration 762 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1563 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000175
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 763 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1557 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000186
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.8e-05
## ....................................................
## Iteration 764 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1551 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000177
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 765 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1544 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000188
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.3e-05
## ....................................................
## Iteration 766 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1538 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.00018
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 767 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1532 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000191
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.6e-05
## ....................................................
## Iteration 768 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1525 | Absolute change: 6e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000182
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 769 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1519 | Absolute change: 7e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000194
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.8e-05
## ....................................................
## Iteration 770 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1512 | Absolute change: 7e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000185
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000108
## ....................................................
## Iteration 771 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1505 | Absolute change: 7e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000196
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 772 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1498 | Absolute change: 7e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000188
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 773 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1492 | Absolute change: 7e-04 | Relative change: 1e-08
## Maximum item intercept parameter change: 0.000199
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 774 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1485 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.00019
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 775 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1478 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000202
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.3e-05
## ....................................................
## Iteration 776 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.147 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000193
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00011
## ....................................................
## Iteration 777 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1463 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000205
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.5e-05
## ....................................................
## Iteration 778 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1456 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000196
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000111
## ....................................................
## Iteration 779 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1448 | Absolute change: 7e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000208
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.7e-05
## ....................................................
## Iteration 780 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1441 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000199
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000112
## ....................................................
## Iteration 781 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1433 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000211
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 782 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1425 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000202
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000113
## ....................................................
## Iteration 783 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1418 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000214
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.1e-05
## ....................................................
## Iteration 784 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.141 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000205
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000115
## ....................................................
## Iteration 785 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1402 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000217
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 786 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1393 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000208
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000115
## ....................................................
## Iteration 787 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1385 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000221
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000102
## ....................................................
## Iteration 788 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1377 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.00021
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000114
## ....................................................
## Iteration 789 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1368 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000222
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.2e-05
## ....................................................
## Iteration 790 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.136 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000214
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000128
## ....................................................
## Iteration 791 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1351 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000226
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-05
## ....................................................
## Iteration 792 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1343 | Absolute change: 8e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000217
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00014
## ....................................................
## Iteration 793 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1334 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.00023
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.4e-05
## ....................................................
## Iteration 794 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1325 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000221
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000142
## ....................................................
## Iteration 795 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1316 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000234
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.8e-05
## ....................................................
## Iteration 796 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1307 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000224
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000145
## ....................................................
## Iteration 797 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1297 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000238
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.2e-05
## ....................................................
## Iteration 798 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1287 | Absolute change: 9e-04 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000228
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000148
## ....................................................
## Iteration 799 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1277 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000241
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.5e-05
## ....................................................
## Iteration 800 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1268 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000232
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000149
## ....................................................
## Iteration 801 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1257 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000245
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.8e-05
## ....................................................
## Iteration 802 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1247 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000235
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000151
## ....................................................
## Iteration 803 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1237 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000249
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.1e-05
## ....................................................
## Iteration 804 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1226 | Absolute change: 0.001 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000239
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000152
## ....................................................
## Iteration 805 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1215 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000253
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.8e-05
## ....................................................
## Iteration 806 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1205 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000243
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000149
## ....................................................
## Iteration 807 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1193 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000258
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9e-05
## ....................................................
## Iteration 808 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1182 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000248
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000149
## ....................................................
## Iteration 809 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1171 | Absolute change: 0.0012 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000262
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.3e-05
## ....................................................
## Iteration 810 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.116 | Absolute change: 0.0011 | Relative change: 2e-08
## Maximum item intercept parameter change: 0.000252
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00015
## ....................................................
## Iteration 811 2021-01-05 19:54:40
## E Step
## M Step Intercepts |----
## Deviance = 46330.1148 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000266
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.7e-05
## ....................................................
## Iteration 812 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1136 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000256
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000151
## ....................................................
## Iteration 813 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1124 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000271
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.9e-05
## ....................................................
## Iteration 814 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1111 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000261
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000152
## ....................................................
## Iteration 815 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1099 | Absolute change: 0.0013 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000272
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.4e-05
## ....................................................
## Iteration 816 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1086 | Absolute change: 0.0012 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000266
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000164
## ....................................................
## Iteration 817 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1073 | Absolute change: 0.0013 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000277
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.5e-05
## ....................................................
## Iteration 818 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.106 | Absolute change: 0.0013 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.00027
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000164
## ....................................................
## Iteration 819 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1047 | Absolute change: 0.0014 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000282
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.8e-05
## ....................................................
## Iteration 820 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1033 | Absolute change: 0.0013 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000275
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000165
## ....................................................
## Iteration 821 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1019 | Absolute change: 0.0014 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000287
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 822 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.1005 | Absolute change: 0.0014 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.00028
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000168
## ....................................................
## Iteration 823 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0991 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000292
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 824 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0977 | Absolute change: 0.0014 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000286
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000169
## ....................................................
## Iteration 825 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0962 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000297
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000107
## ....................................................
## Iteration 826 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0947 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000291
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00017
## ....................................................
## Iteration 827 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0931 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000303
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000104
## ....................................................
## Iteration 828 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0916 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000293
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000177
## ....................................................
## Iteration 829 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.09 | Absolute change: 0.0016 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000316
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.4e-05
## ....................................................
## Iteration 830 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0885 | Absolute change: 0.0015 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000299
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000193
## ....................................................
## Iteration 831 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0869 | Absolute change: 0.0017 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000322
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.5e-05
## ....................................................
## Iteration 832 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0853 | Absolute change: 0.0016 | Relative change: 3e-08
## Maximum item intercept parameter change: 0.000305
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000201
## ....................................................
## Iteration 833 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0835 | Absolute change: 0.0017 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000328
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 834 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0819 | Absolute change: 0.0017 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000311
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000205
## ....................................................
## Iteration 835 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0801 | Absolute change: 0.0018 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000334
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 836 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0784 | Absolute change: 0.0017 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000317
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000207
## ....................................................
## Iteration 837 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0765 | Absolute change: 0.0019 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.00034
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.5e-05
## ....................................................
## Iteration 838 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0747 | Absolute change: 0.0018 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000323
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000208
## ....................................................
## Iteration 839 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0728 | Absolute change: 0.0019 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000346
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000101
## ....................................................
## Iteration 840 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0709 | Absolute change: 0.0019 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000329
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000209
## ....................................................
## Iteration 841 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.069 | Absolute change: 0.002 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000352
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.2e-05
## ....................................................
## Iteration 842 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0671 | Absolute change: 0.0019 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000336
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000224
## ....................................................
## Iteration 843 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.065 | Absolute change: 0.0021 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000358
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8.9e-05
## ....................................................
## Iteration 844 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.063 | Absolute change: 0.002 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000342
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000225
## ....................................................
## Iteration 845 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0609 | Absolute change: 0.0021 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000364
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.6e-05
## ....................................................
## Iteration 846 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0588 | Absolute change: 0.0021 | Relative change: 4e-08
## Maximum item intercept parameter change: 0.000349
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000225
## ....................................................
## Iteration 847 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0566 | Absolute change: 0.0022 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000371
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000103
## ....................................................
## Iteration 848 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0544 | Absolute change: 0.0022 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000356
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000226
## ....................................................
## Iteration 849 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0521 | Absolute change: 0.0023 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000378
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000109
## ....................................................
## Iteration 850 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0499 | Absolute change: 0.0022 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000364
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000225
## ....................................................
## Iteration 851 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0475 | Absolute change: 0.0024 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000386
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000116
## ....................................................
## Iteration 852 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0452 | Absolute change: 0.0023 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000371
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000224
## ....................................................
## Iteration 853 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0427 | Absolute change: 0.0025 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000392
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00011
## ....................................................
## Iteration 854 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0403 | Absolute change: 0.0024 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000378
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000231
## ....................................................
## Iteration 855 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0377 | Absolute change: 0.0026 | Relative change: 6e-08
## Maximum item intercept parameter change: 4e-04
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000121
## ....................................................
## Iteration 856 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0352 | Absolute change: 0.0025 | Relative change: 5e-08
## Maximum item intercept parameter change: 0.000386
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000227
## ....................................................
## Iteration 857 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0325 | Absolute change: 0.0027 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000408
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000128
## ....................................................
## Iteration 858 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0299 | Absolute change: 0.0026 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000395
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000225
## ....................................................
## Iteration 859 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0272 | Absolute change: 0.0028 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000416
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000128
## ....................................................
## Iteration 860 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0244 | Absolute change: 0.0027 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000406
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000237
## ....................................................
## Iteration 861 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0215 | Absolute change: 0.0029 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000421
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00013
## ....................................................
## Iteration 862 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0187 | Absolute change: 0.0028 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000415
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000237
## ....................................................
## Iteration 863 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0157 | Absolute change: 0.003 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000429
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000134
## ....................................................
## Iteration 864 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0128 | Absolute change: 0.003 | Relative change: 6e-08
## Maximum item intercept parameter change: 0.000424
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000236
## ....................................................
## Iteration 865 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0096 | Absolute change: 0.0031 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000438
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000137
## ....................................................
## Iteration 866 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0066 | Absolute change: 0.0031 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000433
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000238
## ....................................................
## Iteration 867 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0033 | Absolute change: 0.0032 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000447
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000142
## ....................................................
## Iteration 868 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46330.0001 | Absolute change: 0.0032 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000441
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000238
## ....................................................
## Iteration 869 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9968 | Absolute change: 0.0033 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000465
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000143
## ....................................................
## Iteration 870 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9934 | Absolute change: 0.0033 | Relative change: 7e-08
## Maximum item intercept parameter change: 0.000451
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000236
## ....................................................
## Iteration 871 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.99 | Absolute change: 0.0035 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000475
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000148
## ....................................................
## Iteration 872 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9865 | Absolute change: 0.0035 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000461
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000238
## ....................................................
## Iteration 873 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9828 | Absolute change: 0.0036 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000485
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000154
## ....................................................
## Iteration 874 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9792 | Absolute change: 0.0036 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000471
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00024
## ....................................................
## Iteration 875 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9754 | Absolute change: 0.0038 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000495
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000168
## ....................................................
## Iteration 876 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9716 | Absolute change: 0.0038 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.00048
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000236
## ....................................................
## Iteration 877 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9677 | Absolute change: 0.0039 | Relative change: 8e-08
## Maximum item intercept parameter change: 0.000505
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000181
## ....................................................
## Iteration 878 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9638 | Absolute change: 0.004 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000491
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00023
## ....................................................
## Iteration 879 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9597 | Absolute change: 0.0041 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000516
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000193
## ....................................................
## Iteration 880 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9555 | Absolute change: 0.0042 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000502
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000224
## ....................................................
## Iteration 881 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9513 | Absolute change: 0.0042 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000527
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000212
## ....................................................
## Iteration 882 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9469 | Absolute change: 0.0043 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000513
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000212
## ....................................................
## Iteration 883 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9425 | Absolute change: 0.0044 | Relative change: 9e-08
## Maximum item intercept parameter change: 0.000539
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000223
## ....................................................
## Iteration 884 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.938 | Absolute change: 0.0045 | Relative change: 1e-07
## Maximum item intercept parameter change: 0.000526
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000205
## ....................................................
## Iteration 885 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9334 | Absolute change: 0.0046 | Relative change: 1e-07
## Maximum item intercept parameter change: 0.00055
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000216
## ....................................................
## Iteration 886 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9287 | Absolute change: 0.0047 | Relative change: 1e-07
## Maximum item intercept parameter change: 0.000537
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000216
## ....................................................
## Iteration 887 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9239 | Absolute change: 0.0048 | Relative change: 1e-07
## Maximum item intercept parameter change: 0.000562
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000225
## ....................................................
## Iteration 888 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.919 | Absolute change: 0.0049 | Relative change: 1.1e-07
## Maximum item intercept parameter change: 0.00055
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00022
## ....................................................
## Iteration 889 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.914 | Absolute change: 0.005 | Relative change: 1.1e-07
## Maximum item intercept parameter change: 0.000575
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000239
## ....................................................
## Iteration 890 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9088 | Absolute change: 0.0052 | Relative change: 1.1e-07
## Maximum item intercept parameter change: 0.000562
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000227
## ....................................................
## Iteration 891 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.9036 | Absolute change: 0.0052 | Relative change: 1.1e-07
## Maximum item intercept parameter change: 0.000588
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000242
## ....................................................
## Iteration 892 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8982 | Absolute change: 0.0054 | Relative change: 1.2e-07
## Maximum item intercept parameter change: 0.000575
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000222
## ....................................................
## Iteration 893 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8928 | Absolute change: 0.0054 | Relative change: 1.2e-07
## Maximum item intercept parameter change: 0.000602
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00026
## ....................................................
## Iteration 894 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8871 | Absolute change: 0.0056 | Relative change: 1.2e-07
## Maximum item intercept parameter change: 0.000588
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000223
## ....................................................
## Iteration 895 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8815 | Absolute change: 0.0057 | Relative change: 1.2e-07
## Maximum item intercept parameter change: 0.000615
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000259
## ....................................................
## Iteration 896 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8756 | Absolute change: 0.0059 | Relative change: 1.3e-07
## Maximum item intercept parameter change: 0.000602
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000225
## ....................................................
## Iteration 897 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8697 | Absolute change: 0.0059 | Relative change: 1.3e-07
## Maximum item intercept parameter change: 0.000629
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000261
## ....................................................
## Iteration 898 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8635 | Absolute change: 0.0061 | Relative change: 1.3e-07
## Maximum item intercept parameter change: 0.000614
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000226
## ....................................................
## Iteration 899 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8573 | Absolute change: 0.0062 | Relative change: 1.3e-07
## Maximum item intercept parameter change: 0.000627
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000155
## ....................................................
## Iteration 900 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.851 | Absolute change: 0.0063 | Relative change: 1.4e-07
## Maximum item intercept parameter change: 0.00063
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000233
## ....................................................
## Iteration 901 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8445 | Absolute change: 0.0065 | Relative change: 1.4e-07
## Maximum item intercept parameter change: 0.000642
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000172
## ....................................................
## Iteration 902 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8379 | Absolute change: 0.0066 | Relative change: 1.4e-07
## Maximum item intercept parameter change: 0.000641
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000235
## ....................................................
## Iteration 903 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8312 | Absolute change: 0.0068 | Relative change: 1.5e-07
## Maximum item intercept parameter change: 0.000668
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000184
## ....................................................
## Iteration 904 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8243 | Absolute change: 0.0069 | Relative change: 1.5e-07
## Maximum item intercept parameter change: 0.000656
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000239
## ....................................................
## Iteration 905 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8172 | Absolute change: 0.0071 | Relative change: 1.5e-07
## Maximum item intercept parameter change: 0.000683
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000194
## ....................................................
## Iteration 906 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.81 | Absolute change: 0.0072 | Relative change: 1.6e-07
## Maximum item intercept parameter change: 0.000671
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000239
## ....................................................
## Iteration 907 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.8026 | Absolute change: 0.0074 | Relative change: 1.6e-07
## Maximum item intercept parameter change: 0.000699
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000204
## ....................................................
## Iteration 908 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7951 | Absolute change: 0.0076 | Relative change: 1.6e-07
## Maximum item intercept parameter change: 0.000687
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00024
## ....................................................
## Iteration 909 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7873 | Absolute change: 0.0077 | Relative change: 1.7e-07
## Maximum item intercept parameter change: 0.000715
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00021
## ....................................................
## Iteration 910 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7794 | Absolute change: 0.0079 | Relative change: 1.7e-07
## Maximum item intercept parameter change: 0.000703
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000241
## ....................................................
## Iteration 911 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7714 | Absolute change: 0.0081 | Relative change: 1.7e-07
## Maximum item intercept parameter change: 0.000731
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000217
## ....................................................
## Iteration 912 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7631 | Absolute change: 0.0083 | Relative change: 1.8e-07
## Maximum item intercept parameter change: 0.000719
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000241
## ....................................................
## Iteration 913 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7546 | Absolute change: 0.0084 | Relative change: 1.8e-07
## Maximum item intercept parameter change: 0.000748
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000219
## ....................................................
## Iteration 914 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.746 | Absolute change: 0.0087 | Relative change: 1.9e-07
## Maximum item intercept parameter change: 0.000735
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000242
## ....................................................
## Iteration 915 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7372 | Absolute change: 0.0088 | Relative change: 1.9e-07
## Maximum item intercept parameter change: 0.000765
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00022
## ....................................................
## Iteration 916 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7281 | Absolute change: 0.0091 | Relative change: 2e-07
## Maximum item intercept parameter change: 0.000753
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000243
## ....................................................
## Iteration 917 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7189 | Absolute change: 0.0092 | Relative change: 2e-07
## Maximum item intercept parameter change: 0.000782
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000225
## ....................................................
## Iteration 918 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.7094 | Absolute change: 0.0095 | Relative change: 2e-07
## Maximum item intercept parameter change: 0.000769
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000242
## ....................................................
## Iteration 919 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6998 | Absolute change: 0.0096 | Relative change: 2.1e-07
## Maximum item intercept parameter change: 0.000799
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000195
## ....................................................
## Iteration 920 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6899 | Absolute change: 0.0099 | Relative change: 2.1e-07
## Maximum item intercept parameter change: 0.000787
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000244
## ....................................................
## Iteration 921 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6799 | Absolute change: 0.0101 | Relative change: 2.2e-07
## Maximum item intercept parameter change: 0.000817
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000198
## ....................................................
## Iteration 922 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6696 | Absolute change: 0.0103 | Relative change: 2.2e-07
## Maximum item intercept parameter change: 0.000805
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000244
## ....................................................
## Iteration 923 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.659 | Absolute change: 0.0105 | Relative change: 2.3e-07
## Maximum item intercept parameter change: 0.000835
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000198
## ....................................................
## Iteration 924 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6482 | Absolute change: 0.0108 | Relative change: 2.3e-07
## Maximum item intercept parameter change: 0.000827
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000244
## ....................................................
## Iteration 925 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6372 | Absolute change: 0.0111 | Relative change: 2.4e-07
## Maximum item intercept parameter change: 0.000842
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000185
## ....................................................
## Iteration 926 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6259 | Absolute change: 0.0113 | Relative change: 2.4e-07
## Maximum item intercept parameter change: 0.000845
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00024
## ....................................................
## Iteration 927 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6144 | Absolute change: 0.0115 | Relative change: 2.5e-07
## Maximum item intercept parameter change: 0.000867
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000186
## ....................................................
## Iteration 928 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.6026 | Absolute change: 0.0117 | Relative change: 2.5e-07
## Maximum item intercept parameter change: 0.000868
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000202
## ....................................................
## Iteration 929 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.5907 | Absolute change: 0.012 | Relative change: 2.6e-07
## Maximum item intercept parameter change: 0.000898
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000192
## ....................................................
## Iteration 930 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.5784 | Absolute change: 0.0123 | Relative change: 2.6e-07
## Maximum item intercept parameter change: 0.000886
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000227
## ....................................................
## Iteration 931 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.5658 | Absolute change: 0.0126 | Relative change: 2.7e-07
## Maximum item intercept parameter change: 0.000906
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000186
## ....................................................
## Iteration 932 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.553 | Absolute change: 0.0128 | Relative change: 2.8e-07
## Maximum item intercept parameter change: 0.000905
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000233
## ....................................................
## Iteration 933 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.5399 | Absolute change: 0.0132 | Relative change: 2.8e-07
## Maximum item intercept parameter change: 0.000926
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000182
## ....................................................
## Iteration 934 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.5265 | Absolute change: 0.0134 | Relative change: 2.9e-07
## Maximum item intercept parameter change: 0.000925
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000233
## ....................................................
## Iteration 935 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.5127 | Absolute change: 0.0137 | Relative change: 3e-07
## Maximum item intercept parameter change: 0.000946
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000164
## ....................................................
## Iteration 936 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.4988 | Absolute change: 0.014 | Relative change: 3e-07
## Maximum item intercept parameter change: 0.000945
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000231
## ....................................................
## Iteration 937 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.4844 | Absolute change: 0.0143 | Relative change: 3.1e-07
## Maximum item intercept parameter change: 0.000967
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000147
## ....................................................
## Iteration 938 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.4699 | Absolute change: 0.0146 | Relative change: 3.1e-07
## Maximum item intercept parameter change: 0.000966
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000229
## ....................................................
## Iteration 939 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.4549 | Absolute change: 0.015 | Relative change: 3.2e-07
## Maximum item intercept parameter change: 0.000988
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000112
## ....................................................
## Iteration 940 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.4398 | Absolute change: 0.0152 | Relative change: 3.3e-07
## Maximum item intercept parameter change: 0.000987
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000236
## ....................................................
## Iteration 941 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.4241 | Absolute change: 0.0156 | Relative change: 3.4e-07
## Maximum item intercept parameter change: 0.00101
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 9.5e-05
## ....................................................
## Iteration 942 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.4083 | Absolute change: 0.0158 | Relative change: 3.4e-07
## Maximum item intercept parameter change: 0.001007
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000241
## ....................................................
## Iteration 943 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.392 | Absolute change: 0.0163 | Relative change: 3.5e-07
## Maximum item intercept parameter change: 0.00103
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.8e-05
## ....................................................
## Iteration 944 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.3755 | Absolute change: 0.0165 | Relative change: 3.6e-07
## Maximum item intercept parameter change: 0.001029
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000234
## ....................................................
## Iteration 945 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.3585 | Absolute change: 0.017 | Relative change: 3.7e-07
## Maximum item intercept parameter change: 0.001052
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 5.8e-05
## ....................................................
## Iteration 946 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.3413 | Absolute change: 0.0172 | Relative change: 3.7e-07
## Maximum item intercept parameter change: 0.001051
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00023
## ....................................................
## Iteration 947 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.3236 | Absolute change: 0.0177 | Relative change: 3.8e-07
## Maximum item intercept parameter change: 0.001071
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.6e-05
## ....................................................
## Iteration 948 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.3057 | Absolute change: 0.0179 | Relative change: 3.9e-07
## Maximum item intercept parameter change: 0.001069
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000365
## ....................................................
## Iteration 949 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.2871 | Absolute change: 0.0186 | Relative change: 4e-07
## Maximum item intercept parameter change: 0.001092
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 3.5e-05
## ....................................................
## Iteration 950 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.2685 | Absolute change: 0.0186 | Relative change: 4e-07
## Maximum item intercept parameter change: 0.001097
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000179
## ....................................................
## Iteration 951 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.2493 | Absolute change: 0.0192 | Relative change: 4.1e-07
## Maximum item intercept parameter change: 0.001116
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7e-06
## ....................................................
## Iteration 952 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.2299 | Absolute change: 0.0194 | Relative change: 4.2e-07
## Maximum item intercept parameter change: 0.001119
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000196
## ....................................................
## Iteration 953 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.2099 | Absolute change: 0.02 | Relative change: 4.3e-07
## Maximum item intercept parameter change: 0.001139
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.3e-05
## ....................................................
## Iteration 954 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.1897 | Absolute change: 0.0202 | Relative change: 4.4e-07
## Maximum item intercept parameter change: 0.001142
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000195
## ....................................................
## Iteration 955 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.1689 | Absolute change: 0.0208 | Relative change: 4.5e-07
## Maximum item intercept parameter change: 0.001162
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1e-05
## ....................................................
## Iteration 956 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.1478 | Absolute change: 0.021 | Relative change: 4.5e-07
## Maximum item intercept parameter change: 0.001165
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000192
## ....................................................
## Iteration 957 2021-01-05 19:54:41
## E Step
## M Step Intercepts |----
## Deviance = 46329.1261 | Absolute change: 0.0217 | Relative change: 4.7e-07
## Maximum item intercept parameter change: 0.001186
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.8e-05
## ....................................................
## Iteration 958 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46329.1042 | Absolute change: 0.0219 | Relative change: 4.7e-07
## Maximum item intercept parameter change: 0.001188
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000177
## ....................................................
## Iteration 959 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46329.0817 | Absolute change: 0.0225 | Relative change: 4.9e-07
## Maximum item intercept parameter change: 0.001205
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6e-06
## ....................................................
## Iteration 960 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46329.059 | Absolute change: 0.0227 | Relative change: 4.9e-07
## Maximum item intercept parameter change: 0.001211
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000142
## ....................................................
## Iteration 961 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46329.0357 | Absolute change: 0.0233 | Relative change: 5e-07
## Maximum item intercept parameter change: 0.001227
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.7e-05
## ....................................................
## Iteration 962 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46329.0121 | Absolute change: 0.0236 | Relative change: 5.1e-07
## Maximum item intercept parameter change: 0.001235
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000138
## ....................................................
## Iteration 963 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.9879 | Absolute change: 0.0242 | Relative change: 5.2e-07
## Maximum item intercept parameter change: 0.001244
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.5e-05
## ....................................................
## Iteration 964 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.9633 | Absolute change: 0.0246 | Relative change: 5.3e-07
## Maximum item intercept parameter change: 0.001249
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000161
## ....................................................
## Iteration 965 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.9382 | Absolute change: 0.0251 | Relative change: 5.4e-07
## Maximum item intercept parameter change: 0.001262
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000105
## ....................................................
## Iteration 966 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.9127 | Absolute change: 0.0254 | Relative change: 5.5e-07
## Maximum item intercept parameter change: 0.00127
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000166
## ....................................................
## Iteration 967 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.8867 | Absolute change: 0.026 | Relative change: 5.6e-07
## Maximum item intercept parameter change: 0.001282
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000158
## ....................................................
## Iteration 968 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.8603 | Absolute change: 0.0263 | Relative change: 5.7e-07
## Maximum item intercept parameter change: 0.001295
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000127
## ....................................................
## Iteration 969 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.8333 | Absolute change: 0.027 | Relative change: 5.8e-07
## Maximum item intercept parameter change: 0.001306
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000106
## ....................................................
## Iteration 970 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.806 | Absolute change: 0.0273 | Relative change: 5.9e-07
## Maximum item intercept parameter change: 0.001319
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 8e-05
## ....................................................
## Iteration 971 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.7781 | Absolute change: 0.0279 | Relative change: 6e-07
## Maximum item intercept parameter change: 0.001324
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000162
## ....................................................
## Iteration 972 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.7499 | Absolute change: 0.0282 | Relative change: 6.1e-07
## Maximum item intercept parameter change: 0.001342
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 4.4e-05
## ....................................................
## Iteration 973 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.7211 | Absolute change: 0.0288 | Relative change: 6.2e-07
## Maximum item intercept parameter change: 0.001352
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000211
## ....................................................
## Iteration 974 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.6919 | Absolute change: 0.0292 | Relative change: 6.3e-07
## Maximum item intercept parameter change: 0.001362
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000104
## ....................................................
## Iteration 975 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.6621 | Absolute change: 0.0298 | Relative change: 6.4e-07
## Maximum item intercept parameter change: 0.00137
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000267
## ....................................................
## Iteration 976 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.6321 | Absolute change: 0.0301 | Relative change: 6.5e-07
## Maximum item intercept parameter change: 0.001384
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 6.3e-05
## ....................................................
## Iteration 977 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.6013 | Absolute change: 0.0307 | Relative change: 6.6e-07
## Maximum item intercept parameter change: 0.001389
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000321
## ....................................................
## Iteration 978 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.5703 | Absolute change: 0.031 | Relative change: 6.7e-07
## Maximum item intercept parameter change: 0.001406
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 1.4e-05
## ....................................................
## Iteration 979 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.5387 | Absolute change: 0.0317 | Relative change: 6.8e-07
## Maximum item intercept parameter change: 0.001409
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.00037
## ....................................................
## Iteration 980 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.5067 | Absolute change: 0.0319 | Relative change: 6.9e-07
## Maximum item intercept parameter change: 0.001429
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 2.8e-05
## ....................................................
## Iteration 981 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.4741 | Absolute change: 0.0326 | Relative change: 7e-07
## Maximum item intercept parameter change: 0.001429
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000381
## ....................................................
## Iteration 982 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.4412 | Absolute change: 0.0329 | Relative change: 7.1e-07
## Maximum item intercept parameter change: 0.001451
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 7.8e-05
## ....................................................
## Iteration 983 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.4077 | Absolute change: 0.0336 | Relative change: 7.2e-07
## Maximum item intercept parameter change: 0.00145
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000427
## ....................................................
## Iteration 984 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.3738 | Absolute change: 0.0338 | Relative change: 7.3e-07
## Maximum item intercept parameter change: 0.001472
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000119
## ....................................................
## Iteration 985 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.3393 | Absolute change: 0.0345 | Relative change: 7.4e-07
## Maximum item intercept parameter change: 0.001473
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000472
## ....................................................
## Iteration 986 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.3045 | Absolute change: 0.0348 | Relative change: 7.5e-07
## Maximum item intercept parameter change: 0.001493
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000241
## ....................................................
## Iteration 987 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.2691 | Absolute change: 0.0354 | Relative change: 7.6e-07
## Maximum item intercept parameter change: 0.001493
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000485
## ....................................................
## Iteration 988 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.2334 | Absolute change: 0.0358 | Relative change: 7.7e-07
## Maximum item intercept parameter change: 0.001513
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000265
## ....................................................
## Iteration 989 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.197 | Absolute change: 0.0364 | Relative change: 7.9e-07
## Maximum item intercept parameter change: 0.001513
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000518
## ....................................................
## Iteration 990 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.1603 | Absolute change: 0.0367 | Relative change: 7.9e-07
## Maximum item intercept parameter change: 0.001534
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000303
## ....................................................
## Iteration 991 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.123 | Absolute change: 0.0373 | Relative change: 8.1e-07
## Maximum item intercept parameter change: 0.001533
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000554
## ....................................................
## Iteration 992 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.0853 | Absolute change: 0.0377 | Relative change: 8.1e-07
## Maximum item intercept parameter change: 0.001553
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000342
## ....................................................
## Iteration 993 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.0471 | Absolute change: 0.0383 | Relative change: 8.3e-07
## Maximum item intercept parameter change: 0.001556
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000594
## ....................................................
## Iteration 994 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46328.0084 | Absolute change: 0.0387 | Relative change: 8.3e-07
## Maximum item intercept parameter change: 0.001568
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000119
## ....................................................
## Iteration 995 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46327.969 | Absolute change: 0.0394 | Relative change: 8.5e-07
## Maximum item intercept parameter change: 0.001578
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000699
## ....................................................
## Iteration 996 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46327.9295 | Absolute change: 0.0395 | Relative change: 8.5e-07
## Maximum item intercept parameter change: 0.001588
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000232
## ....................................................
## Iteration 997 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46327.8893 | Absolute change: 0.0402 | Relative change: 8.7e-07
## Maximum item intercept parameter change: 0.001593
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000772
## ....................................................
## Iteration 998 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46327.849 | Absolute change: 0.0404 | Relative change: 8.7e-07
## Maximum item intercept parameter change: 0.001627
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000269
## ....................................................
## Iteration 999 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46327.8081 | Absolute change: 0.0409 | Relative change: 8.8e-07
## Maximum item intercept parameter change: 0.001611
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000164
## ....................................................
## Iteration 1000 2021-01-05 19:54:42
## E Step
## M Step Intercepts |----
## Deviance = 46327.7663 | Absolute change: 0.0418 | Relative change: 9e-07
## Maximum item intercept parameter change: 0.001633
## Maximum item slope parameter change: 0
## Maximum regression parameter change: 0
## Maximum variance parameter change: 0.000593
## ....................................................
## Item Parameters
## xsi.index xsi.label est
## 1 1 style -0.0458
## 2 2 org 0.3102
## 3 3 conv -0.4268
## 4 4 sent_form -1.2476
## 5 5 step1 -3.5365
## 6 6 step2 0.0638
## 7 7 rater_1_ -0.1914
## 8 8 rater_10 -0.4732
## 9 9 rater_11 -0.0753
## 10 10 rater_12 -0.1676
## 11 11 rater_13 0.1638
## 12 12 rater_14 0.1743
## 13 13 rater_15 -0.5483
## 14 14 rater_16 0.4046
## 15 15 rater_17 0.1218
## 16 16 rater_18 0.5014
## 17 17 rater_19 0.0641
## 18 18 rater_2_ -0.0201
## 19 19 rater_20 0.1559
## 20 20 rater_21 -0.0437
## 21 21 rater_3_ -0.0016
## 22 22 rater_4_ 0.1034
## 23 23 rater_5_ -0.2736
## 24 24 rater_6_ -0.4519
## 25 25 rater_7_ -0.4786
## 26 26 rater_8_ 0.2738
## ...................................
## Regression Coefficients
## [,1]
## [1,] 0
##
## Variance:
## [,1]
## [1,] 8.155
##
##
## EAP Reliability:
## [1] 0.994
##
## -----------------------------
## Start: 2021-01-05 19:54:33
## End: 2021-01-05 19:54:42
## Time difference of 8.724979 secs## ------------------------------------------------------------
## TAM 3.5-19 (2020-05-05 22:45:39)
## R version 3.6.2 (2019-12-12) x86_64, linux-gnu | nodename=bookdown | login=unknown
##
## Date of Analysis: 2021-01-05 19:54:42
## Time difference of 8.724979 secs
## Computation time: 8.724979
##
## Multidimensional Item Response Model in TAM
##
## IRT Model: 1PL
## Call:
## tam.mml.mfr(resp = writing.resp, pid = writing.pid, formulaA = RS.writing.formula,
## facets = writing.facets)
##
## ------------------------------------------------------------
## Number of iterations = 1000
## Numeric integration with 21 integration points
##
## Deviance = 46327.77
## Log likelihood = -23163.88
## Number of persons = 372
## Number of persons used = 372
## Number of generalized items = 84
## Number of items = 4
## Number of estimated parameters = 27
## Item threshold parameters = 26
## Item slope parameters = 0
## Regression parameters = 0
## Variance/covariance parameters = 1
##
## AIC = 46382 | penalty=54 | AIC=-2*LL + 2*p
## AIC3 = 46409 | penalty=81 | AIC3=-2*LL + 3*p
## BIC = 46488 | penalty=159.81 | BIC=-2*LL + log(n)*p
## aBIC = 46402 | penalty=73.86 | aBIC=-2*LL + log((n-2)/24)*p (adjusted BIC)
## CAIC = 46515 | penalty=186.81 | CAIC=-2*LL + [log(n)+1]*p (consistent AIC)
## AICc = 46386 | penalty=58.4 | AICc=-2*LL + 2*p + 2*p*(p+1)/(n-p-1) (bias corrected AIC)
## GHP = 0.74216 | GHP=( -LL + p ) / (#Persons * #Items) (Gilula-Haberman log penalty)
##
## ------------------------------------------------------------
## EAP Reliability
## [1] 0.994
## ------------------------------------------------------------
## Covariances and Variances
## [,1]
## [1,] 8.155
## ------------------------------------------------------------
## Correlations and Standard Deviations (in the diagonal)
## [,1]
## [1,] 2.856
## ------------------------------------------------------------
## Regression Coefficients
## [,1]
## [1,] 0
## ------------------------------------------------------------
## Item Parameters -A*Xsi
## item N M xsi.item AXsi_.Cat1 AXsi_.Cat2 AXsi_.Cat3
## 1 conv-rater_1_ 372 1.753 -0.617 -4.153 -4.706 -1.850
## 2 conv-rater_10 372 1.871 -0.899 -4.435 -5.270 -2.696
## 3 conv-rater_11 372 1.653 -0.501 -4.037 -4.474 -1.502
## 4 conv-rater_12 372 1.734 -0.593 -4.129 -4.658 -1.779
## 5 conv-rater_13 372 1.489 -0.262 -3.798 -3.996 -0.785
## 6 conv-rater_14 372 1.828 -0.251 -3.788 -3.975 -0.753
## 7 conv-rater_15 372 1.664 -0.974 -4.510 -5.420 -2.921
## 8 conv-rater_16 372 1.645 -0.021 -3.557 -3.514 -0.062
## 9 conv-rater_17 372 1.863 -0.303 -3.840 -4.080 -0.910
## 10 conv-rater_18 372 1.554 0.076 -3.460 -3.320 0.228
## 11 conv-rater_19 372 1.798 -0.361 -3.898 -4.195 -1.084
## 12 conv-rater_2_ 372 1.680 -0.445 -3.982 -4.363 -1.336
## 13 conv-rater_20 372 1.621 -0.269 -3.806 -4.011 -0.808
## 14 conv-rater_21 372 1.780 -0.469 -4.006 -4.411 -1.407
## 15 conv-rater_3_ 372 1.774 -0.427 -3.963 -4.327 -1.281
## 16 conv-rater_4_ 372 1.685 -0.322 -3.858 -4.116 -0.966
## 17 conv-rater_5_ 372 1.642 -0.699 -4.235 -4.870 -2.097
## 18 conv-rater_6_ 372 1.941 -0.877 -4.414 -5.227 -2.632
## 19 conv-rater_7_ 372 1.737 -0.904 -4.440 -5.280 -2.712
## 20 conv-rater_8_ 372 1.632 -0.151 -3.688 -3.776 -0.454
## 21 conv-rater_9_ 372 1.589 0.340 -3.197 -2.794 1.019
## 22 org-rater_1_ 372 1.559 0.120 -3.416 -3.232 0.361
## 23 org-rater_10 372 1.503 -0.162 -3.698 -3.796 -0.485
## 24 org-rater_11 372 1.583 0.236 -3.300 -3.000 0.709
## 25 org-rater_12 372 1.608 0.144 -3.392 -3.184 0.432
## 26 org-rater_13 372 1.645 0.475 -3.061 -2.522 1.426
## 27 org-rater_14 372 1.392 0.486 -3.051 -2.501 1.458
## 28 org-rater_15 372 1.790 -0.237 -3.773 -3.946 -0.710
## 29 org-rater_16 372 1.454 0.716 -2.820 -2.040 2.149
## 30 org-rater_17 372 1.441 0.433 -3.103 -2.606 1.300
## 31 org-rater_18 372 1.392 0.813 -2.723 -1.846 2.439
## 32 org-rater_19 372 1.419 0.376 -3.161 -2.721 1.127
## 33 org-rater_2_ 372 1.513 0.292 -3.245 -2.889 0.875
## 34 org-rater_20 372 1.433 0.468 -3.069 -2.537 1.403
## 35 org-rater_21 372 1.406 0.268 -3.269 -2.937 0.804
## 36 org-rater_3_ 372 1.524 0.310 -3.226 -2.853 0.930
## 37 org-rater_4_ 372 1.476 0.415 -3.121 -2.642 1.245
## 38 org-rater_5_ 372 1.707 0.038 -3.498 -3.396 0.114
## 39 org-rater_6_ 372 1.605 -0.140 -3.677 -3.753 -0.421
## 40 org-rater_7_ 372 1.825 -0.167 -3.703 -3.806 -0.501
## 41 org-rater_8_ 372 1.355 0.586 -2.951 -2.302 1.757
## 42 org-rater_9_ 372 1.309 1.077 -2.460 -1.320 3.230
## 43 sent_form-rater_1_ 372 1.968 -1.437 -4.974 -6.348 -4.312
## 44 sent_form-rater_10 372 2.051 -1.719 -5.256 -6.911 -5.158
## 45 sent_form-rater_11 372 1.941 -1.321 -4.858 -6.115 -3.964
## 46 sent_form-rater_12 372 1.914 -1.414 -4.950 -6.300 -4.241
## 47 sent_form-rater_13 372 1.769 -1.082 -4.619 -5.637 -3.247
## 48 sent_form-rater_14 372 1.815 -1.072 -4.608 -5.616 -3.216
## 49 sent_form-rater_15 372 2.056 -1.794 -5.331 -7.061 -5.383
## 50 sent_form-rater_16 372 1.742 -0.841 -4.378 -5.156 -2.524
## 51 sent_form-rater_17 372 1.831 -1.124 -4.661 -5.721 -3.373
## 52 sent_form-rater_18 372 1.718 -0.745 -4.281 -4.962 -2.234
## 53 sent_form-rater_19 372 2.027 -1.182 -4.719 -5.837 -3.546
## 54 sent_form-rater_2_ 372 1.903 -1.266 -4.803 -6.005 -3.799
## 55 sent_form-rater_20 372 2.043 -1.090 -4.627 -5.653 -3.271
## 56 sent_form-rater_21 372 2.132 -1.290 -4.826 -6.052 -3.870
## 57 sent_form-rater_3_ 372 1.895 -1.248 -4.784 -5.968 -3.743
## 58 sent_form-rater_4_ 372 1.892 -1.143 -4.679 -5.758 -3.428
## 59 sent_form-rater_5_ 372 1.895 -1.520 -5.056 -6.512 -4.559
## 60 sent_form-rater_6_ 372 1.984 -1.698 -5.234 -6.869 -5.094
## 61 sent_form-rater_7_ 372 2.022 -1.725 -5.261 -6.922 -5.174
## 62 sent_form-rater_8_ 372 1.949 -0.972 -4.509 -5.417 -2.917
## 63 sent_form-rater_9_ 372 1.737 -0.481 -4.018 -4.435 -1.444
## 64 style-rater_1_ 372 1.680 -0.236 -3.772 -3.944 -0.707
## 65 style-rater_10 372 1.820 -0.518 -4.054 -4.508 -1.553
## 66 style-rater_11 372 1.664 -0.120 -3.656 -3.712 -0.359
## 67 style-rater_12 372 1.680 -0.212 -3.748 -3.896 -0.636
## 68 style-rater_13 372 1.694 0.120 -3.417 -3.234 0.359
## 69 style-rater_14 372 1.551 0.130 -3.406 -3.213 0.390
## 70 style-rater_15 372 1.809 -0.593 -4.129 -4.658 -1.778
## 71 style-rater_16 372 1.508 0.360 -3.176 -2.752 1.081
## 72 style-rater_17 372 1.505 0.078 -3.459 -3.318 0.233
## 73 style-rater_18 372 1.586 0.457 -3.079 -2.558 1.372
## 74 style-rater_19 372 1.454 0.020 -3.517 -3.433 0.059
## 75 style-rater_2_ 372 1.688 -0.064 -3.601 -3.601 -0.193
## 76 style-rater_20 372 1.508 0.112 -3.425 -3.249 0.335
## 77 style-rater_21 372 1.492 -0.088 -3.625 -3.649 -0.264
## 78 style-rater_3_ 372 1.573 -0.046 -3.582 -3.564 -0.138
## 79 style-rater_4_ 372 1.605 0.059 -3.477 -3.354 0.178
## 80 style-rater_5_ 372 1.798 -0.318 -3.854 -4.108 -0.953
## 81 style-rater_6_ 372 1.694 -0.496 -4.033 -4.465 -1.488
## 82 style-rater_7_ 372 1.667 -0.523 -4.059 -4.518 -1.569
## 83 style-rater_8_ 372 1.548 0.230 -3.307 -3.013 0.689
## 84 style-rater_9_ 372 1.347 0.721 -2.816 -2.031 2.162
## B.Cat1.Dim1 B.Cat2.Dim1 B.Cat3.Dim1
## 1 1 2 3
## 2 1 2 3
## 3 1 2 3
## 4 1 2 3
## 5 1 2 3
## 6 1 2 3
## 7 1 2 3
## 8 1 2 3
## 9 1 2 3
## 10 1 2 3
## 11 1 2 3
## 12 1 2 3
## 13 1 2 3
## 14 1 2 3
## 15 1 2 3
## 16 1 2 3
## 17 1 2 3
## 18 1 2 3
## 19 1 2 3
## 20 1 2 3
## 21 1 2 3
## 22 1 2 3
## 23 1 2 3
## 24 1 2 3
## 25 1 2 3
## 26 1 2 3
## 27 1 2 3
## 28 1 2 3
## 29 1 2 3
## 30 1 2 3
## 31 1 2 3
## 32 1 2 3
## 33 1 2 3
## 34 1 2 3
## 35 1 2 3
## 36 1 2 3
## 37 1 2 3
## 38 1 2 3
## 39 1 2 3
## 40 1 2 3
## 41 1 2 3
## 42 1 2 3
## 43 1 2 3
## 44 1 2 3
## 45 1 2 3
## 46 1 2 3
## 47 1 2 3
## 48 1 2 3
## 49 1 2 3
## 50 1 2 3
## 51 1 2 3
## 52 1 2 3
## 53 1 2 3
## 54 1 2 3
## 55 1 2 3
## 56 1 2 3
## 57 1 2 3
## 58 1 2 3
## 59 1 2 3
## 60 1 2 3
## 61 1 2 3
## 62 1 2 3
## 63 1 2 3
## 64 1 2 3
## 65 1 2 3
## 66 1 2 3
## 67 1 2 3
## 68 1 2 3
## 69 1 2 3
## 70 1 2 3
## 71 1 2 3
## 72 1 2 3
## 73 1 2 3
## 74 1 2 3
## 75 1 2 3
## 76 1 2 3
## 77 1 2 3
## 78 1 2 3
## 79 1 2 3
## 80 1 2 3
## 81 1 2 3
## 82 1 2 3
## 83 1 2 3
## 84 1 2 3
##
## Item Facet Parameters Xsi
## parameter facet xsi se.xsi
## 1 style item -0.046 0.022
## 2 org item 0.310 0.022
## 3 conv item -0.427 0.022
## 4 sent_form item -1.248 0.023
## 5 step1 step -3.537 0.015
## 6 step2 step 0.064 0.014
## 7 step3 step 3.473 0.021
## 8 rater_1_ rater -0.191 0.036
## 9 rater_10 rater -0.473 0.036
## 10 rater_11 rater -0.075 0.036
## 11 rater_12 rater -0.168 0.036
## 12 rater_13 rater 0.164 0.036
## 13 rater_14 rater 0.174 0.036
## 14 rater_15 rater -0.548 0.036
## 15 rater_16 rater 0.405 0.036
## 16 rater_17 rater 0.122 0.036
## 17 rater_18 rater 0.501 0.036
## 18 rater_19 rater 0.064 0.036
## 19 rater_2_ rater -0.020 0.036
## 20 rater_20 rater 0.156 0.036
## 21 rater_21 rater -0.044 0.036
## 22 rater_3_ rater -0.002 0.036
## 23 rater_4_ rater 0.103 0.036
## 24 rater_5_ rater -0.274 0.036
## 25 rater_6_ rater -0.452 0.036
## 26 rater_7_ rater -0.479 0.036
## 27 rater_8_ rater 0.274 0.036
## 28 rater_9_ rater 0.762 0.162
##
## Item Parameters Xsi
## xsi se.xsi
## style -0.046 0.022
## org 0.310 0.022
## conv -0.427 0.022
## sent_form -1.248 0.023
## step1 -3.537 0.015
## step2 0.064 0.014
## rater_1_ -0.191 0.036
## rater_10 -0.473 0.036
## rater_11 -0.075 0.036
## rater_12 -0.168 0.036
## rater_13 0.164 0.036
## rater_14 0.174 0.036
## rater_15 -0.548 0.036
## rater_16 0.405 0.036
## rater_17 0.122 0.036
## rater_18 0.501 0.036
## rater_19 0.064 0.036
## rater_2_ -0.020 0.036
## rater_20 0.156 0.036
## rater_21 -0.044 0.036
## rater_3_ -0.002 0.036
## rater_4_ 0.103 0.036
## rater_5_ -0.274 0.036
## rater_6_ -0.452 0.036
## rater_7_ -0.479 0.036
## rater_8_ 0.274 0.036# Save the facet estimates:
facet.estimates <- writing.model$xsi.facets # all facets together
domain.estimates <- subset(facet.estimates, facet.estimates$facet == "item")
rater.estimates <- subset(facet.estimates, facet.estimates$facet == "rater")
threshold.estimates <- subset(facet.estimates, facet.estimates$facet == "step")7.7.1 Student Estimates
## Student Estimates
# Student fit:
person.fit <- tam.personfit(writing.model)
person.fit # Check the person infit/outfit## outfitPerson outfitPerson_t infitPerson infitPerson_t
## 1 0.9801551 -0.066145455 0.9767384 -0.088252163
## 2 1.2724086 1.935076346 1.2905212 2.045588892
## 3 0.6004844 -3.128967188 0.6016151 -3.129916933
## 4 1.3539062 2.104833775 1.3479885 2.101157432
## 5 0.7756938 -1.581190405 0.7787822 -1.584666662
## 6 0.7448523 -2.170103312 0.7597366 -2.187956568
## 7 1.2067210 1.248467047 1.1986297 1.212486232
## 8 0.7217903 -1.841768106 0.7245385 -1.832625013
## 9 0.7254476 -2.464205515 0.7292003 -2.523602654
## 10 0.7789557 -1.668687321 0.7813101 -1.668273253
## 11 0.6711838 -2.618460068 0.6792427 -2.574271314
## 12 0.5085180 -0.537839646 0.8453127 -0.068748047
## 13 1.6392350 3.841933669 1.6276760 3.830544405
## 14 0.7727456 -1.413695142 0.7882330 -1.332840217
## 15 1.0136393 0.141388616 1.0553005 0.480488135
## 16 0.9576529 -0.250378701 0.9575050 -0.255919604
## 17 0.7590647 -1.844907478 0.7601502 -1.835243415
## 18 1.3466014 2.189118131 1.3567391 2.276981023
## 19 0.7869098 -1.340161894 0.7885467 -1.336417335
## 20 1.2839363 1.676477062 1.2791242 1.660980475
## 21 0.7399073 -1.681751400 0.7422636 -1.674115955
## 22 1.0543129 0.475145484 1.0139670 0.158349815
## 23 1.0885043 0.750559462 1.1129666 0.960963694
## 24 1.0453208 0.389518608 1.0478743 0.442785457
## 25 0.9817404 -0.099644942 0.9274940 -0.598108503
## 26 0.6849962 -2.444554405 0.6855869 -2.442866595
## 27 1.0624133 0.455065840 1.0338554 0.308238968
## 28 1.1346212 0.838366831 1.1316074 0.825636849
## 29 0.7630250 -1.482660691 0.7743188 -1.432347267
## 30 0.8863344 -0.800783754 0.9662815 -0.243280029
## 31 0.8877669 -0.970418598 0.8860152 -1.004061460
## 32 0.8164179 -0.486038664 0.9446626 -0.139902417
## 33 1.2549485 1.451938129 1.2638356 1.523357380
## 34 0.6700192 -2.256448078 0.6748829 -2.231894249
## 35 0.8220025 -1.210139857 0.8330579 -1.148492782
## 36 1.0264734 0.194675597 1.1278323 0.788292308
## 37 0.9768590 -0.145726975 0.9794246 -0.124969757
## 38 0.7237632 -1.756004756 0.7284256 -1.737094433
## 39 1.4493668 2.736356195 1.4531679 2.797089820
## 40 0.9873286 -0.041246899 0.9789964 -0.132966211
## 41 0.8887744 -0.868963022 0.8910667 -0.847600053
## 42 0.8575319 -1.029471500 0.8576567 -1.028303627
## 43 1.2527409 1.929070404 1.2587476 2.098878391
## 44 0.8744407 -0.053229999 0.9439386 0.011950093
## 45 1.3045482 1.001434562 1.2595311 1.093386400
## 46 1.1782571 1.110669409 1.1713782 1.081046680
## 47 0.5777440 -3.018781340 0.5785588 -3.043896769
## 48 1.2246326 1.397144693 1.2237580 1.407355010
## 49 0.9174839 -0.519449414 0.9148648 -0.540779121
## 50 0.7965377 -1.362106134 0.7955008 -1.378673128
## 51 0.7309132 -1.786678074 0.7388021 -1.746972991
## 52 0.9520440 -0.295340514 0.9643763 -0.210103789
## 53 0.8276896 -1.007356155 0.8234110 -1.045519611
## 54 0.9082751 -0.307178195 1.0685477 0.416262060
## 55 1.0641783 0.424867077 1.0751157 0.489147934
## 56 1.2909014 1.840330480 1.2388184 1.760134213
## 57 1.0985917 0.864925280 1.0862615 0.771501037
## 58 0.7785423 -1.476334449 0.7915904 -1.409448244
## 59 1.2406830 1.596144194 1.2389093 1.606632658
## 60 0.8553937 -1.172843691 0.8785813 -1.052418787
## 61 0.7459501 -1.653522550 0.7407017 -1.704484701
## 62 0.8144778 -1.414136842 0.8142403 -1.413707344
## 63 0.7342317 -1.527372726 0.8210438 -1.265434959
## 64 0.8322698 -1.071186116 0.8381714 -1.053061851
## 65 0.8962999 -0.010329324 0.9541103 0.036311833
## 66 0.6954752 -2.410077606 0.6997408 -2.395414605
## 67 0.9752137 -0.119338806 0.9886837 -0.029312448
## 68 0.8948347 -0.643488173 0.9079133 -0.561442084
## 69 0.2568688 -0.758377876 0.6679043 -0.207888882
## 70 0.7387995 -0.240612709 0.9019133 -0.035966301
## 71 1.4075418 2.268777026 1.4038518 2.263598136
## 72 0.8910768 -0.808578701 0.8797766 -0.898328501
## 73 1.0106024 0.126933943 1.0515524 0.474846210
## 74 0.9411431 -0.315737420 0.9368822 -0.346430522
## 75 1.1511424 0.950877368 1.1455703 0.924445961
## 76 0.7988539 -1.507148069 0.7997093 -1.516682006
## 77 1.2020392 1.016534524 1.2304827 1.436068353
## 78 1.3670895 2.056553087 1.3620424 2.042735074
## 79 0.8815291 -0.915468448 0.8912339 -0.929188055
## 80 0.8669821 -0.906388737 0.8725628 -0.867267194
## 81 0.9792567 -0.073893175 0.9813589 -0.061852860
## 82 1.1390965 1.070052954 1.1371278 1.053290292
## 83 0.9963034 0.030899823 0.9955097 0.025454901
## 84 0.9564361 -0.198049529 0.9587924 -0.188197900
## 85 1.0916857 0.779382789 1.1227297 1.064031513
## 86 0.6198622 -3.110638125 0.6214216 -3.127321934
## 87 0.9126211 -0.522121377 0.9097896 -0.548545012
## 88 1.0044187 0.083155083 1.0320726 0.242943576
## 89 0.9602251 -0.167101904 1.1188717 0.858569032
## 90 0.7694313 -0.477946954 0.9384479 -0.094150209
## 91 0.9753000 -0.112942879 0.9726935 -0.131595253
## 92 0.8722825 -1.030934984 0.8792887 -0.970225002
## 93 0.7315495 -1.921586639 0.7398876 -1.888132494
## 94 1.0777582 0.496151532 1.0826643 0.528816373
## 95 1.0148860 0.143214769 1.0115722 0.124384242
## 96 0.9757735 -0.127068553 0.9808931 -0.091969162
## 97 1.3694402 2.218611600 1.3601608 2.196575561
## 98 1.0365888 0.224194036 1.0089853 0.132639424
## 99 0.9293787 -0.473136579 0.9317369 -0.455284697
## 100 1.1853916 1.452915477 1.2400874 1.960316834
## 101 0.5880268 -3.038227122 0.5906961 -3.033864196
## 102 0.9207205 -0.551765085 0.9358868 -0.510620035
## 103 0.9881571 -0.012657994 0.9877148 -0.016326808
## 104 0.5485669 -3.263088910 0.5489168 -3.279585143
## 105 0.7752543 -1.553102509 0.7730692 -1.578942384
## 106 0.7609513 -0.201548337 0.9519135 0.066835503
## 107 0.8723817 -1.060741832 0.8909720 -0.924287294
## 108 1.2711116 2.102406866 1.2996122 2.355555792
## 109 0.9343512 -0.426894732 0.9265964 -0.490762754
## 110 0.7048142 -1.851943064 0.7075512 -1.859202807
## 111 0.6196731 -3.110948533 0.6313479 -3.032813152
## 112 0.8694648 -0.838567760 0.8682158 -0.852868300
## 113 0.5857260 -3.413165679 0.5938608 -3.375544568
## 114 0.9561110 -0.203826869 0.9500230 -0.243537634
## 115 1.2297232 1.882903046 1.1978363 1.673393846
## 116 0.7532195 -1.618395470 0.7599351 -1.581521467
## 117 1.0623095 0.320218291 0.9987261 0.060332223
## 118 1.5131808 3.586495610 1.5522344 4.117060667
## 119 1.0544339 0.471439107 1.0165930 0.180251625
## 120 1.4277984 3.190009438 1.4361370 3.269276106
## 121 1.0066103 0.093900010 1.0069674 0.096277390
## 122 1.8275880 3.937273251 1.8336727 3.994076102
## 123 1.1789987 1.420013275 1.1841502 1.465316303
## 124 1.3080393 1.516986729 1.2222322 1.382349734
## 125 0.8109309 -1.338197456 0.8152803 -1.308131055
## 126 1.0443933 0.252971247 0.9829855 0.083087036
## 127 1.1387135 1.033481785 1.1481409 1.095468618
## 128 1.0878278 0.563934166 1.0924304 0.593852796
## 129 0.9806731 -0.062873851 0.9743584 -0.102893046
## 130 1.1052484 0.765908614 1.0988924 0.731939997
## 131 0.9450886 -0.227427392 0.9944752 0.013063314
## 132 0.9480799 -0.156950321 1.0000664 0.058443356
## 133 0.9943497 0.019935977 1.0088979 0.108778402
## 134 1.1604806 1.168045538 1.1632001 1.184382510
## 135 0.8161844 -1.172205236 0.8172315 -1.176024548
## 136 0.7084407 -1.931538102 0.7087012 -1.942279977
## 137 1.0734813 0.490494425 1.0704610 0.475027104
## 138 1.3399511 1.526267253 1.1328659 0.815972716
## 139 0.4592768 -0.646772786 0.8366900 -0.088147584
## 140 0.8280297 -1.283564236 0.8290924 -1.273552560
## 141 1.2219900 1.310957758 1.2304808 1.362681013
## 142 0.8030213 -1.341806956 0.8183883 -1.243481843
## 143 1.0144259 0.148358275 1.0152134 0.154632884
## 144 0.8760309 -0.748059862 0.8766008 -0.749604252
## 145 1.2411157 1.598737977 1.2407913 1.618081759
## 146 0.6350160 -2.390721581 0.6435952 -2.344591139
## 147 1.1961339 1.304375942 1.1956712 1.319951798
## 148 1.0942828 0.793141201 1.0863711 0.757086012
## 149 0.8146253 -0.537214026 0.9315720 -0.217529568
## 150 1.3193730 1.161992941 1.3291879 1.495206828
## 151 0.9049998 -0.524208328 0.9031724 -0.541142458
## 152 1.2955957 1.983136112 1.2784860 1.897251597
## 153 1.0431985 0.298577662 0.9972232 0.027300042
## 154 0.9367209 -0.424164722 0.9189589 -0.559287293
## 155 0.8491040 -0.163026203 0.9362846 -0.045490290
## 156 1.3373666 2.124573486 1.3183808 2.045607805
## 157 1.0697954 0.601842576 1.0699886 0.610344680
## 158 0.9415296 -0.432791685 0.9515747 -0.349489871
## 159 0.6959686 -2.406944175 0.6986766 -2.406902440
## 160 1.0765424 0.620964904 1.0694879 0.575586584
## 161 1.8180329 4.799147505 1.8147402 4.831051964
## 162 0.9279480 -0.564250361 0.8899219 -0.942708906
## 163 0.5861379 -3.009463992 0.6007786 -2.943253570
## 164 0.7919720 -1.496079832 0.7984534 -1.466235368
## 165 1.2160248 1.586481731 1.2260105 1.676412649
## 166 0.6893864 -2.496915457 0.6914067 -2.475756447
## 167 1.1895125 1.125567945 1.1904845 1.139755122
## 168 0.9104767 -0.612440204 0.9208695 -0.541026024
## 169 1.1312786 0.827041363 1.1431311 0.899259990
## 170 0.9007155 -0.749581814 0.8896142 -0.839077217
## 171 0.6060153 -3.163162938 0.6127943 -3.141981616
## 172 0.5479184 -3.513987371 0.5568185 -3.474087840
## 173 0.8603345 -1.007849348 0.8723947 -0.922735503
## 174 0.8573264 -0.808245809 0.8548893 -0.833283272
## 175 1.5362114 2.771433639 1.5518630 2.862716595
## 176 1.4568142 3.228273973 1.4611886 3.292690908
## 177 0.6679833 -2.232320271 0.6738715 -2.198356105
## 178 0.7354077 -1.937175592 0.7339517 -1.979059741
## 179 0.7616795 -1.566963271 0.7618275 -1.576581248
## 180 0.8459163 -0.984420218 0.8484539 -0.980508291
## 181 0.9986604 0.041337066 0.9947519 0.014935865
## 182 0.8832074 -0.906170617 0.8958836 -0.796953744
## 183 0.9933531 0.017490080 1.0160030 0.150607210
## 184 1.2444797 1.793839170 1.2356160 1.878374016
## 185 0.8745174 -0.760815786 0.8773145 -0.748925621
## 186 0.6856786 -2.692237406 0.6896081 -2.645328209
## 187 0.9590213 -0.058215753 0.9776030 -0.036786975
## 188 0.9846285 -0.051060885 0.9801464 -0.083381006
## 189 0.8880566 -0.748854844 0.8900728 -0.736370382
## 190 1.0614968 0.405742050 1.0862427 0.547582555
## 191 0.8367871 -1.185055463 0.8368133 -1.206894858
## 192 1.2419526 1.368067924 1.2304233 1.329588394
## 193 1.4435015 2.460765093 1.4499197 2.506558760
## 194 0.9085293 -0.527818216 0.9160417 -0.482250576
## 195 0.8775504 -0.212347628 0.9575654 -0.051251569
## 196 1.1738315 1.090992171 1.1685566 1.070636359
## 197 0.8632415 -0.830470160 0.8645957 -0.827063569
## 198 1.0187618 0.179270430 1.0175396 0.170751465
## 199 0.6436782 -2.443435671 0.6469831 -2.431205623
## 200 1.3139460 1.126374698 1.0883444 0.477594250
## 201 0.9787497 -0.066137115 0.9890911 -0.007361096
## 202 0.7309499 -1.934734633 0.7458758 -1.840000477
## 203 1.0764007 0.547095643 1.0653482 0.482685207
## 204 1.2020793 1.606094899 1.1612852 1.327590314
## 205 0.8063040 -1.153937103 0.8229979 -1.052037844
## 206 0.7430209 -1.909666422 0.7438977 -1.930603183
## 207 1.1040953 0.758287428 1.1119331 0.819203071
## 208 1.0699042 0.478114703 1.0807472 0.545915911
## 209 1.0394509 0.369644658 1.0307763 0.299236140
## 210 0.9900947 -0.021767630 0.9756283 -0.161031741
## 211 0.6120201 -2.566137620 0.6124396 -2.586858556
## 212 1.1574027 1.287889193 1.1610169 1.324771830
## 213 0.6395329 -2.466324175 0.6478009 -2.413060207
## 214 1.0088638 0.108970390 1.0104095 0.119352100
## 215 1.0032901 0.072759084 0.9998498 0.049490546
## 216 1.3289571 2.468346096 1.3649534 2.859064450
## 217 1.4674816 2.743744514 1.4533018 2.706157537
## 218 0.8081475 -1.236582855 0.8093396 -1.240571599
## 219 0.7416871 -1.779810490 0.7369568 -1.843861575
## 220 1.0839120 0.709768686 1.1005265 0.845012025
## 221 0.5888382 -3.381010785 0.5955097 -3.352006674
## 222 1.0522359 0.456748077 1.0621376 0.535247765
## 223 0.6744298 -2.836327609 0.6746532 -2.826399391
## 224 1.0566958 0.422500417 1.0643657 0.478189906
## 225 0.8657507 -0.809411926 0.8726565 -0.768934491
## 226 0.8218156 -1.038547786 0.8202172 -1.060769394
## 227 1.1520650 1.268877597 1.1619161 1.353375876
## 228 0.8317880 -1.229139067 0.8352530 -1.214183017
## 229 0.8135182 -1.440711053 0.8111991 -1.457126672
## 230 1.1249120 1.007804460 1.1267014 1.031141645
## 231 1.2518267 1.467892173 1.1665886 1.187218233
## 232 1.0566177 0.416494332 1.0594072 0.438709851
## 233 0.8459568 -1.026290134 0.8633026 -1.099221156
## 234 0.8936031 -0.460926897 0.9333223 -0.370480355
## 235 0.7055537 -2.277826384 0.7095018 -2.268632495
## 236 0.8488716 -0.905448828 0.8408570 -0.981597061
## 237 0.4911700 -3.860506829 0.4975037 -3.840874482
## 238 0.9826421 -0.046877401 0.9844452 -0.037327441
## 239 0.9165399 -0.513729278 0.9174075 -0.510898640
## 240 1.1420907 0.897033780 1.1188166 0.777962615
## 241 0.9443034 -0.308934372 0.9425820 -0.329107551
## 242 1.1170976 0.793612339 1.1208339 0.829631770
## 243 1.5155748 2.896829439 1.4913958 2.809208498
## 244 0.6538357 -0.414934408 0.9143051 -0.012561074
## 245 1.1823681 1.093136144 1.0545643 0.445166358
## 246 0.9686817 -0.231428337 0.9793057 -0.140546083
## 247 0.7674587 -1.535814168 0.7674152 -1.551654039
## 248 1.1777082 0.968095250 1.1019343 0.703656805
## 249 0.7670526 -1.690330103 0.7629161 -1.729594403
## 250 0.7295381 -1.834683009 0.7320631 -1.834304917
## 251 1.3609464 2.377102772 1.3590909 2.365893024
## 252 1.2044122 1.345738340 1.2076275 1.383265308
## 253 1.1205950 0.918570948 1.1256627 1.040019452
## 254 1.2058069 1.431137601 1.2152110 1.505602594
## 255 1.0145971 0.150536360 1.0110410 0.125668200
## 256 1.2255085 1.753061499 1.1987918 1.646714701
## 257 1.2050163 1.258542227 1.2050666 1.266244019
## 258 0.8397581 -0.959864476 0.8396502 -0.982246302
## 259 0.8434098 -1.007542448 0.8473322 -0.986161708
## 260 0.7260988 -1.826364913 0.7317231 -1.795345164
## 261 1.0195902 0.175594256 1.0198576 0.177719852
## 262 1.0190154 0.163541425 0.9913494 0.041017224
## 263 0.7616180 -1.619252031 0.7586581 -1.677430191
## 264 0.9211501 -0.581925164 0.9436127 -0.442391870
## 265 1.1292565 1.061092240 1.1688108 1.374784983
## 266 0.9936007 0.042914275 0.9683912 -0.135364259
## 267 1.1390719 0.892034588 1.1387772 0.895368033
## 268 1.7489935 4.201270067 1.7226429 4.135660939
## 269 0.6953510 -0.325880431 0.8854912 -0.071334701
## 270 1.2188458 1.294280094 1.2238968 1.327695720
## 271 0.8591859 -0.928928971 0.8796282 -0.956873781
## 272 1.1369029 0.566442153 1.0776513 0.429492669
## 273 1.0123040 0.130366118 1.0136207 0.139400225
## 274 0.8689361 -0.808867486 0.9005782 -0.716358590
## 275 0.7795499 -1.356851589 0.7850597 -1.330346784
## 276 1.2384793 1.781614003 1.2282192 1.732572841
## 277 0.6422341 -2.606347952 0.6486906 -2.583045991
## 278 1.0292993 0.285448557 1.0402396 0.378203564
## 279 1.1681606 1.238800484 1.1232212 1.042865890
## 280 0.5479648 -3.630066211 0.5566922 -3.601051874
## 281 0.8359340 -0.766159709 0.9370662 -0.346142214
## 282 1.0282293 0.209672080 1.0441635 0.340293572
## 283 1.0118000 0.134413281 1.0007595 0.048755798
## 284 1.3764457 2.919670137 1.3613841 2.834263235
## 285 0.7476283 -1.603594033 0.7497319 -1.622673024
## 286 1.1247748 0.987385397 1.1321815 1.039359127
## 287 0.9120112 -0.549824479 0.9466137 -0.390576632
## 288 0.9852050 0.052613377 1.0185913 0.156961741
## 289 0.9588975 -0.284467777 0.9552003 -0.319466067
## 290 1.0616029 0.535355336 1.0734393 0.633179581
## 291 0.9122304 -0.490420838 0.9094107 -0.514242556
## 292 1.1803348 1.327600559 1.1667552 1.253628026
## 293 0.6884501 -2.488056263 0.6914683 -2.503753170
## 294 0.7715310 -1.573979955 0.7779431 -1.545715716
## 295 0.8363280 -1.058460547 0.8319970 -1.097122530
## 296 0.9654528 -0.202956325 0.9655155 -0.205461466
## 297 1.1078594 0.695883367 1.1033706 0.682074572
## 298 0.8654963 -0.963198425 0.8716807 -0.924507109
## 299 0.6679229 -2.642073417 0.6795287 -2.579882451
## 300 0.8206587 -1.396881319 0.8386628 -1.374756544
## 301 1.0991490 0.617450727 1.1008975 0.635575749
## 302 0.8083211 -1.480137729 0.8074088 -1.513587134
## 303 1.3500265 1.465417123 1.0632140 0.413583709
## 304 0.7172037 -2.484664407 0.7315693 -2.343373763
## 305 0.9823127 -0.088676112 0.9352538 -0.521315254
## 306 1.0921933 0.639733336 1.0880803 0.621151843
## 307 0.9946452 0.012032543 0.9980572 0.034398430
## 308 1.0574536 0.434979967 1.0556058 0.423737962
## 309 0.8015021 -1.731231244 0.8131106 -1.698965138
## 310 1.2486427 1.473669262 1.2476798 1.497692098
## 311 0.7664933 -1.713632977 0.7611592 -1.784110539
## 312 1.1648793 1.050861236 1.1720316 1.103020249
## 313 0.8866574 -0.630801465 0.8830006 -0.666722539
## 314 0.8042051 -0.733215257 0.9457487 -0.211156936
## 315 0.7562147 -1.506080989 0.7630389 -1.485538824
## 316 1.0739493 0.483451609 1.0610930 0.416322257
## 317 1.2943142 1.619100911 1.2972135 1.655843210
## 318 0.9317542 -0.438428952 0.9312264 -0.449766770
## 319 0.7672748 -1.763896779 0.7916193 -1.763713725
## 320 0.6587033 -2.514702835 0.6676816 -2.471467632
## 321 0.8434160 -0.917059244 0.8470579 -0.901348686
## 322 0.9093710 -0.728973612 0.9450541 -0.439618698
## 323 0.7621892 -1.520385026 0.7601194 -1.570042984
## 324 0.8382788 -1.263538187 0.8721764 -1.100932365
## 325 0.9539256 -0.245518610 0.9536488 -0.254607854
## 326 1.1454319 1.132135645 1.1391595 1.100011973
## 327 1.1746592 1.230622260 1.1722328 1.226092912
## 328 0.9934827 -0.007180412 1.0006820 0.048579579
## 329 1.1902712 0.801937765 1.1644988 0.883427964
## 330 1.1412996 1.155193940 1.2065885 1.687930302
## 331 0.7881385 -1.331675581 0.7956037 -1.286445111
## 332 0.8992020 -0.712921018 0.8957374 -0.739224038
## 333 1.3007228 1.905120746 1.2923476 1.886494809
## 334 1.2628576 1.779155507 1.2821120 1.917105447
## 335 0.8492262 -1.183864513 0.8548428 -1.132085271
## 336 0.8890056 -0.836260592 0.8878019 -0.843476893
## 337 1.1772945 1.251107635 1.1748188 1.246414501
## 338 0.5743564 -3.476429736 0.5824473 -3.443915605
## 339 0.7451422 -1.671755902 0.7470468 -1.670511947
## 340 1.0929356 0.759664707 1.1166188 0.935275282
## 341 0.7739158 -1.539152289 0.7886955 -1.456483541
## 342 0.7801388 -1.584220788 0.7884133 -1.540866453
## 343 1.0453705 0.329438178 1.0476110 0.344558677
## 344 0.7273350 -1.729845831 0.7245140 -1.765955243
## 345 0.6374044 -2.373783597 0.6415425 -2.380096405
## 346 0.6429649 -2.654525125 0.6551940 -2.595819155
## 347 0.6968213 -2.208177321 0.6981911 -2.207656154
## 348 1.1462845 1.132198605 1.1408347 1.090683577
## 349 1.0813911 0.711797132 1.0796427 0.701954976
## 350 0.9708258 -0.142884349 0.9660614 -0.176325071
## 351 1.3876245 2.151975798 1.4276810 2.774404427
## 352 1.1283668 0.875061727 1.1267314 0.877885663
## 353 0.8802242 -1.037286549 0.9008153 -0.864447395
## 354 1.1081851 0.940516716 1.1120483 0.979326146
## 355 0.9332257 -0.519020672 0.9447205 -0.425382529
## 356 0.9575943 -0.259320279 0.9611559 -0.237185307
## 357 0.9929165 0.005116173 0.9910523 -0.023927073
## 358 1.5698407 3.003940415 1.5698914 3.020158401
## 359 0.6416837 -2.628366571 0.6478323 -2.608955940
## 360 0.7240636 -2.123751216 0.7345994 -2.057991150
## 361 1.0110276 0.124576582 1.0113141 0.126615049
## 362 1.0436381 0.328199299 0.9956970 0.009048695
## 363 0.9124379 -0.556180276 0.9035681 -0.630002408
## 364 1.0824672 0.698418904 1.0353113 0.338360525
## 365 1.0215882 0.194157056 1.0228623 0.204156188
## 366 0.9003321 -0.678082874 0.9037644 -0.662131072
## 367 0.7242777 -1.855736924 0.7240449 -1.880559219
## 368 1.1629260 1.317547356 1.1469181 1.232429180
## 369 1.3363809 1.949239962 1.3301858 1.929003140
## 370 0.8184710 -1.500166680 0.8231253 -1.456561097
## 371 0.7182823 -1.273450259 0.9388329 -0.283177909
## 372 0.6838993 -2.156358667 0.6857795 -2.155627646## Iteration in WLE/MLE estimation 1 | Maximal change 2.5829
## Iteration in WLE/MLE estimation 2 | Maximal change 0.8917
## Iteration in WLE/MLE estimation 3 | Maximal change 0.4819
## Iteration in WLE/MLE estimation 4 | Maximal change 0.1271
## Iteration in WLE/MLE estimation 5 | Maximal change 0.0058
## Iteration in WLE/MLE estimation 6 | Maximal change 1e-04
## ----
## WLE Reliability= 0.993## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -7.6058 -1.7044 0.5842 0.3627 2.5959 7.34257.7.2 Domain/Rater Fit:
## Compute rater and domain fit statistics
# (note that these are called "items" in the TAM code).
rater_domain.fit <- msq.itemfit(writing.model)
summary(rater_domain.fit) # fit is shown for the rater*item combinations## ------------------------------------------------------------
## TAM 3.5-19 (2020-05-05 22:45:39)
## R version 3.6.2 (2019-12-12) x86_64, linux-gnu | nodename=bookdown | login=unknown
##
## Date of Analysis: 2021-01-05 19:54:43
## Time difference of 0.7045391 secs
## Computation time: 0.7045391
##
## MSQ item fit statitics (Function 'msq.itemfit')
##
## Call:
## msq.itemfit(object = writing.model)
##
## ****************************************************
##
## Summary outfit and infit statistic
## fit M SD
## 1 Outfit 0.984 0.205
## 2 Infit 0.984 0.192
##
## ****************************************************
##
## Outfit and infit statistic
## item fitgroup Outfit Outfit_t Outfit_p Infit Infit_t Infit_p
## 1 style-rater_1_ 1 0.625 -5.565 0.000 0.649 -5.661 0.000
## 2 style-rater_18 2 1.462 5.052 0.000 1.270 3.458 0.001
## 3 style-rater_19 3 1.198 2.413 0.016 1.180 2.404 0.016
## 4 style-rater_2_ 4 0.894 -1.391 0.164 0.865 -1.961 0.050
## 5 style-rater_20 5 1.074 0.946 0.344 1.010 0.168 0.867
## 6 style-rater_21 6 1.488 5.491 0.000 1.509 6.230 0.000
## 7 style-rater_3_ 7 0.976 -0.280 0.780 0.977 -0.301 0.763
## 8 style-rater_4_ 8 0.800 -2.740 0.006 0.786 -3.220 0.001
## 9 style-rater_5_ 9 1.280 3.321 0.001 1.238 3.148 0.002
## 10 style-rater_6_ 10 1.193 2.323 0.020 1.176 2.375 0.018
## 11 style-rater_7_ 11 1.270 3.158 0.002 1.212 2.826 0.005
## 12 style-rater_10 12 1.183 2.202 0.028 1.184 2.478 0.013
## 13 style-rater_8_ 13 0.954 -0.571 0.568 0.958 -0.569 0.570
## 14 style-rater_9_ 14 0.933 -0.791 0.429 0.983 -0.216 0.829
## 15 style-rater_11 15 0.832 -2.269 0.023 0.858 -2.079 0.038
## 16 style-rater_12 16 0.955 -0.568 0.570 0.960 -0.542 0.588
## 17 style-rater_13 17 0.944 -0.704 0.481 0.917 -1.176 0.240
## 18 style-rater_14 18 1.054 0.710 0.478 1.046 0.663 0.507
## 19 style-rater_15 19 1.296 3.407 0.001 1.193 2.587 0.010
## 20 style-rater_16 20 1.042 0.541 0.589 1.008 0.131 0.895
## 21 style-rater_17 21 0.945 -0.690 0.490 0.927 -1.027 0.305
## 22 org-rater_1_ 22 0.540 -7.108 0.000 0.571 -7.116 0.000
## 23 org-rater_18 23 1.103 1.200 0.230 1.072 0.980 0.327
## 24 org-rater_19 24 1.172 2.068 0.039 1.246 3.186 0.001
## 25 org-rater_2_ 25 0.776 -3.047 0.002 0.804 -2.904 0.004
## 26 org-rater_20 26 0.980 -0.218 0.828 1.015 0.226 0.821
## 27 org-rater_21 27 1.221 2.646 0.008 1.289 3.716 0.000
## 28 org-rater_3_ 28 0.961 -0.473 0.636 0.993 -0.075 0.940
## 29 org-rater_4_ 29 0.830 -2.220 0.026 0.863 -1.963 0.050
## 30 org-rater_5_ 30 1.065 0.842 0.400 1.103 1.418 0.156
## 31 org-rater_6_ 31 0.926 -0.957 0.339 0.944 -0.774 0.439
## 32 org-rater_7_ 32 1.205 2.500 0.012 1.226 2.995 0.003
## 33 org-rater_10 33 1.235 2.837 0.005 1.231 3.054 0.002
## 34 org-rater_8_ 34 0.816 -2.375 0.018 0.819 -2.638 0.008
## 35 org-rater_9_ 35 0.658 -4.288 0.000 0.703 -4.477 0.000
## 36 org-rater_11 36 0.949 -0.627 0.531 0.992 -0.085 0.933
## 37 org-rater_12 37 0.926 -0.949 0.343 0.911 -1.254 0.210
## 38 org-rater_13 38 1.076 0.950 0.342 1.102 1.383 0.167
## 39 org-rater_14 39 0.926 -0.913 0.361 0.906 -1.323 0.186
## 40 org-rater_15 40 0.877 -1.630 0.103 0.899 -1.449 0.147
## 41 org-rater_16 41 1.237 2.658 0.008 1.123 1.646 0.100
## 42 org-rater_17 42 0.766 -3.143 0.002 0.798 -2.977 0.003
## 43 conv-rater_1_ 43 0.504 -7.595 0.000 0.533 -8.000 0.000
## 44 conv-rater_18 44 1.154 1.912 0.056 1.102 1.409 0.159
## 45 conv-rater_19 45 1.227 2.727 0.006 1.277 3.623 0.000
## 46 conv-rater_2_ 46 0.642 -5.201 0.000 0.659 -5.473 0.000
## 47 conv-rater_20 47 1.052 0.682 0.495 1.053 0.762 0.446
## 48 conv-rater_21 48 1.006 0.097 0.923 1.018 0.272 0.785
## 49 conv-rater_3_ 49 0.965 -0.421 0.674 0.981 -0.250 0.803
## 50 conv-rater_4_ 50 0.717 -4.001 0.000 0.724 -4.306 0.000
## 51 conv-rater_5_ 51 1.199 2.330 0.020 1.180 2.425 0.015
## 52 conv-rater_6_ 52 0.902 -1.174 0.240 0.883 -1.688 0.091
## 53 conv-rater_7_ 53 1.248 2.746 0.006 1.208 2.764 0.006
## 54 conv-rater_10 54 0.916 -0.994 0.320 0.924 -1.071 0.284
## 55 conv-rater_8_ 55 0.859 -1.877 0.060 0.903 -1.389 0.165
## 56 conv-rater_9_ 56 0.710 -4.038 0.000 0.716 -4.359 0.000
## 57 conv-rater_11 57 0.716 -3.965 0.000 0.690 -4.904 0.000
## 58 conv-rater_12 58 0.772 -3.067 0.002 0.723 -4.318 0.000
## 59 conv-rater_13 59 0.976 -0.283 0.778 0.983 -0.224 0.822
## 60 conv-rater_14 60 1.044 0.583 0.560 1.061 0.864 0.388
## 61 conv-rater_15 61 1.246 2.691 0.007 1.055 0.788 0.431
## 62 conv-rater_16 62 0.892 -1.414 0.157 0.839 -2.374 0.018
## 63 conv-rater_17 63 0.810 -2.584 0.010 0.809 -2.862 0.004
## 64 sent_form-rater_1_ 64 0.568 -5.249 0.000 0.625 -5.981 0.000
## 65 sent_form-rater_18 65 1.083 1.014 0.310 1.020 0.299 0.765
## 66 sent_form-rater_19 66 1.307 3.127 0.002 1.325 4.141 0.000
## 67 sent_form-rater_2_ 67 0.880 -1.326 0.185 0.953 -0.639 0.523
## 68 sent_form-rater_20 68 0.894 -1.219 0.223 0.961 -0.527 0.598
## 69 sent_form-rater_21 69 1.135 1.422 0.155 1.236 3.073 0.002
## 70 sent_form-rater_3_ 70 1.111 1.196 0.232 0.968 -0.422 0.673
## 71 sent_form-rater_4_ 71 0.914 -0.955 0.340 0.965 -0.478 0.632
## 72 sent_form-rater_5_ 72 1.231 2.176 0.030 1.247 3.175 0.001
## 73 sent_form-rater_6_ 73 0.936 -0.575 0.566 0.968 -0.419 0.675
## 74 sent_form-rater_7_ 74 1.128 1.174 0.240 1.217 2.782 0.005
## 75 sent_form-rater_10 75 0.877 -1.159 0.246 0.898 -1.411 0.158
## 76 sent_form-rater_8_ 76 1.031 0.386 0.699 1.099 1.370 0.171
## 77 sent_form-rater_9_ 77 0.677 -4.587 0.000 0.702 -4.686 0.000
## 78 sent_form-rater_11 78 0.779 -2.515 0.012 0.761 -3.603 0.000
## 79 sent_form-rater_12 79 0.947 -0.529 0.597 0.923 -1.075 0.283
## 80 sent_form-rater_13 80 1.144 1.589 0.112 1.091 1.262 0.207
## 81 sent_form-rater_14 81 1.018 0.231 0.817 1.098 1.359 0.174
## 82 sent_form-rater_15 82 1.024 0.249 0.803 0.930 -0.945 0.345
## 83 sent_form-rater_16 83 1.005 0.089 0.929 1.025 0.374 0.708
## 84 sent_form-rater_17 84 0.766 -2.829 0.005 0.803 -2.941 0.0037.7.3 Plots
7.7.3.2 Simple histograms of estimates:
graphics.off()
min.logit <- floor(min(theta))
max.logit <- ceiling(max(theta))
par(mfrow = c(3, 1))
hist(theta, xlim = c(min.logit, max.logit), main = "Student Locations", col = "aquamarine",
axes = FALSE, xlab = "Logits")
abline(v = c(threshold.estimates$xsi[1],
threshold.estimates$xsi[2],
threshold.estimates$xsi[3]), col = c("blue", "red", "orange"), lwd = 2)
axis(1, at = seq(min.logit, max.logit, by = 1), labels = seq(min.logit, max.logit, by = 1))
axis(2)
hist(rater.estimates$xsi, xlim = c(min.logit, max.logit), main = "Rater Locations", col = "hot pink",
axes = FALSE, xlab = "Logits")
abline(v = c(threshold.estimates$xsi[1],
threshold.estimates$xsi[2],
threshold.estimates$xsi[3]), col = c("blue", "red", "orange"), lwd = 2)
axis(1, at = seq(min.logit, max.logit, by = 1), labels = seq(min.logit, max.logit, by = 1))
axis(2)
hist(domain.estimates$xsi, xlim = c(min.logit, max.logit), main = "Domain Locations", col = "purple",
axes = FALSE, xlab = "Logits")
abline(v = c(threshold.estimates$xsi[1],
threshold.estimates$xsi[2],
threshold.estimates$xsi[3]), col = c("blue", "red", "orange"), lwd = 2)
axis(1, at = seq(min.logit, max.logit, by = 1), labels = seq(min.logit, max.logit, by = 1))
axis(2)
legend("right", c("tau 1", "tau 2", "tau 3"), lty = 1,
col = c("blue", "red", "orange"), lwd = 2)7.7.3.3 Plot Item Response Curves
## Iteration in WLE/MLE estimation 1 | Maximal change 2.5829
## Iteration in WLE/MLE estimation 2 | Maximal change 0.8917
## Iteration in WLE/MLE estimation 3 | Maximal change 0.4819
## Iteration in WLE/MLE estimation 4 | Maximal change 0.1271
## Iteration in WLE/MLE estimation 5 | Maximal change 0.0058
## Iteration in WLE/MLE estimation 6 | Maximal change 1e-04
## ----
## WLE Reliability= 0.993## ....................................................
## Plots exported in png format into folder:
## /opt/rstudio-connect/mnt/report/Plots## Iteration in WLE/MLE estimation 1 | Maximal change 2.5829
## Iteration in WLE/MLE estimation 2 | Maximal change 0.8917
## Iteration in WLE/MLE estimation 3 | Maximal change 0.4819
## Iteration in WLE/MLE estimation 4 | Maximal change 0.1271
## Iteration in WLE/MLE estimation 5 | Maximal change 0.0058
## Iteration in WLE/MLE estimation 6 | Maximal change 1e-04
## ----
## WLE Reliability= 0.993## ....................................................
## Plots exported in png format into folder:
## /opt/rstudio-connect/mnt/report/Plots