Nothing
Code
mp1
Output
# Fixed Effects
Parameter | Mean | 95% CI | pd | Rhat | ESS
---------------------------------------------------------------
(Intercept) | 39.68 | [36.12, 43.27] | 100% | 1.000 | 5242.00
wt | -3.21 | [-4.79, -1.65] | 99.95% | 1.000 | 2071.00
cyl | -1.50 | [-2.36, -0.64] | 99.95% | 1.000 | 1951.00
# Sigma
Parameter | Mean | 95% CI | pd | Rhat | ESS
--------------------------------------------------------
sigma | 2.67 | [2.06, 3.51] | 100% | 1.000 | 2390.00
Message
Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
using a MCMC distribution approximation.
Code
mp2
Output
# Fixed Effects
Parameter | Mean | 95% CI | pd | Rhat | ESS
-----------------------------------------------------------
(Intercept) | 33.55 | [24.17, 40.87] | 100% | 1.091 | 24.00
wt | -4.49 | [-6.95, -1.68] | 100% | 1.192 | 10.00
# Sigma
Parameter | Mean | 95% CI | pd | Rhat | ESS
-------------------------------------------------------
sigma | 2.56 | [1.95, 3.48] | 100% | 1.015 | 454.00
# Random Effects Variances
Parameter | Mean | 95% CI | pd | Rhat | ESS
---------------------------------------------------------------------------
SD (Intercept: cyl) | 3.00 | [ 0.39, 9.19] | 100% | 1.080 | 32.00
SD (Intercept: gear) | 3.88 | [ 0.21, 10.30] | 100% | 1.010 | 424.00
SD (wt: gear) | 1.96 | [ 0.06, 5.06] | 100% | 1.385 | 9.00
Cor (Intercept~wt: gear) | -0.25 | [-0.99, 0.83] | 62.48% | 1.106 | 36.00
Message
Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
using a MCMC distribution approximation.
Code
mp3
Output
# Fixed Effects
Parameter | Mean | 95% CI | pd | Rhat | ESS
----------------------------------------------------------------
(Intercept) | 251.32 | [237.00, 265.98] | 100% | 1.001 | 1621.00
Days | 10.44 | [ 6.84, 13.91] | 100% | 1.004 | 1161.00
# Sigma
Parameter | Mean | 95% CI | pd | Rhat | ESS
-----------------------------------------------------------
sigma | 25.94 | [23.05, 29.38] | 100% | 1.000 | 3672.00
# Random Effects Variances
Parameter | Mean | 95% CI | pd | Rhat | ESS
---------------------------------------------------------------------------------
SD (Intercept: Subject) | 26.63 | [15.46, 42.36] | 100% | 1.002 | 1823.00
SD (Days: Subject) | 6.58 | [ 4.12, 10.16] | 100% | 1.000 | 1228.00
Cor (Intercept~Days: Subject) | 0.09 | [-0.47, 0.67] | 60.42% | 1.003 | 899.00
Message
Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
using a MCMC distribution approximation.
Code
mp4
Output
# Fixed Effects
Parameter | Mean | 95% CI | pd | Rhat | ESS
----------------------------------------------------------------
(Intercept) | 250.84 | [228.76, 272.54] | 100% | 1.003 | 786.00
Days | 10.37 | [ 8.77, 11.96] | 100% | 0.999 | 6026.00
# Sigma
Parameter | Mean | 95% CI | pd | Rhat | ESS
-----------------------------------------------------------
sigma | 30.03 | [26.27, 34.03] | 100% | 0.999 | 2102.00
# Random Effects Variances
Parameter | Mean | 95% CI | pd | Rhat | ESS
----------------------------------------------------------------------------
SD (Intercept: grp) | 8.22 | [ 0.44, 25.69] | 100% | 1.000 | 1604.00
SD (Intercept: grp:subgrp) | 7.41 | [ 0.44, 16.87] | 100% | 1.003 | 770.00
SD (Intercept: Subject) | 38.51 | [26.89, 55.98] | 100% | 1.003 | 1254.00
Message
Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
using a MCMC distribution approximation.
Code
mp5
Output
# Fixed Effects
Parameter | Mean | 95% CI | pd | Rhat | ESS
------------------------------------------------------------
(Intercept) | 2.57 | [0.70, 4.84] | 99.42% | 1.012 | 292.00
Petal.Width | 1.05 | [0.73, 1.37] | 100% | 1.002 | 2150.00
# Sigma
Parameter | Mean | 95% CI | pd | Rhat | ESS
--------------------------------------------------------
sigma | 0.38 | [0.34, 0.43] | 100% | 1.001 | 2642.00
# Random Effects Variances
Parameter | Mean | 95% CI | pd | Rhat | ESS
---------------------------------------------------------------------
SD (Intercept: Species) | 1.68 | [0.64, 3.64] | 100% | 1.003 | 796.00
Message
Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
using a MCMC distribution approximation.
Code
mp6
Output
# Fixed Effects
Parameter | Mean | 95% CI | pd | Rhat | ESS
--------------------------------------------------------------
(Intercept) | 33.06 | [24.70, 40.47] | 100% | 1.006 | 744.00
wt | -4.39 | [-6.94, -1.76] | 99.72% | 1.025 | 83.00
# Sigma
Parameter | Mean | 95% CI | pd | Rhat | ESS
-------------------------------------------------------
sigma | 2.59 | [1.96, 3.48] | 100% | 1.010 | 608.00
# Random Effects Variances
Parameter | Mean | 95% CI | pd | Rhat | ESS
---------------------------------------------------------------------------
SD (Intercept: cyl) | 3.19 | [ 0.49, 9.00] | 100% | 1.001 | 651.00
SD (Intercept: gear) | 3.76 | [ 0.14, 10.13] | 100% | 1.015 | 643.00
SD (wt: gear) | 1.47 | [ 0.06, 3.96] | 100% | 1.039 | 94.00
Cor (Intercept~wt: gear) | -0.38 | [-0.99, 0.82] | 76.85% | 1.003 | 854.00
Message
Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
using a MCMC distribution approximation.
Code
mp7
Output
# Fixed Effects
Parameter | Mean | 95% CI | pd | Rhat | ESS
-------------------------------------------------------------
(Intercept) | -1.07 | [-1.42, -0.73] | 100% | 1.000 | 3259.00
persons | 0.90 | [ 0.81, 0.99] | 100% | 1.000 | 3305.00
child | -1.17 | [-1.37, -0.99] | 100% | 1.000 | 3224.00
camper | 0.74 | [ 0.56, 0.94] | 100% | 1.000 | 4166.00
# Zero-Inflation
Parameter | Mean | 95% CI | pd | Rhat | ESS
--------------------------------------------------------------
(Intercept) | -0.58 | [-1.27, 0.08] | 95.97% | 1.000 | 4494.00
child | 1.24 | [ 0.71, 1.82] | 100% | 1.000 | 4195.00
camper | -0.62 | [-1.38, 0.11] | 94.73% | 1.000 | 4427.00
Code
mp8
Output
# Fixed Effects (Count Model)
Parameter | Mean | 95% CI | pd | Rhat | ESS
--------------------------------------------------------------
(Intercept) | 0.96 | [-0.81, 2.51] | 90.00% | 1.011 | 110.00
child | -1.16 | [-1.36, -0.94] | 100% | 0.996 | 278.00
camper | 0.72 | [ 0.54, 0.91] | 100% | 0.996 | 271.00
# Fixed Effects (Zero-Inflation Component)
Parameter | Mean | 95% CI | pd | Rhat | ESS
--------------------------------------------------------------
(Intercept) | -0.51 | [-2.03, 0.89] | 78.00% | 0.997 | 138.00
child | 1.86 | [ 1.19, 2.54] | 100% | 0.996 | 303.00
camper | -0.86 | [-1.61, -0.07] | 98.40% | 0.996 | 292.00
# Random Effects Variances
Parameter | Mean | 95% CI | pd | Rhat | ESS
---------------------------------------------------------------------
SD (Intercept: persons) | 1.58 | [0.71, 3.58] | 100% | 1.010 | 126.00
# Random Effects (Zero-Inflation Component)
Parameter | Mean | 95% CI | pd | Rhat | ESS
---------------------------------------------------------------------
SD (Intercept: persons) | 1.49 | [0.63, 3.41] | 100% | 0.996 | 129.00
Code
mp9
Output
Parameter | Mean | 95% CI | pd | Rhat | ESS
-----------------------------------------------------------------
Intercept[1] | -38.42 | [-67.76, -19.66] | 100% | 1.002 | 992.00
Intercept[2] | -33.26 | [-59.09, -16.53] | 100% | 1.001 | 1039.00
mpg | -1.80 | [ -3.20, -0.90] | 100% | 1.002 | 1021.00
Message
Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
using a MCMC distribution approximation.
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