In [1]:
import numpy as np
import pandas as pd
import statsmodels.api as sm
In [2]:
df1 = pd.read_csv("ROP10sec_clean.csv")
In [3]:
df1.isnull().sum() #how much missing data
Out[3]:
Id 0
Time 0
PI 91
PR 84
SpO2 83
StO2 104
FTOE 156
dtype: int64
In [4]:
def dropNAbc(df, col): #drop NA values by column and return only that column
df = df[['Id', 'Time', col]].dropna(how='any')
return df
In [5]:
def MLM(basedf, var): #random intercept, not random slope
df = dropNAbc(basedf, var)
model = sm.MixedLM.from_formula(var+" ~ Time", df, groups=df["Id"])
result = model.fit()
print result.summary()
In [6]:
def MLMslow(basedf, var): #random intercept and random slope
#SLOW
df = dropNAbc(basedf, var)
model = sm.MixedLM.from_formula(var+" ~ Time", df, re_formula="Time", groups=df["Id"])
result = model.fit()
print result.summary()
In [11]:
MLMslow(df1, 'StO2')
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: StO2
No. Observations: 416 Method: REML
No. Groups: 18 Scale: 14.5229
Min. group size: 5 Likelihood: -1193.5158
Max. group size: 26 Converged: Yes
Mean group size: 23.1
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 80.181 1.960 40.902 0.000 76.339 84.023
Time -0.000 0.000 -1.865 0.062 -0.001 0.000
Intercept RE 62.352 16.775
Intercept RE x Time RE 0.004 0.001
Time RE 0.000 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
In [36]:
df2 = pd.read_csv('ROP24hrs_clean.csv')
In [37]:
varlst24 = ['PI', 'PR', 'SpO2', 'StO2', 'FTOE',
'Mild_DeSats', 'Mod_DeSats', 'Sev_DeSats',
'PI_FuzzyEn', 'PR_FuzzyEn', 'SpO2_FuzzyEn', 'StO2_FuzzyEn', 'FTOE_FuzzyEn',
'PI_LZ', 'PR_LZ', 'SpO2_LZ', 'StO2_LZ', 'FTOE_LZ',
'PI_LLE', 'PR_LLE', 'SpO2_LLE', 'StO2_LLE', 'FTOE_LLE',
'PI_Hurst', 'PR_Hurst', 'SpO2_Hurst', 'StO2_Hurst', 'FTOE_Hurst',
'MI_PIxPR', 'MI_PIxSpO2', 'MI_PIxStO2', 'MI_PIxFTOE',
'MI_PRxSpO2', 'MI_PRxStO2', 'MI_PRxFTOE', 'MI_SpO2xStO2',
'xFE_PIxPR', 'xFE_PIxSpO2', 'xFE_PIxStO2', 'xFE_PIxFTOE',
'xFE_PRxSpO2', 'xFE_PRxStO2', 'xFE_PRxFTOE', 'xFE_SpO2xStO2']
In [38]:
df2.isnull().sum()
Out[38]:
Id 0
Time 0
PI 35
PR 35
SpO2 35
StO2 35
FTOE 48
Mild_DeSats 18
Mod_DeSats 18
Sev_DeSats 18
PI_FuzzyEn 35
PR_FuzzyEn 35
SpO2_FuzzyEn 35
StO2_FuzzyEn 35
FTOE_FuzzyEn 48
PI_LZ 35
PR_LZ 35
SpO2_LZ 35
StO2_LZ 33
FTOE_LZ 46
PI_LLE 35
PR_LLE 36
SpO2_LLE 36
StO2_LLE 46
FTOE_LLE 59
PI_Hurst 41
PR_Hurst 35
SpO2_Hurst 35
StO2_Hurst 35
FTOE_Hurst 50
MI_PIxPR 37
MI_PIxSpO2 37
MI_PIxStO2 48
MI_PIxFTOE 48
MI_PRxSpO2 37
MI_PRxStO2 48
MI_PRxFTOE 48
MI_SpO2xStO2 48
xFE_PIxPR 37
xFE_PIxSpO2 37
xFE_PIxStO2 48
xFE_PIxFTOE 48
xFE_PRxSpO2 37
xFE_PRxStO2 48
xFE_PRxFTOE 48
xFE_SpO2xStO2 48
dtype: int64
In [39]:
for i in varlst24:
MLMslow(df2, i)
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: PI
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.1075
Min. group size: 3 Likelihood: -72.0729
Max. group size: 9 Converged: Yes
Mean group size: 8.1
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 1.419 0.079 18.010 0.000 1.265 1.573
Time 0.006 0.005 1.141 0.254 -0.004 0.015
Intercept RE 0.069 0.130
Intercept RE x Time RE 0.003 0.005
Time RE 0.000 0.000
================================================================
Mixed Linear Model Regression Results
====================================================================
Model: MixedLM Dependent Variable: PR
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 25.8370
Min. group size: 3 Likelihood: -473.9429
Max. group size: 9 Converged: Yes
Mean group size: 8.1
--------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
--------------------------------------------------------------------
Intercept 156.375 2.590 60.379 0.000 151.299 161.451
Time 0.066 0.067 0.974 0.330 -0.066 0.198
Intercept RE 110.570 9.044
Intercept RE x Time RE -0.560 0.160
Time RE 0.020 0.006
====================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
==================================================================
Model: MixedLM Dependent Variable: SpO2
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 1.8203
Min. group size: 3 Likelihood: -294.6024
Max. group size: 9 Converged: Yes
Mean group size: 8.1
------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
------------------------------------------------------------------
Intercept 94.185 0.932 101.075 0.000 92.358 96.011
Time 0.015 0.028 0.531 0.595 -0.040 0.070
Intercept RE 14.903 4.427
Intercept RE x Time RE -0.206 0.105
Time RE 0.009 0.004
==================================================================
Mixed Linear Model Regression Results
==================================================================
Model: MixedLM Dependent Variable: StO2
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 5.0226
Min. group size: 3 Likelihood: -357.0484
Max. group size: 9 Converged: Yes
Mean group size: 8.1
------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
------------------------------------------------------------------
Intercept 83.439 0.833 100.131 0.000 81.806 85.072
Time -0.009 0.039 -0.222 0.825 -0.085 0.067
Intercept RE 10.489 2.137
Intercept RE x Time RE 0.106 0.068
Time RE 0.014 0.004
==================================================================
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: FTOE
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 6.3191
Min. group size: 3 Likelihood: -344.4200
Max. group size: 9 Converged: Yes
Mean group size: 8.2
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 11.696 1.401 8.346 0.000 8.950 14.443
Time 0.013 0.061 0.215 0.830 -0.106 0.132
Intercept RE 28.892 5.109
Intercept RE x Time RE -0.759 0.190
Time RE 0.042 0.010
================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: Mild_DeSats
No. Observations: 162 Method: REML
No. Groups: 18 Scale: 57.5439
Min. group size: 9 Likelihood: -577.1472
Max. group size: 9 Converged: Yes
Mean group size: 9.0
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 8.930 2.015 4.432 0.000 4.980 12.879
Time -0.165 0.088 -1.883 0.060 -0.338 0.007
Intercept RE 51.345 3.646
Intercept RE x Time RE -0.707 0.129
Time RE 0.032 0.007
=================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: Mod_DeSats
No. Observations: 162 Method: REML
No. Groups: 18 Scale: 43.7830
Min. group size: 9 Likelihood: -559.9818
Max. group size: 9 Converged: Yes
Mean group size: 9.0
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 7.338 2.108 3.481 0.001 3.206 11.471
Time -0.135 0.078 -1.726 0.084 -0.289 0.018
Intercept RE 63.472 4.576
Intercept RE x Time RE -0.637 0.132
Time RE 0.029 0.006
=================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: Sev_DeSats
No. Observations: 162 Method: REML
No. Groups: 18 Scale: 29.5624
Min. group size: 9 Likelihood: -535.4346
Max. group size: 9 Converged: Yes
Mean group size: 9.0
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 5.151 1.621 3.177 0.001 1.973 8.328
Time -0.020 0.098 -0.202 0.840 -0.212 0.172
Intercept RE 36.149 3.293
Intercept RE x Time RE -0.679 0.149
Time RE 0.118 0.012
=================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: PI_FuzzyEn
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0348
Min. group size: 3 Likelihood: 16.6998
Max. group size: 9 Converged: Yes
Mean group size: 8.1
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.598 0.057 10.518 0.000 0.487 0.710
Time 0.002 0.003 0.781 0.435 -0.003 0.008
Intercept RE 0.045 0.123
Intercept RE x Time RE -0.002 0.006
Time RE 0.000 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: PR_FuzzyEn
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0004
Min. group size: 3 Likelihood: 334.2978
Max. group size: 9 Converged: Yes
Mean group size: 8.1
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 0.066 0.004 14.971 0.000 0.058 0.075
Time 0.000 0.000 1.547 0.122 -0.000 0.001
Intercept RE 0.000 0.007
Intercept RE x Time RE 0.000 0.000
Time RE 0.000 0.000
================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
===============================================================
Model: MixedLM Dependent Variable: SpO2_FuzzyEn
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0022
Min. group size: 3 Likelihood: 184.4474
Max. group size: 9 Converged: Yes
Mean group size: 8.1
---------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
---------------------------------------------------------------
Intercept 0.175 0.021 8.244 0.000 0.134 0.217
Time 0.001 0.001 0.768 0.443 -0.002 0.004
Intercept RE 0.007 0.065
Intercept RE x Time RE 0.000 0.003
Time RE 0.000 0.000
===============================================================
Mixed Linear Model Regression Results
===============================================================
Model: MixedLM Dependent Variable: StO2_FuzzyEn
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0020
Min. group size: 3 Likelihood: 208.4399
Max. group size: 9 Converged: Yes
Mean group size: 8.1
---------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
---------------------------------------------------------------
Intercept 0.119 0.016 7.443 0.000 0.088 0.150
Time 0.000 0.001 0.318 0.751 -0.001 0.001
Intercept RE 0.004 0.042
Intercept RE x Time RE 0.000 0.001
Time RE 0.000
===============================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: FTOE_FuzzyEn
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0015
Min. group size: 3 Likelihood: 218.0343
Max. group size: 9 Converged: Yes
Mean group size: 8.2
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.116 0.010 11.655 0.000 0.096 0.135
Time -0.000 0.000 -0.119 0.905 -0.001 0.001
Intercept RE 0.001
Intercept RE x Time RE 0.000
Time RE 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: PI_LZ
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0051
Min. group size: 3 Likelihood: 153.6377
Max. group size: 9 Converged: Yes
Mean group size: 8.1
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.379 0.017 22.023 0.000 0.345 0.413
Time -0.000 0.001 -0.440 0.660 -0.002 0.001
Intercept RE 0.003 0.031
Intercept RE x Time RE -0.000 0.001
Time RE 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: PR_LZ
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0038
Min. group size: 3 Likelihood: 172.5764
Max. group size: 9 Converged: Yes
Mean group size: 8.1
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.379 0.016 24.344 0.000 0.349 0.410
Time 0.001 0.001 1.582 0.114 -0.000 0.002
Intercept RE 0.003 0.029
Intercept RE x Time RE -0.000 0.001
Time RE 0.000 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
===============================================================
Model: MixedLM Dependent Variable: SpO2_LZ
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0040
Min. group size: 3 Likelihood: 145.3521
Max. group size: 9 Converged: Yes
Mean group size: 8.1
---------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
---------------------------------------------------------------
Intercept 0.347 0.037 9.326 0.000 0.274 0.420
Time 0.000 0.001 0.292 0.771 -0.002 0.003
Intercept RE 0.023 0.152
Intercept RE x Time RE 0.000 0.003
Time RE 0.000 0.000
===============================================================
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: StO2_LZ
No. Observations: 147 Method: REML
No. Groups: 18 Scale: 0.0046
Min. group size: 3 Likelihood: 155.9424
Max. group size: 9 Converged: Yes
Mean group size: 8.2
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 0.199 0.020 10.147 0.000 0.160 0.237
Time 0.000 0.001 0.361 0.718 -0.001 0.002
Intercept RE 0.005 0.039
Intercept RE x Time RE 0.000 0.001
Time RE 0.000 0.000
================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: FTOE_LZ
No. Observations: 134 Method: REML
No. Groups: 16 Scale: 0.0059
Min. group size: 3 Likelihood: 122.7863
Max. group size: 9 Converged: Yes
Mean group size: 8.4
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.284 0.027 10.643 0.000 0.232 0.337
Time 0.000 0.001 0.414 0.679 -0.002 0.003
Intercept RE 0.009 0.060
Intercept RE x Time RE -0.000 0.002
Time RE 0.000 0.000
=================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: PI_LLE
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.1280
Min. group size: 3 Likelihood: -81.2589
Max. group size: 9 Converged: Yes
Mean group size: 8.1
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.572 0.090 6.343 0.000 0.395 0.749
Time -0.001 0.005 -0.228 0.820 -0.010 0.008
Intercept RE 0.096 0.158
Intercept RE x Time RE -0.000 0.006
Time RE 0.000 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
==================================================================
Model: MixedLM Dependent Variable: PR_LLE
No. Observations: 144 Method: REML
No. Groups: 18 Scale: 0.0029
Min. group size: 2 Likelihood: 184.1889
Max. group size: 9 Converged: Yes
Mean group size: 8.0
------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
------------------------------------------------------------------
Intercept 5.121 0.021 246.863 0.000 5.080 5.162
Time -0.001 0.001 -1.537 0.124 -0.002 0.000
Intercept RE 0.007 0.054
Intercept RE x Time RE -0.000 0.001
Time RE 0.000 0.000
==================================================================
Mixed Linear Model Regression Results
==================================================================
Model: MixedLM Dependent Variable: SpO2_LLE
No. Observations: 144 Method: REML
No. Groups: 18 Scale: 0.0004
Min. group size: 2 Likelihood: 313.0851
Max. group size: 9 Converged: Yes
Mean group size: 8.0
------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
------------------------------------------------------------------
Intercept 4.562 0.011 431.555 0.000 4.541 4.583
Time 0.000 0.000 0.150 0.881 -0.001 0.001
Intercept RE 0.002 0.039
Intercept RE x Time RE -0.000 0.001
Time RE 0.000 0.000
==================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
==================================================================
Model: MixedLM Dependent Variable: StO2_LLE
No. Observations: 134 Method: REML
No. Groups: 18 Scale: 0.0023
Min. group size: 3 Likelihood: 186.9457
Max. group size: 9 Converged: Yes
Mean group size: 7.4
------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
------------------------------------------------------------------
Intercept 4.430 0.012 377.850 0.000 4.407 4.453
Time 0.001 0.001 1.187 0.235 -0.001 0.002
Intercept RE 0.001 0.020
Intercept RE x Time RE -0.000 0.001
Time RE 0.000 0.000
==================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: FTOE_LLE
No. Observations: 121 Method: REML
No. Groups: 16 Scale: 0.3244
Min. group size: 3 Likelihood: -116.1768
Max. group size: 9 Converged: Yes
Mean group size: 7.6
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 2.616 0.113 23.203 0.000 2.395 2.837
Time -0.003 0.007 -0.422 0.673 -0.016 0.011
Intercept RE 0.065 0.215
Intercept RE x Time RE 0.000 0.014
Time RE 0.000 0.001
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: PI_Hurst
No. Observations: 139 Method: REML
No. Groups: 18 Scale: 0.0018
Min. group size: 3 Likelihood: 223.3419
Max. group size: 9 Converged: Yes
Mean group size: 7.7
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.769 0.009 83.284 0.000 0.751 0.787
Time 0.000 0.001 0.897 0.370 -0.001 0.002
Intercept RE 0.001 0.014
Intercept RE x Time RE -0.000 0.001
Time RE 0.000 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
==================================================================
Model: MixedLM Dependent Variable: PR_Hurst
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0009
Min. group size: 3 Likelihood: 283.3716
Max. group size: 9 Converged: Yes
Mean group size: 8.1
------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
------------------------------------------------------------------
Intercept 0.791 0.006 132.160 0.000 0.779 0.803
Time -0.000 0.000 -0.600 0.549 -0.001 0.000
Intercept RE 0.000 0.008
Intercept RE x Time RE -0.000 0.000
Time RE 0.000 0.000
==================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: SpO2_Hurst
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0008
Min. group size: 3 Likelihood: 271.0892
Max. group size: 9 Converged: Yes
Mean group size: 8.1
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.770 0.009 83.447 0.000 0.752 0.788
Time -0.000 0.000 -0.239 0.811 -0.001 0.001
Intercept RE 0.001 0.020
Intercept RE x Time RE 0.000 0.001
Time RE 0.000 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
==================================================================
Model: MixedLM Dependent Variable: StO2_Hurst
No. Observations: 145 Method: REML
No. Groups: 18 Scale: 0.0010
Min. group size: 3 Likelihood: 274.4726
Max. group size: 9 Converged: Yes
Mean group size: 8.1
------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
------------------------------------------------------------------
Intercept 0.805 0.006 133.909 0.000 0.793 0.817
Time -0.001 0.000 -1.653 0.098 -0.001 0.000
Intercept RE 0.000 0.008
Intercept RE x Time RE 0.000 0.000
Time RE 0.000 0.000
==================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
==================================================================
Model: MixedLM Dependent Variable: FTOE_Hurst
No. Observations: 130 Method: REML
No. Groups: 16 Scale: 0.0011
Min. group size: 3 Likelihood: 239.9633
Max. group size: 9 Converged: Yes
Mean group size: 8.1
------------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
------------------------------------------------------------------
Intercept 0.793 0.005 149.426 0.000 0.782 0.803
Time -0.001 0.000 -1.208 0.227 -0.001 0.000
Intercept RE 0.000 0.006
Intercept RE x Time RE 0.000 0.000
Time RE 0.000 0.000
==================================================================
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: MI_PIxPR
No. Observations: 143 Method: REML
No. Groups: 18 Scale: 0.0381
Min. group size: 3 Likelihood: 15.6471
Max. group size: 9 Converged: Yes
Mean group size: 7.9
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 0.367 0.033 11.245 0.000 0.303 0.430
Time 0.002 0.002 0.842 0.400 -0.002 0.006
Intercept RE 0.004 0.044
Intercept RE x Time RE 0.000 0.002
Time RE 0.000 0.000
================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
===============================================================
Model: MixedLM Dependent Variable: MI_PIxSpO2
No. Observations: 143 Method: REML
No. Groups: 18 Scale: 0.0109
Min. group size: 3 Likelihood: 96.6597
Max. group size: 9 Converged: Yes
Mean group size: 7.9
---------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
---------------------------------------------------------------
Intercept 0.195 0.024 8.184 0.000 0.148 0.242
Time 0.000 0.001 0.257 0.797 -0.002 0.003
Intercept RE 0.006 0.042
Intercept RE x Time RE 0.000 0.002
Time RE 0.000 0.000
===============================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
===============================================================
Model: MixedLM Dependent Variable: MI_PIxStO2
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0191
Min. group size: 3 Likelihood: 57.6267
Max. group size: 9 Converged: Yes
Mean group size: 8.2
---------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
---------------------------------------------------------------
Intercept 0.225 0.023 9.592 0.000 0.179 0.271
Time 0.000 0.002 0.014 0.989 -0.003 0.003
Intercept RE 0.001 0.034
Intercept RE x Time RE 0.000 0.002
Time RE 0.000 0.000
===============================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: MI_PIxFTOE
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0500
Min. group size: 3 Likelihood: -15.1985
Max. group size: 9 Converged: Yes
Mean group size: 8.2
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 0.749 0.065 11.540 0.000 0.622 0.876
Time 0.001 0.003 0.359 0.720 -0.005 0.007
Intercept RE 0.048 0.126
Intercept RE x Time RE 0.000 0.004
Time RE 0.000 0.000
================================================================
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: MI_PRxSpO2
No. Observations: 143 Method: REML
No. Groups: 18 Scale: 0.0208
Min. group size: 3 Likelihood: 52.1188
Max. group size: 9 Converged: Yes
Mean group size: 7.9
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 0.290 0.034 8.594 0.000 0.224 0.357
Time 0.000 0.002 0.023 0.982 -0.003 0.003
Intercept RE 0.012 0.057
Intercept RE x Time RE -0.000 0.002
Time RE 0.000 0.000
================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
===============================================================
Model: MixedLM Dependent Variable: MI_PRxStO2
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0372
Min. group size: 3 Likelihood: 13.8425
Max. group size: 9 Converged: Yes
Mean group size: 8.2
---------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
---------------------------------------------------------------
Intercept 0.340 0.039 8.687 0.000 0.263 0.416
Time 0.001 0.002 0.279 0.780 -0.004 0.005
Intercept RE 0.010 0.085
Intercept RE x Time RE 0.000 0.003
Time RE 0.000
===============================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: MI_PRxFTOE
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0924
Min. group size: 3 Likelihood: -51.6162
Max. group size: 9 Converged: Yes
Mean group size: 8.2
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 1.138 0.087 13.132 0.000 0.968 1.308
Time -0.000 0.004 -0.023 0.981 -0.007 0.007
Intercept RE 0.084 0.179
Intercept RE x Time RE -0.000 0.007
Time RE 0.000 0.000
=================================================================
Mixed Linear Model Regression Results
===============================================================
Model: MixedLM Dependent Variable: MI_SpO2xStO2
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0129
Min. group size: 3 Likelihood: 81.0015
Max. group size: 9 Converged: Yes
Mean group size: 8.2
---------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
---------------------------------------------------------------
Intercept 0.182 0.022 8.322 0.000 0.139 0.225
Time 0.000 0.001 0.108 0.914 -0.003 0.003
Intercept RE 0.003 0.071
Intercept RE x Time RE 0.000 0.005
Time RE 0.000 0.000
===============================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: xFE_PIxPR
No. Observations: 143 Method: REML
No. Groups: 18 Scale: 0.0048
Min. group size: 3 Likelihood: 148.9777
Max. group size: 9 Converged: Yes
Mean group size: 7.9
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.494 0.020 24.532 0.000 0.455 0.534
Time 0.001 0.001 1.170 0.242 -0.001 0.004
Intercept RE 0.005 0.041
Intercept RE x Time RE -0.000 0.002
Time RE 0.000 0.000
=================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: xFE_PIxSpO2
No. Observations: 143 Method: REML
No. Groups: 18 Scale: 0.0058
Min. group size: 3 Likelihood: 129.5095
Max. group size: 9 Converged: Yes
Mean group size: 7.9
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.456 0.029 15.908 0.000 0.400 0.512
Time 0.001 0.001 0.435 0.664 -0.002 0.003
Intercept RE 0.012 0.075
Intercept RE x Time RE -0.000 0.003
Time RE 0.000 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: xFE_PIxStO2
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0049
Min. group size: 3 Likelihood: 133.7619
Max. group size: 9 Converged: Yes
Mean group size: 8.2
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.422 0.025 16.819 0.000 0.373 0.471
Time 0.001 0.001 0.821 0.411 -0.001 0.003
Intercept RE 0.008 0.059
Intercept RE x Time RE -0.000 0.002
Time RE 0.000 0.000
=================================================================
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: xFE_PIxFTOE
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0046
Min. group size: 3 Likelihood: 139.4586
Max. group size: 9 Converged: Yes
Mean group size: 8.2
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.469 0.022 21.216 0.000 0.425 0.512
Time 0.000 0.001 0.429 0.668 -0.002 0.003
Intercept RE 0.006 0.047
Intercept RE x Time RE -0.000 0.002
Time RE 0.000 0.000
=================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: xFE_PRxSpO2
No. Observations: 143 Method: REML
No. Groups: 18 Scale: 0.0038
Min. group size: 3 Likelihood: 162.3315
Max. group size: 9 Converged: Yes
Mean group size: 7.9
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 0.491 0.021 23.839 0.000 0.450 0.531
Time 0.001 0.001 1.284 0.199 -0.000 0.002
Intercept RE 0.006 0.047
Intercept RE x Time RE 0.000 0.001
Time RE 0.000 0.000
================================================================
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: xFE_PRxStO2
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0035
Min. group size: 3 Likelihood: 158.4486
Max. group size: 9 Converged: Yes
Mean group size: 8.2
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 0.455 0.015 29.756 0.000 0.425 0.485
Time 0.001 0.001 1.482 0.138 -0.000 0.003
Intercept RE 0.002 0.026
Intercept RE x Time RE 0.000 0.001
Time RE 0.000 0.000
================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Mixed Linear Model Regression Results
================================================================
Model: MixedLM Dependent Variable: xFE_PRxFTOE
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0035
Min. group size: 3 Likelihood: 163.2600
Max. group size: 9 Converged: Yes
Mean group size: 8.2
----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
----------------------------------------------------------------
Intercept 0.489 0.013 37.001 0.000 0.463 0.515
Time 0.001 0.001 1.179 0.238 -0.001 0.002
Intercept RE 0.001 0.021
Intercept RE x Time RE 0.000 0.001
Time RE 0.000 0.000
================================================================
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
/Users/John/Library/Enthought/Canopy_64bit/User/lib/python2.7/site-packages/statsmodels/regression/mixed_linear_model.py:1717: ConvergenceWarning: The MLE may be on the boundary of the parameter space.
warnings.warn(msg, ConvergenceWarning)
Mixed Linear Model Regression Results
=================================================================
Model: MixedLM Dependent Variable: xFE_SpO2xStO2
No. Observations: 132 Method: REML
No. Groups: 16 Scale: 0.0028
Min. group size: 3 Likelihood: 164.4749
Max. group size: 9 Converged: Yes
Mean group size: 8.2
-----------------------------------------------------------------
Coef. Std.Err. z P>|z| [0.025 0.975]
-----------------------------------------------------------------
Intercept 0.385 0.024 15.932 0.000 0.338 0.432
Time -0.000 0.001 -0.204 0.839 -0.001 0.001
Intercept RE 0.008 0.072
Intercept RE x Time RE 0.000 0.001
Time RE 0.000 0.000
=================================================================
In [7]:
# DeSats -> generalized mixed models
# from raw data,
# get an output of .csv thta has -3:0 everything, during, then (exam end -> data end) everything
Content source: johntanz/ROP
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