Mixed-effects results for depression_score during december2020: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 19384 Method: REML No. Groups: 9692 Scale: 0.3471 Min. group size: 2 Log-Likelihood: -25710.9753 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.056 0.012 -4.780 0.000 -0.079 -0.033 conceptual_timepoint[T.follow-up] 0.071 0.011 6.391 0.000 0.049 0.093 cluster[T.cocaine] 0.138 0.105 1.316 0.188 -0.068 0.344 cluster[T.cocaine and cannabis] 0.406 0.124 3.272 0.001 0.163 0.650 cluster[T.historic user] 0.091 0.028 3.285 0.001 0.037 0.145 cluster[T.polydrug] 0.598 0.173 3.466 0.001 0.260 0.936 cluster[T.psychedelics and cannabis] 0.236 0.119 1.987 0.047 0.003 0.469 cluster[T.stopped] 0.176 0.057 3.101 0.002 0.065 0.286 cluster[T.cannabis] 0.124 0.046 2.696 0.007 0.034 0.214 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.174 0.099 -1.760 0.078 -0.368 0.020 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.106 0.117 -0.902 0.367 -0.336 0.124 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.006 0.026 0.226 0.821 -0.045 0.057 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.077 0.163 -0.475 0.635 -0.397 0.242 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.131 0.112 1.170 0.242 -0.089 0.351 conceptual_timepoint[T.follow-up]:cluster[T.stopped] -0.067 0.053 -1.256 0.209 -0.172 0.038 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.020 0.043 0.463 0.643 -0.065 0.105 user_id Var 0.631 user_id x conceptual_timepoint[T.follow-up] Cov -0.060 conceptual_timepoint[T.follow-up] Var 0.178 ================================================================================================================= ANOVA results for depression_score during december2020: sum_sq df F PR(>F) conceptual_timepoint 23.16 1.00 22.99 0.00 cluster 86.21 7.00 12.23 0.00 conceptual_timepoint:cluster 3.26 7.00 0.46 0.86 Residual 19509.95 19368.00 NaN NaN Mixed-effects results for depression_score during june2021: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 14242 Method: REML No. Groups: 7121 Scale: 0.3668 Min. group size: 2 Log-Likelihood: -19100.5889 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.035 0.015 -2.395 0.017 -0.064 -0.006 conceptual_timepoint[T.follow-up] -0.045 0.014 -3.257 0.001 -0.072 -0.018 cluster[T.cocaine] 0.125 0.132 0.949 0.343 -0.134 0.385 cluster[T.cocaine and cannabis] 0.426 0.150 2.847 0.004 0.133 0.719 cluster[T.historic user] 0.084 0.029 2.846 0.004 0.026 0.142 cluster[T.polydrug] 0.548 0.185 2.967 0.003 0.186 0.911 cluster[T.psychedelics and cannabis] 0.229 0.142 1.613 0.107 -0.049 0.508 cluster[T.stopped] 0.114 0.070 1.624 0.104 -0.024 0.252 cluster[T.cannabis] 0.176 0.053 3.299 0.001 0.071 0.281 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.068 0.125 -0.539 0.590 -0.313 0.178 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] 0.081 0.142 0.572 0.568 -0.197 0.359 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.009 0.028 0.338 0.735 -0.045 0.064 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.218 0.175 -1.245 0.213 -0.562 0.125 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.016 0.135 0.120 0.905 -0.248 0.280 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.015 0.067 0.220 0.826 -0.116 0.145 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] -0.021 0.051 -0.407 0.684 -0.120 0.079 user_id Var 0.652 user_id x conceptual_timepoint[T.follow-up] Cov -0.085 conceptual_timepoint[T.follow-up] Var 0.182 ================================================================================================================= ANOVA results for depression_score during june2021: sum_sq df F PR(>F) conceptual_timepoint 7.06 1.00 6.89 0.01 cluster 68.30 7.00 9.52 0.00 conceptual_timepoint:cluster 1.18 7.00 0.16 0.99 Residual 14572.75 14226.00 NaN NaN Mixed-effects results for depression_score during january2022: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 15034 Method: REML No. Groups: 7517 Scale: 0.3489 Min. group size: 2 Log-Likelihood: -19585.8638 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.054 0.017 -3.211 0.001 -0.087 -0.021 conceptual_timepoint[T.follow-up] -0.065 0.016 -4.210 0.000 -0.096 -0.035 cluster[T.cocaine] 0.283 0.081 3.486 0.000 0.124 0.442 cluster[T.cocaine and cannabis] 0.081 0.101 0.794 0.427 -0.118 0.280 cluster[T.historic user] 0.094 0.026 3.645 0.000 0.043 0.144 cluster[T.polydrug] 0.376 0.119 3.168 0.002 0.143 0.608 cluster[T.psychedelics and cannabis] 0.358 0.098 3.660 0.000 0.166 0.549 cluster[T.stopped] 0.249 0.058 4.258 0.000 0.134 0.364 cluster[T.cannabis] 0.238 0.044 5.447 0.000 0.152 0.323 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.060 0.075 -0.799 0.424 -0.208 0.087 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] 0.110 0.094 1.172 0.241 -0.074 0.295 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.061 0.024 2.546 0.011 0.014 0.107 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.083 0.110 -0.757 0.449 -0.299 0.132 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] -0.265 0.091 -2.925 0.003 -0.442 -0.087 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.037 0.054 0.688 0.491 -0.069 0.144 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.001 0.040 0.030 0.976 -0.078 0.080 user_id Var 0.643 user_id x conceptual_timepoint[T.follow-up] Cov -0.122 conceptual_timepoint[T.follow-up] Var 0.154 ================================================================================================================= ANOVA results for depression_score during january2022: sum_sq df F PR(>F) conceptual_timepoint 8.28 1.00 8.74 0.00 cluster 131.32 7.00 19.80 0.00 conceptual_timepoint:cluster 8.65 7.00 1.30 0.24 Residual 14232.04 15018.00 NaN NaN Mixed-effects results for tiredness_score during december2020: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 19384 Method: REML No. Groups: 9692 Scale: 0.3520 Min. group size: 2 Log-Likelihood: -25660.2397 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.030 0.012 -2.517 0.012 -0.053 -0.007 conceptual_timepoint[T.follow-up] -0.002 0.011 -0.202 0.840 -0.024 0.020 cluster[T.cocaine] 0.008 0.105 0.081 0.936 -0.198 0.214 cluster[T.cocaine and cannabis] 0.202 0.124 1.627 0.104 -0.041 0.446 cluster[T.historic user] 0.059 0.028 2.140 0.032 0.005 0.114 cluster[T.polydrug] 0.214 0.173 1.240 0.215 -0.125 0.553 cluster[T.psychedelics and cannabis] 0.094 0.119 0.793 0.428 -0.139 0.328 cluster[T.stopped] 0.052 0.057 0.916 0.360 -0.059 0.163 cluster[T.cannabis] 0.046 0.046 0.997 0.319 -0.044 0.136 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.033 0.099 -0.329 0.742 -0.228 0.162 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.082 0.118 -0.696 0.486 -0.313 0.149 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.031 0.026 1.177 0.239 -0.021 0.082 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] 0.078 0.164 0.476 0.634 -0.243 0.399 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.170 0.113 1.510 0.131 -0.051 0.391 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.104 0.054 1.937 0.053 -0.001 0.209 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.004 0.044 0.081 0.935 -0.082 0.089 user_id Var 0.630 user_id x conceptual_timepoint[T.follow-up] Cov -0.076 conceptual_timepoint[T.follow-up] Var 0.176 ================================================================================================================= ANOVA results for tiredness_score during december2020: sum_sq df F PR(>F) conceptual_timepoint 0.23 1.00 0.24 0.63 cluster 30.09 7.00 4.33 0.00 conceptual_timepoint:cluster 3.44 7.00 0.49 0.84 Residual 19236.78 19368.00 NaN NaN Mixed-effects results for tiredness_score during june2021: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 14242 Method: REML No. Groups: 7121 Scale: 0.3780 Min. group size: 2 Log-Likelihood: -19297.1430 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.021 0.015 -1.404 0.160 -0.049 0.008 conceptual_timepoint[T.follow-up] 0.014 0.014 0.997 0.319 -0.014 0.042 cluster[T.cocaine] 0.228 0.132 1.723 0.085 -0.031 0.488 cluster[T.cocaine and cannabis] 0.315 0.150 2.104 0.035 0.022 0.609 cluster[T.historic user] 0.072 0.030 2.437 0.015 0.014 0.130 cluster[T.polydrug] 0.295 0.185 1.591 0.112 -0.068 0.657 cluster[T.psychedelics and cannabis] -0.086 0.142 -0.604 0.546 -0.365 0.193 cluster[T.stopped] 0.158 0.070 2.246 0.025 0.020 0.296 cluster[T.cannabis] 0.072 0.053 1.345 0.179 -0.033 0.177 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.075 0.128 -0.585 0.558 -0.326 0.176 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.087 0.145 -0.600 0.548 -0.371 0.197 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.046 0.029 1.612 0.107 -0.010 0.102 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.224 0.179 -1.251 0.211 -0.575 0.127 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.068 0.138 0.496 0.620 -0.201 0.338 conceptual_timepoint[T.follow-up]:cluster[T.stopped] -0.028 0.068 -0.412 0.680 -0.162 0.105 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.037 0.052 0.719 0.472 -0.064 0.138 user_id Var 0.644 user_id x conceptual_timepoint[T.follow-up] Cov -0.077 conceptual_timepoint[T.follow-up] Var 0.200 ================================================================================================================= ANOVA results for tiredness_score during june2021: sum_sq df F PR(>F) conceptual_timepoint 1.99 1.00 1.91 0.17 cluster 40.46 7.00 5.53 0.00 conceptual_timepoint:cluster 2.88 7.00 0.39 0.91 Residual 14864.62 14226.00 NaN NaN Mixed-effects results for tiredness_score during january2022: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 15034 Method: REML No. Groups: 7517 Scale: 0.3588 Min. group size: 2 Log-Likelihood: -19733.6263 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.053 0.017 -3.134 0.002 -0.086 -0.020 conceptual_timepoint[T.follow-up] -0.046 0.016 -2.891 0.004 -0.077 -0.015 cluster[T.cocaine] 0.169 0.081 2.077 0.038 0.010 0.329 cluster[T.cocaine and cannabis] -0.111 0.102 -1.087 0.277 -0.310 0.089 cluster[T.historic user] 0.110 0.026 4.280 0.000 0.060 0.161 cluster[T.polydrug] 0.044 0.119 0.368 0.713 -0.189 0.277 cluster[T.psychedelics and cannabis] 0.055 0.098 0.564 0.572 -0.137 0.247 cluster[T.stopped] 0.214 0.059 3.645 0.000 0.099 0.329 cluster[T.cannabis] 0.137 0.044 3.128 0.002 0.051 0.223 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.146 0.077 -1.912 0.056 -0.297 0.004 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] 0.183 0.096 1.907 0.056 -0.005 0.370 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.040 0.024 1.671 0.095 -0.007 0.088 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.039 0.112 -0.352 0.725 -0.259 0.180 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] -0.089 0.092 -0.966 0.334 -0.270 0.092 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.007 0.055 0.119 0.905 -0.102 0.115 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.027 0.041 0.658 0.510 -0.054 0.108 user_id Var 0.638 user_id x conceptual_timepoint[T.follow-up] Cov -0.122 conceptual_timepoint[T.follow-up] Var 0.165 ================================================================================================================= ANOVA results for tiredness_score during january2022: sum_sq df F PR(>F) conceptual_timepoint 3.70 1.00 3.87 0.05 cluster 78.15 7.00 11.66 0.00 conceptual_timepoint:cluster 5.42 7.00 0.81 0.58 Residual 14383.89 15018.00 NaN NaN Mixed-effects results for concentration_score during december2020: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 19384 Method: REML No. Groups: 9692 Scale: 0.3836 Min. group size: 2 Log-Likelihood: -26154.2031 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.049 0.012 -4.146 0.000 -0.072 -0.026 conceptual_timepoint[T.follow-up] 0.019 0.012 1.614 0.107 -0.004 0.042 cluster[T.cocaine] 0.161 0.105 1.531 0.126 -0.045 0.368 cluster[T.cocaine and cannabis] 0.250 0.125 2.007 0.045 0.006 0.495 cluster[T.historic user] 0.122 0.028 4.383 0.000 0.067 0.176 cluster[T.polydrug] 0.350 0.173 2.020 0.043 0.010 0.690 cluster[T.psychedelics and cannabis] 0.341 0.119 2.854 0.004 0.107 0.574 cluster[T.stopped] 0.101 0.057 1.776 0.076 -0.010 0.212 cluster[T.cannabis] 0.132 0.046 2.851 0.004 0.041 0.222 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.116 0.105 -1.102 0.271 -0.322 0.090 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.148 0.125 -1.192 0.233 -0.392 0.096 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.018 0.028 0.639 0.523 -0.037 0.072 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] 0.080 0.173 0.462 0.644 -0.259 0.419 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.144 0.119 1.209 0.227 -0.089 0.377 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.032 0.057 0.568 0.570 -0.079 0.143 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] -0.004 0.046 -0.077 0.938 -0.094 0.087 user_id Var 0.603 user_id x conceptual_timepoint[T.follow-up] Cov -0.082 conceptual_timepoint[T.follow-up] Var 0.216 ================================================================================================================= ANOVA results for concentration_score during december2020: sum_sq df F PR(>F) conceptual_timepoint 2.35 1.00 2.32 0.13 cluster 90.56 7.00 12.78 0.00 conceptual_timepoint:cluster 2.51 7.00 0.35 0.93 Residual 19612.02 19368.00 NaN NaN Mixed-effects results for concentration_score during june2021: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 14242 Method: REML No. Groups: 7121 Scale: 0.3836 Min. group size: 2 Log-Likelihood: -19233.6214 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.019 0.015 -1.288 0.198 -0.047 0.010 conceptual_timepoint[T.follow-up] -0.018 0.014 -1.280 0.200 -0.046 0.010 cluster[T.cocaine] 0.223 0.132 1.693 0.091 -0.035 0.480 cluster[T.cocaine and cannabis] 0.341 0.149 2.295 0.022 0.050 0.633 cluster[T.historic user] 0.044 0.029 1.509 0.131 -0.013 0.102 cluster[T.polydrug] 0.222 0.184 1.209 0.227 -0.138 0.583 cluster[T.psychedelics and cannabis] -0.078 0.141 -0.554 0.580 -0.355 0.199 cluster[T.stopped] 0.148 0.070 2.111 0.035 0.011 0.285 cluster[T.cannabis] 0.127 0.053 2.397 0.017 0.023 0.231 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.064 0.129 -0.493 0.622 -0.317 0.189 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.103 0.146 -0.705 0.481 -0.389 0.183 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.055 0.029 1.901 0.057 -0.002 0.111 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] 0.259 0.181 1.433 0.152 -0.095 0.613 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.145 0.139 1.044 0.296 -0.127 0.417 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.038 0.069 0.559 0.576 -0.096 0.173 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.019 0.052 0.357 0.721 -0.084 0.121 user_id Var 0.625 user_id x conceptual_timepoint[T.follow-up] Cov -0.090 conceptual_timepoint[T.follow-up] Var 0.205 ================================================================================================================= ANOVA results for concentration_score during june2021: sum_sq df F PR(>F) conceptual_timepoint 0.04 1.00 0.04 0.85 cluster 46.32 7.00 6.48 0.00 conceptual_timepoint:cluster 3.65 7.00 0.51 0.83 Residual 14520.61 14226.00 NaN NaN Mixed-effects results for concentration_score during january2022: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 15034 Method: REML No. Groups: 7517 Scale: 0.3798 Min. group size: 2 Log-Likelihood: -19870.4845 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.048 0.017 -2.870 0.004 -0.081 -0.015 conceptual_timepoint[T.follow-up] -0.049 0.016 -3.005 0.003 -0.081 -0.017 cluster[T.cocaine] 0.268 0.082 3.291 0.001 0.109 0.428 cluster[T.cocaine and cannabis] -0.050 0.102 -0.489 0.625 -0.250 0.150 cluster[T.historic user] 0.086 0.026 3.322 0.001 0.035 0.136 cluster[T.polydrug] 0.236 0.119 1.986 0.047 0.003 0.470 cluster[T.psychedelics and cannabis] 0.171 0.098 1.746 0.081 -0.021 0.364 cluster[T.stopped] 0.136 0.059 2.321 0.020 0.021 0.251 cluster[T.cannabis] 0.158 0.044 3.612 0.000 0.072 0.244 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] 0.100 0.079 1.256 0.209 -0.056 0.255 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] 0.183 0.099 1.848 0.065 -0.011 0.377 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.035 0.025 1.407 0.159 -0.014 0.084 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] 0.127 0.116 1.095 0.273 -0.100 0.354 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.031 0.095 0.329 0.743 -0.156 0.218 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.043 0.057 0.761 0.447 -0.068 0.155 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.043 0.043 1.012 0.311 -0.040 0.127 user_id Var 0.620 user_id x conceptual_timepoint[T.follow-up] Cov -0.141 conceptual_timepoint[T.follow-up] Var 0.185 ================================================================================================================= ANOVA results for concentration_score during january2022: sum_sq df F PR(>F) conceptual_timepoint 2.41 1.00 2.54 0.11 cluster 90.12 7.00 13.53 0.00 conceptual_timepoint:cluster 3.44 7.00 0.52 0.82 Residual 14285.42 15018.00 NaN NaN Mixed-effects results for anxiety_score during december2020: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 19384 Method: REML No. Groups: 9692 Scale: 0.3538 Min. group size: 2 Log-Likelihood: -25883.6378 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.043 0.012 -3.581 0.000 -0.066 -0.019 conceptual_timepoint[T.follow-up] 0.058 0.011 5.202 0.000 0.036 0.080 cluster[T.cocaine] 0.083 0.106 0.780 0.436 -0.125 0.291 cluster[T.cocaine and cannabis] 0.195 0.126 1.553 0.120 -0.051 0.442 cluster[T.historic user] 0.067 0.028 2.398 0.016 0.012 0.122 cluster[T.polydrug] 0.342 0.175 1.955 0.051 -0.001 0.684 cluster[T.psychedelics and cannabis] -0.012 0.120 -0.096 0.924 -0.247 0.224 cluster[T.stopped] 0.137 0.057 2.391 0.017 0.025 0.249 cluster[T.cannabis] 0.101 0.047 2.165 0.030 0.010 0.192 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.238 0.100 -2.380 0.017 -0.433 -0.042 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] 0.114 0.118 0.963 0.336 -0.118 0.345 conceptual_timepoint[T.follow-up]:cluster[T.historic user] -0.010 0.026 -0.390 0.696 -0.062 0.041 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.040 0.164 -0.241 0.809 -0.361 0.282 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.222 0.113 1.962 0.050 0.000 0.443 conceptual_timepoint[T.follow-up]:cluster[T.stopped] -0.069 0.054 -1.286 0.199 -0.175 0.036 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] -0.072 0.044 -1.648 0.099 -0.158 0.014 user_id Var 0.649 user_id x conceptual_timepoint[T.follow-up] Cov -0.065 conceptual_timepoint[T.follow-up] Var 0.178 ================================================================================================================= ANOVA results for anxiety_score during december2020: sum_sq df F PR(>F) conceptual_timepoint 12.42 1.00 12.10 0.00 cluster 31.84 7.00 4.43 0.00 conceptual_timepoint:cluster 6.55 7.00 0.91 0.50 Residual 19882.64 19368.00 NaN NaN Mixed-effects results for anxiety_score during june2021: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 14242 Method: REML No. Groups: 7121 Scale: 0.3602 Min. group size: 2 Log-Likelihood: -18998.0407 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.031 0.015 -2.156 0.031 -0.060 -0.003 conceptual_timepoint[T.follow-up] -0.009 0.014 -0.652 0.514 -0.036 0.018 cluster[T.cocaine] 0.144 0.132 1.087 0.277 -0.115 0.402 cluster[T.cocaine and cannabis] 0.448 0.149 2.999 0.003 0.155 0.741 cluster[T.historic user] 0.091 0.029 3.079 0.002 0.033 0.148 cluster[T.polydrug] 0.263 0.185 1.426 0.154 -0.099 0.625 cluster[T.psychedelics and cannabis] 0.084 0.142 0.589 0.556 -0.195 0.362 cluster[T.stopped] 0.035 0.070 0.494 0.621 -0.103 0.173 cluster[T.cannabis] 0.113 0.053 2.125 0.034 0.009 0.218 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.156 0.124 -1.263 0.207 -0.399 0.086 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.272 0.140 -1.943 0.052 -0.547 0.002 conceptual_timepoint[T.follow-up]:cluster[T.historic user] -0.054 0.028 -1.943 0.052 -0.108 0.000 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] 0.108 0.173 0.625 0.532 -0.231 0.447 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.108 0.133 0.815 0.415 -0.152 0.369 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.021 0.066 0.318 0.751 -0.108 0.150 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] -0.009 0.050 -0.177 0.859 -0.107 0.089 user_id Var 0.657 user_id x conceptual_timepoint[T.follow-up] Cov -0.088 conceptual_timepoint[T.follow-up] Var 0.173 ================================================================================================================= ANOVA results for anxiety_score during june2021: sum_sq df F PR(>F) conceptual_timepoint 1.77 1.00 1.74 0.19 cluster 30.46 7.00 4.28 0.00 conceptual_timepoint:cluster 4.56 7.00 0.64 0.72 Residual 14445.54 14226.00 NaN NaN Mixed-effects results for anxiety_score during january2022: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 15034 Method: REML No. Groups: 7517 Scale: 0.3415 Min. group size: 2 Log-Likelihood: -19517.0332 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.061 0.017 -3.662 0.000 -0.093 -0.028 conceptual_timepoint[T.follow-up] -0.026 0.015 -1.708 0.088 -0.056 0.004 cluster[T.cocaine] 0.284 0.080 3.544 0.000 0.127 0.442 cluster[T.cocaine and cannabis] 0.050 0.100 0.496 0.620 -0.147 0.246 cluster[T.historic user] 0.130 0.025 5.140 0.000 0.081 0.180 cluster[T.polydrug] 0.392 0.117 3.349 0.001 0.163 0.622 cluster[T.psychedelics and cannabis] 0.360 0.097 3.726 0.000 0.171 0.549 cluster[T.stopped] 0.130 0.058 2.244 0.025 0.016 0.243 cluster[T.cannabis] 0.216 0.043 5.019 0.000 0.132 0.301 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.144 0.075 -1.932 0.053 -0.291 0.002 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.016 0.093 -0.168 0.867 -0.199 0.167 conceptual_timepoint[T.follow-up]:cluster[T.historic user] -0.021 0.024 -0.898 0.369 -0.067 0.025 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.030 0.109 -0.274 0.784 -0.244 0.184 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] -0.243 0.090 -2.704 0.007 -0.419 -0.067 conceptual_timepoint[T.follow-up]:cluster[T.stopped] -0.002 0.054 -0.030 0.976 -0.107 0.104 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] -0.043 0.040 -1.060 0.289 -0.121 0.036 user_id Var 0.627 user_id x conceptual_timepoint[T.follow-up] Cov -0.105 conceptual_timepoint[T.follow-up] Var 0.155 ================================================================================================================= ANOVA results for anxiety_score during january2022: sum_sq df F PR(>F) conceptual_timepoint 7.33 1.00 7.79 0.01 cluster 94.80 7.00 14.39 0.00 conceptual_timepoint:cluster 4.78 7.00 0.73 0.65 Residual 14135.18 15018.00 NaN NaN Mixed-effects results for insomnia_score during december2020: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 19384 Method: REML No. Groups: 9692 Scale: 0.3468 Min. group size: 2 Log-Likelihood: -25704.9017 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.035 0.012 -2.956 0.003 -0.058 -0.012 conceptual_timepoint[T.follow-up] 0.055 0.011 4.956 0.000 0.033 0.077 cluster[T.cocaine] 0.168 0.105 1.591 0.112 -0.039 0.374 cluster[T.cocaine and cannabis] 0.146 0.125 1.168 0.243 -0.099 0.390 cluster[T.historic user] 0.079 0.028 2.845 0.004 0.025 0.134 cluster[T.polydrug] 0.601 0.173 3.468 0.001 0.261 0.941 cluster[T.psychedelics and cannabis] 0.041 0.119 0.345 0.730 -0.193 0.275 cluster[T.stopped] 0.109 0.057 1.921 0.055 -0.002 0.221 cluster[T.cannabis] 0.070 0.046 1.509 0.131 -0.021 0.160 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.104 0.099 -1.050 0.294 -0.297 0.090 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.171 0.117 -1.462 0.144 -0.400 0.058 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.018 0.026 0.698 0.485 -0.033 0.069 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.150 0.162 -0.925 0.355 -0.469 0.168 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.162 0.112 1.445 0.148 -0.058 0.381 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.039 0.053 0.737 0.461 -0.065 0.144 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] -0.007 0.043 -0.154 0.878 -0.091 0.078 user_id Var 0.640 user_id x conceptual_timepoint[T.follow-up] Cov -0.064 conceptual_timepoint[T.follow-up] Var 0.173 ================================================================================================================= ANOVA results for insomnia_score during december2020: sum_sq df F PR(>F) conceptual_timepoint 15.93 1.00 15.78 0.00 cluster 49.33 7.00 6.98 0.00 conceptual_timepoint:cluster 3.19 7.00 0.45 0.87 Residual 19548.72 19368.00 NaN NaN Mixed-effects results for insomnia_score during june2021: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 14242 Method: REML No. Groups: 7121 Scale: 0.3637 Min. group size: 2 Log-Likelihood: -19071.7883 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.028 0.015 -1.899 0.058 -0.056 0.001 conceptual_timepoint[T.follow-up] -0.054 0.014 -3.955 0.000 -0.081 -0.027 cluster[T.cocaine] 0.196 0.132 1.485 0.138 -0.063 0.455 cluster[T.cocaine and cannabis] 0.330 0.149 2.209 0.027 0.037 0.623 cluster[T.historic user] 0.074 0.029 2.517 0.012 0.016 0.132 cluster[T.polydrug] 0.178 0.185 0.961 0.337 -0.185 0.540 cluster[T.psychedelics and cannabis] -0.282 0.142 -1.988 0.047 -0.561 -0.004 cluster[T.stopped] 0.102 0.070 1.452 0.147 -0.036 0.240 cluster[T.cannabis] 0.098 0.053 1.829 0.067 -0.007 0.202 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] 0.043 0.125 0.344 0.731 -0.201 0.287 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.141 0.141 -1.001 0.317 -0.418 0.135 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.016 0.028 0.578 0.563 -0.038 0.071 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.084 0.174 -0.482 0.630 -0.426 0.258 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.292 0.134 2.180 0.029 0.029 0.555 conceptual_timepoint[T.follow-up]:cluster[T.stopped] -0.038 0.066 -0.572 0.567 -0.168 0.092 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.090 0.050 1.797 0.072 -0.008 0.189 user_id Var 0.655 user_id x conceptual_timepoint[T.follow-up] Cov -0.084 conceptual_timepoint[T.follow-up] Var 0.179 ================================================================================================================= ANOVA results for insomnia_score during june2021: sum_sq df F PR(>F) conceptual_timepoint 7.53 1.00 7.36 0.01 cluster 40.60 7.00 5.66 0.00 conceptual_timepoint:cluster 4.48 7.00 0.62 0.74 Residual 14565.28 14226.00 NaN NaN Mixed-effects results for insomnia_score during january2022: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 15034 Method: REML No. Groups: 7517 Scale: 0.3541 Min. group size: 2 Log-Likelihood: -19680.2887 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.035 0.017 -2.102 0.036 -0.068 -0.002 conceptual_timepoint[T.follow-up] -0.028 0.016 -1.804 0.071 -0.059 0.002 cluster[T.cocaine] 0.260 0.081 3.203 0.001 0.101 0.420 cluster[T.cocaine and cannabis] 0.066 0.102 0.648 0.517 -0.133 0.265 cluster[T.historic user] 0.057 0.026 2.203 0.028 0.006 0.107 cluster[T.polydrug] 0.169 0.119 1.428 0.153 -0.063 0.402 cluster[T.psychedelics and cannabis] 0.093 0.098 0.952 0.341 -0.099 0.285 cluster[T.stopped] 0.222 0.059 3.796 0.000 0.107 0.337 cluster[T.cannabis] 0.132 0.044 3.020 0.003 0.046 0.217 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.014 0.076 -0.187 0.852 -0.163 0.135 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.037 0.095 -0.388 0.698 -0.223 0.149 conceptual_timepoint[T.follow-up]:cluster[T.historic user] -0.005 0.024 -0.205 0.837 -0.052 0.042 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] 0.127 0.111 1.146 0.252 -0.090 0.345 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] -0.160 0.092 -1.746 0.081 -0.339 0.020 conceptual_timepoint[T.follow-up]:cluster[T.stopped] -0.046 0.055 -0.831 0.406 -0.153 0.062 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.042 0.041 1.027 0.304 -0.038 0.122 user_id Var 0.639 user_id x conceptual_timepoint[T.follow-up] Cov -0.119 conceptual_timepoint[T.follow-up] Var 0.161 ================================================================================================================= ANOVA results for insomnia_score during january2022: sum_sq df F PR(>F) conceptual_timepoint 3.46 1.00 3.62 0.06 cluster 62.80 7.00 9.39 0.00 conceptual_timepoint:cluster 2.91 7.00 0.44 0.88 Residual 14341.16 15018.00 NaN NaN Mixed-effects results for MH_composite during december2020: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 19384 Method: REML No. Groups: 9692 Scale: 0.2800 Min. group size: 2 Log-Likelihood: -24719.8928 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.056 0.012 -4.782 0.000 -0.080 -0.033 conceptual_timepoint[T.follow-up] 0.053 0.010 5.436 0.000 0.034 0.072 cluster[T.cocaine] 0.139 0.105 1.318 0.188 -0.068 0.345 cluster[T.cocaine and cannabis] 0.334 0.125 2.680 0.007 0.090 0.578 cluster[T.historic user] 0.108 0.028 3.870 0.000 0.053 0.162 cluster[T.polydrug] 0.537 0.173 3.102 0.002 0.198 0.876 cluster[T.psychedelics and cannabis] 0.197 0.119 1.653 0.098 -0.037 0.430 cluster[T.stopped] 0.154 0.057 2.715 0.007 0.043 0.265 cluster[T.cannabis] 0.126 0.046 2.732 0.006 0.036 0.216 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.175 0.087 -2.025 0.043 -0.345 -0.006 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.099 0.102 -0.965 0.335 -0.300 0.102 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.013 0.023 0.550 0.583 -0.032 0.057 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.032 0.142 -0.221 0.825 -0.310 0.247 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.202 0.098 2.058 0.040 0.010 0.394 conceptual_timepoint[T.follow-up]:cluster[T.stopped] -0.005 0.047 -0.097 0.922 -0.096 0.087 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] -0.014 0.038 -0.379 0.704 -0.089 0.060 user_id Var 0.703 user_id x conceptual_timepoint[T.follow-up] Cov -0.027 conceptual_timepoint[T.follow-up] Var 0.106 ================================================================================================================= ANOVA results for MH_composite during december2020: sum_sq df F PR(>F) conceptual_timepoint 13.59 1.00 13.47 0.00 cluster 85.51 7.00 12.11 0.00 conceptual_timepoint:cluster 3.31 7.00 0.47 0.86 Residual 19542.01 19368.00 NaN NaN Mixed-effects results for MH_composite during june2021: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 14242 Method: REML No. Groups: 7121 Scale: 0.2971 Min. group size: 2 Log-Likelihood: -18427.0199 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.035 0.015 -2.389 0.017 -0.064 -0.006 conceptual_timepoint[T.follow-up] -0.026 0.012 -2.144 0.032 -0.050 -0.002 cluster[T.cocaine] 0.225 0.132 1.699 0.089 -0.034 0.484 cluster[T.cocaine and cannabis] 0.485 0.150 3.243 0.001 0.192 0.778 cluster[T.historic user] 0.094 0.029 3.201 0.001 0.037 0.152 cluster[T.polydrug] 0.425 0.185 2.296 0.022 0.062 0.787 cluster[T.psychedelics and cannabis] 0.023 0.142 0.163 0.870 -0.255 0.302 cluster[T.stopped] 0.142 0.070 2.020 0.043 0.004 0.280 cluster[T.cannabis] 0.158 0.053 2.956 0.003 0.053 0.262 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.094 0.110 -0.856 0.392 -0.310 0.121 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] -0.117 0.124 -0.942 0.346 -0.361 0.127 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.016 0.025 0.638 0.524 -0.032 0.064 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.066 0.154 -0.431 0.667 -0.368 0.235 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] 0.124 0.118 1.050 0.293 -0.108 0.356 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.006 0.059 0.100 0.920 -0.109 0.121 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.014 0.044 0.318 0.751 -0.073 0.101 user_id Var 0.722 user_id x conceptual_timepoint[T.follow-up] Cov -0.044 conceptual_timepoint[T.follow-up] Var 0.111 ================================================================================================================= ANOVA results for MH_composite during june2021: sum_sq df F PR(>F) conceptual_timepoint 1.82 1.00 1.77 0.18 cluster 67.67 7.00 9.38 0.00 conceptual_timepoint:cluster 1.23 7.00 0.17 0.99 Residual 14662.63 14226.00 NaN NaN Mixed-effects results for MH_composite during january2022: Mixed Linear Model Regression Results ================================================================================================================= Model: MixedLM Dependent Variable: Score No. Observations: 15034 Method: REML No. Groups: 7517 Scale: 0.2798 Min. group size: 2 Log-Likelihood: -18775.5191 Max. group size: 2 Converged: Yes Mean group size: 2.0 ----------------------------------------------------------------------------------------------------------------- Coef. Std.Err. z P>|z| [0.025 0.975] ----------------------------------------------------------------------------------------------------------------- Intercept -0.066 0.017 -3.947 0.000 -0.099 -0.033 conceptual_timepoint[T.follow-up] -0.056 0.014 -4.150 0.000 -0.083 -0.030 cluster[T.cocaine] 0.325 0.081 4.015 0.000 0.166 0.484 cluster[T.cocaine and cannabis] 0.012 0.101 0.119 0.906 -0.186 0.210 cluster[T.historic user] 0.126 0.026 4.909 0.000 0.075 0.176 cluster[T.polydrug] 0.334 0.118 2.829 0.005 0.103 0.566 cluster[T.psychedelics and cannabis] 0.295 0.097 3.028 0.002 0.104 0.486 cluster[T.stopped] 0.245 0.058 4.205 0.000 0.131 0.359 cluster[T.cannabis] 0.236 0.043 5.437 0.000 0.151 0.322 conceptual_timepoint[T.follow-up]:cluster[T.cocaine] -0.080 0.066 -1.214 0.225 -0.208 0.049 conceptual_timepoint[T.follow-up]:cluster[T.cocaine and cannabis] 0.120 0.082 1.459 0.145 -0.041 0.280 conceptual_timepoint[T.follow-up]:cluster[T.historic user] 0.032 0.021 1.540 0.124 -0.009 0.073 conceptual_timepoint[T.follow-up]:cluster[T.polydrug] -0.008 0.096 -0.088 0.930 -0.196 0.179 conceptual_timepoint[T.follow-up]:cluster[T.psychedelics and cannabis] -0.202 0.079 -2.555 0.011 -0.357 -0.047 conceptual_timepoint[T.follow-up]:cluster[T.stopped] 0.014 0.047 0.306 0.759 -0.078 0.107 conceptual_timepoint[T.follow-up]:cluster[T.cannabis] 0.008 0.035 0.224 0.823 -0.061 0.077 user_id Var 0.706 user_id x conceptual_timepoint[T.follow-up] Cov -0.089 conceptual_timepoint[T.follow-up] Var 0.089 ================================================================================================================= ANOVA results for MH_composite during january2022: sum_sq df F PR(>F) conceptual_timepoint 8.25 1.00 8.77 0.00 cluster 138.13 7.00 20.97 0.00 conceptual_timepoint:cluster 4.45 7.00 0.68 0.69 Residual 14130.29 15018.00 NaN NaN