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lucasgautheron/gist:0c8df1dad64b5622c1d41b3eef8ce44e

Created March 24, 2020 14:03
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gistfile1.txt
==============================================================================
Dep. Variable: count_insee R-squared: 0.948
Model: OLS Adj. R-squared: 0.945
Method: Least Squares F-statistic: 428.0
Date: Tue, 24 Mar 2020 Prob (F-statistic): 0.00
Time: 15:01:23 Log-Likelihood: -19890.
No. Observations: 4628 AIC: 4.016e+04
Df Residuals: 4439 BIC: 4.137e+04
Df Model: 188
Covariance Type: nonrobust
===================================================================================================
coef std err t P>|t| [0.025 0.975]
---------------------------------------------------------------------------------------------------
Intercept 51.1941 11.670 4.387 0.000 28.316 74.072
C(departement)[T.02] 50.5677 12.792 3.953 0.000 25.490 75.645
C(departement)[T.03] -9.3555 16.634 -0.562 0.574 -41.967 23.256
C(departement)[T.04] -32.4135 14.778 -2.193 0.028 -61.386 -3.441
C(departement)[T.05] -40.1705 14.782 -2.717 0.007 -69.151 -11.190
C(departement)[T.06] 115.2222 16.532 6.970 0.000 82.811 147.633
C(departement)[T.07] -12.7906 17.023 -0.751 0.452 -46.165 20.584
C(departement)[T.08] -1.0372 13.472 -0.077 0.939 -27.448 25.374
C(departement)[T.09] -34.8256 16.081 -2.166 0.030 -66.353 -3.298
C(departement)[T.10] 6.6494 12.657 0.525 0.599 -18.164 31.462
C(departement)[T.11] -2.8631 14.901 -0.192 0.848 -32.076 26.350
C(departement)[T.12] -3.8117 14.777 -0.258 0.796 -32.782 25.159
C(departement)[T.13] 149.0715 18.449 8.080 0.000 112.901 185.242
C(departement)[T.14] 27.4531 15.978 1.718 0.086 -3.872 58.778
C(departement)[T.15] -28.1881 16.714 -1.686 0.092 -60.956 4.580
C(departement)[T.16] 16.8650 13.255 1.272 0.203 -9.121 42.851
C(departement)[T.17] 75.0421 14.539 5.161 0.000 46.538 103.546
C(departement)[T.18] -11.4199 17.641 -0.647 0.517 -46.005 23.165
C(departement)[T.19] -24.0241 15.877 -1.513 0.130 -55.150 7.102
C(departement)[T.21] -10.2567 21.530 -0.476 0.634 -52.466 31.953
C(departement)[T.22] 27.4077 16.776 1.634 0.102 -5.482 60.297
C(departement)[T.23] -28.1392 15.965 -1.763 0.078 -59.438 3.160
C(departement)[T.24] 38.8337 12.699 3.058 0.002 13.938 63.730
C(departement)[T.25] -29.7108 20.143 -1.475 0.140 -69.202 9.780
C(departement)[T.26] -2.0685 15.797 -0.131 0.896 -33.038 28.901
C(departement)[T.27] 20.6968 14.458 1.432 0.152 -7.648 49.041
C(departement)[T.28] -4.0281 16.286 -0.247 0.805 -35.958 27.901
C(departement)[T.29] 40.0591 17.670 2.267 0.023 5.417 74.702
C(departement)[T.30] 71.1473 12.827 5.547 0.000 46.000 96.295
C(departement)[T.31] 65.3520 17.802 3.671 0.000 30.450 100.254
C(departement)[T.32] -32.3608 18.173 -1.781 0.075 -67.989 3.267
C(departement)[T.33] 210.4566 13.462 15.634 0.000 184.065 236.848
C(departement)[T.34] 147.8727 13.215 11.189 0.000 121.964 173.781
C(departement)[T.35] 41.5511 17.524 2.371 0.018 7.195 75.907
C(departement)[T.36] -27.4859 16.727 -1.643 0.100 -60.279 5.307
C(departement)[T.37] 14.5826 18.583 0.785 0.433 -21.849 51.014
C(departement)[T.38] 54.9825 16.872 3.259 0.001 21.906 88.059
C(departement)[T.39] -37.3525 15.606 -2.393 0.017 -67.948 -6.756
C(departement)[T.40] 30.2717 13.754 2.201 0.028 3.308 57.236
C(departement)[T.41] -11.7525 16.705 -0.704 0.482 -44.502 20.997
C(departement)[T.42] 35.0895 18.632 1.883 0.060 -1.439 71.618
C(departement)[T.43] -34.0236 17.267 -1.970 0.049 -67.875 -0.172
C(departement)[T.44] 98.3059 16.401 5.994 0.000 66.151 130.461
C(departement)[T.45] 18.4721 15.528 1.190 0.234 -11.970 48.914
C(departement)[T.46] -32.2460 16.159 -1.995 0.046 -63.927 -0.565
C(departement)[T.47] 1.1420 16.297 0.070 0.944 -30.809 33.093
C(departement)[T.48] -42.0391 14.670 -2.866 0.004 -70.800 -13.279
C(departement)[T.49] 32.8705 15.252 2.155 0.031 2.969 62.772
C(departement)[T.50] 6.5708 17.012 0.386 0.699 -26.781 39.923
C(departement)[T.51] 51.6954 12.832 4.029 0.000 26.538 76.853
C(departement)[T.52] -27.6104 15.278 -1.807 0.071 -57.563 2.343
C(departement)[T.53] -14.3706 15.104 -0.951 0.341 -43.981 15.240
C(departement)[T.54] 9.5036 18.607 0.511 0.610 -26.976 45.983
C(departement)[T.55] -39.6549 18.782 -2.111 0.035 -76.478 -2.832
C(departement)[T.56] 33.6080 16.540 2.032 0.042 1.180 66.036
C(departement)[T.57] -1.9596 22.404 -0.087 0.930 -45.882 41.963
C(departement)[T.58] -25.2652 16.420 -1.539 0.124 -57.457 6.927
C(departement)[T.59] 392.0040 14.311 27.392 0.000 363.947 420.061
C(departement)[T.60] 57.2032 13.617 4.201 0.000 30.506 83.900
C(departement)[T.61] -15.7102 15.224 -1.032 0.302 -45.557 14.136
C(departement)[T.62] 227.2000 13.754 16.518 0.000 200.234 254.166
C(departement)[T.63] 7.5291 17.730 0.425 0.671 -27.230 42.288
C(departement)[T.64] 98.5653 12.993 7.586 0.000 73.094 124.037
C(departement)[T.65] -24.7046 16.465 -1.500 0.134 -56.984 7.575
C(departement)[T.66] 61.3554 13.330 4.603 0.000 35.221 87.489
C(departement)[T.67] 72.4959 19.046 3.806 0.000 35.155 109.837
C(departement)[T.68] 31.1880 18.629 1.674 0.094 -5.334 67.710
C(departement)[T.69] 120.3586 16.966 7.094 0.000 87.096 153.621
C(departement)[T.70] -47.5175 18.910 -2.513 0.012 -84.590 -10.445
C(departement)[T.71] 25.3083 16.760 1.510 0.131 -7.550 58.166
C(departement)[T.72] 12.5174 16.766 0.747 0.455 -20.352 45.387
C(departement)[T.73] -11.3728 17.094 -0.665 0.506 -44.885 22.140
C(departement)[T.74] 9.0402 17.946 0.504 0.614 -26.143 44.224
C(departement)[T.75] 260.4229 12.813 20.326 0.000 235.304 285.542
C(departement)[T.76] 170.1264 14.577 11.671 0.000 141.548 198.705
C(departement)[T.77] 97.0349 12.818 7.570 0.000 71.905 122.165
C(departement)[T.78] 100.7008 12.719 7.917 0.000 75.765 125.637
C(departement)[T.79] -10.9768 17.179 -0.639 0.523 -44.656 22.702
C(departement)[T.80] 77.3323 14.934 5.178 0.000 48.053 106.611
C(departement)[T.81] -17.0764 17.252 -0.990 0.322 -50.900 16.747
C(departement)[T.82] -31.2573 16.241 -1.925 0.054 -63.098 0.583
C(departement)[T.83] 79.8139 16.814 4.747 0.000 46.851 112.777
C(departement)[T.84] 18.0291 16.754 1.076 0.282 -14.817 50.875
C(departement)[T.85] 12.9244 17.079 0.757 0.449 -20.559 46.408
C(departement)[T.86] -5.5089 16.919 -0.326 0.745 -38.679 27.661
C(departement)[T.87] 0.2421 16.266 0.015 0.988 -31.647 32.132
C(departement)[T.88] -38.6117 19.035 -2.028 0.043 -75.929 -1.294
C(departement)[T.89] 1.5128 16.085 0.094 0.925 -30.022 33.048
C(departement)[T.90] -26.6509 14.661 -1.818 0.069 -55.394 2.093
C(departement)[T.91] 94.1090 15.849 5.938 0.000 63.037 125.181
C(departement)[T.92] 119.3418 14.625 8.160 0.000 90.670 148.014
C(departement)[T.93] 130.4059 24.459 5.332 0.000 82.454 178.358
C(departement)[T.94] 208.3893 16.123 12.925 0.000 176.780 239.998
C(departement)[T.95] 123.9974 15.986 7.756 0.000 92.656 155.339
C(departement)[T.97] 106.3819 6.857 15.514 0.000 92.939 119.825
count_avis 0.3755 0.137 2.737 0.006 0.107 0.644
count_avis:C(departement)[T.02] 1.1792 2.164 0.545 0.586 -3.062 5.421
count_avis:C(departement)[T.03] 0.1634 0.200 0.816 0.414 -0.229 0.556
count_avis:C(departement)[T.04] 0.1546 0.357 0.433 0.665 -0.546 0.855
count_avis:C(departement)[T.05] 0.2144 0.325 0.660 0.509 -0.422 0.851
count_avis:C(departement)[T.06] 0.3771 0.192 1.969 0.049 0.002 0.753
count_avis:C(departement)[T.07] 0.0288 0.234 0.123 0.902 -0.430 0.487
count_avis:C(departement)[T.08] -0.6284 3.271 -0.192 0.848 -7.041 5.784
count_avis:C(departement)[T.09] 0.1401 0.347 0.404 0.686 -0.539 0.820
count_avis:C(departement)[T.10] -0.0158 1.309 -0.012 0.990 -2.583 2.551
count_avis:C(departement)[T.11] 0.9095 0.420 2.165 0.030 0.086 1.733
count_avis:C(departement)[T.12] 0.2392 0.374 0.639 0.523 -0.494 0.973
count_avis:C(departement)[T.13] 1.0321 0.183 5.633 0.000 0.673 1.391
count_avis:C(departement)[T.14] 0.3240 0.178 1.825 0.068 -0.024 0.672
count_avis:C(departement)[T.15] -0.0273 0.303 -0.090 0.928 -0.622 0.567
count_avis:C(departement)[T.16] 1.7193 1.063 1.617 0.106 -0.365 3.804
count_avis:C(departement)[T.17] 0.8159 0.595 1.371 0.171 -0.351 1.983
count_avis:C(departement)[T.18] 0.0886 0.257 0.345 0.730 -0.415 0.593
count_avis:C(departement)[T.19] 0.2624 0.232 1.131 0.258 -0.192 0.717
count_avis:C(departement)[T.21] 0.2347 0.221 1.062 0.288 -0.199 0.668
count_avis:C(departement)[T.22] 0.0549 0.164 0.335 0.737 -0.266 0.376
count_avis:C(departement)[T.23] -0.0965 0.330 -0.292 0.770 -0.744 0.551
count_avis:C(departement)[T.24] 0.1711 1.027 0.167 0.868 -1.843 2.185
count_avis:C(departement)[T.25] 0.2692 0.213 1.263 0.207 -0.149 0.687
count_avis:C(departement)[T.26] 0.2357 0.207 1.139 0.255 -0.170 0.641
count_avis:C(departement)[T.27] 0.7056 0.692 1.019 0.308 -0.652 2.063
count_avis:C(departement)[T.28] 0.1644 0.260 0.633 0.527 -0.345 0.673
count_avis:C(departement)[T.29] 0.3726 0.165 2.252 0.024 0.048 0.697
count_avis:C(departement)[T.30] 1.5454 0.818 1.890 0.059 -0.058 3.148
count_avis:C(departement)[T.31] 0.5034 0.188 2.682 0.007 0.135 0.871
count_avis:C(departement)[T.32] 0.1467 0.364 0.403 0.687 -0.567 0.860
count_avis:C(departement)[T.33] 2.1896 0.807 2.712 0.007 0.607 3.772
count_avis:C(departement)[T.34] 2.6076 0.928 2.811 0.005 0.789 4.426
count_avis:C(departement)[T.35] 0.2479 0.168 1.477 0.140 -0.081 0.577
count_avis:C(departement)[T.36] 0.2314 0.272 0.851 0.395 -0.302 0.764
count_avis:C(departement)[T.37] 0.1934 0.216 0.894 0.372 -0.231 0.618
count_avis:C(departement)[T.38] 0.0757 0.158 0.480 0.631 -0.233 0.385
count_avis:C(departement)[T.39] 0.2311 0.232 0.995 0.320 -0.224 0.686
count_avis:C(departement)[T.40] -2.1202 3.094 -0.685 0.493 -8.186 3.946
count_avis:C(departement)[T.41] 0.1734 0.264 0.656 0.512 -0.345 0.692
count_avis:C(departement)[T.42] 0.1188 0.174 0.682 0.496 -0.223 0.460
count_avis:C(departement)[T.43] 0.0285 0.248 0.115 0.909 -0.458 0.515
count_avis:C(departement)[T.44] 0.1588 0.155 1.027 0.305 -0.144 0.462
count_avis:C(departement)[T.45] 0.3049 0.198 1.542 0.123 -0.083 0.693
count_avis:C(departement)[T.46] 0.2532 0.336 0.753 0.451 -0.406 0.912
count_avis:C(departement)[T.47] 0.4986 0.462 1.079 0.281 -0.407 1.405
count_avis:C(departement)[T.48] 4.2837 5.104 0.839 0.401 -5.723 14.290
count_avis:C(departement)[T.49] 0.2807 0.177 1.589 0.112 -0.066 0.627
count_avis:C(departement)[T.50] 0.5331 0.272 1.957 0.050 -0.001 1.067
count_avis:C(departement)[T.51] 0.6971 1.659 0.420 0.674 -2.555 3.949
count_avis:C(departement)[T.52] 0.0217 0.330 0.066 0.948 -0.626 0.670
count_avis:C(departement)[T.53] 0.0770 0.275 0.280 0.780 -0.463 0.617
count_avis:C(departement)[T.54] 0.4278 0.205 2.082 0.037 0.025 0.831
count_avis:C(departement)[T.55] 0.2121 0.355 0.597 0.551 -0.484 0.909
count_avis:C(departement)[T.56] 0.5243 0.193 2.718 0.007 0.146 0.902
count_avis:C(departement)[T.57] 0.4750 0.177 2.678 0.007 0.127 0.823
count_avis:C(departement)[T.58] 0.2440 0.281 0.867 0.386 -0.308 0.795
count_avis:C(departement)[T.59] -4.7220 4.953 -0.953 0.340 -14.432 4.987
count_avis:C(departement)[T.60] 3.4443 4.596 0.749 0.454 -5.567 12.456
count_avis:C(departement)[T.61] 0.2990 0.287 1.043 0.297 -0.263 0.861
count_avis:C(departement)[T.62] -5.5974 3.983 -1.405 0.160 -13.406 2.212
count_avis:C(departement)[T.63] 0.3467 0.194 1.787 0.074 -0.034 0.727
count_avis:C(departement)[T.64] -2.5179 1.496 -1.684 0.092 -5.450 0.414
count_avis:C(departement)[T.65] 0.2969 0.306 0.971 0.331 -0.302 0.896
count_avis:C(departement)[T.66] -1.8999 2.841 -0.669 0.504 -7.471 3.671
count_avis:C(departement)[T.67] -0.0471 0.162 -0.291 0.771 -0.364 0.270
count_avis:C(departement)[T.68] 0.0444 0.182 0.244 0.807 -0.313 0.401
count_avis:C(departement)[T.69] 0.3863 0.164 2.356 0.019 0.065 0.708
count_avis:C(departement)[T.70] 0.2365 0.296 0.799 0.424 -0.344 0.817
count_avis:C(departement)[T.71] -0.0132 0.168 -0.079 0.937 -0.342 0.316
count_avis:C(departement)[T.72] 0.2902 0.224 1.297 0.195 -0.149 0.729
count_avis:C(departement)[T.73] 0.0675 0.210 0.321 0.748 -0.344 0.479
count_avis:C(departement)[T.74] 0.0919 0.184 0.499 0.618 -0.269 0.453
count_avis:C(departement)[T.75] 3.0613 1.223 2.503 0.012 0.663 5.459
count_avis:C(departement)[T.76] 1.3713 0.656 2.090 0.037 0.085 2.657
count_avis:C(departement)[T.77] 2.2140 1.489 1.486 0.137 -0.706 5.134
count_avis:C(departement)[T.78] 1.8940 1.736 1.091 0.275 -1.509 5.297
count_avis:C(departement)[T.79] 0.1294 0.250 0.518 0.604 -0.360 0.619
count_avis:C(departement)[T.80] -0.9135 6.215 -0.147 0.883 -13.097 11.270
count_avis:C(departement)[T.81] 0.4182 0.258 1.622 0.105 -0.087 0.924
count_avis:C(departement)[T.82] 0.4298 0.336 1.279 0.201 -0.229 1.088
count_avis:C(departement)[T.83] 0.8664 0.218 3.970 0.000 0.439 1.294
count_avis:C(departement)[T.84] 0.5056 0.273 1.852 0.064 -0.030 1.041
count_avis:C(departement)[T.85] 0.5352 0.216 2.480 0.013 0.112 0.958
count_avis:C(departement)[T.86] 0.3892 0.240 1.624 0.104 -0.081 0.859
count_avis:C(departement)[T.87] 0.3223 0.246 1.310 0.190 -0.160 0.805
count_avis:C(departement)[T.88] 0.5042 0.245 2.057 0.040 0.024 0.985
count_avis:C(departement)[T.89] 0.0907 0.248 0.366 0.714 -0.395 0.577
count_avis:C(departement)[T.90] 0.4124 0.411 1.003 0.316 -0.394 1.218
count_avis:C(departement)[T.91] -3.8604 8.368 -0.461 0.645 -20.267 12.546
count_avis:C(departement)[T.92] 15.8016 4.792 3.298 0.001 6.408 25.196
count_avis:C(departement)[T.93] -34.1755 19.055 -1.794 0.073 -71.532 3.181
count_avis:C(departement)[T.94] -69.5699 9.334 -7.454 0.000 -87.869 -51.271
count_avis:C(departement)[T.95] -26.2053 7.727 -3.391 0.001 -41.354 -11.056
count_avis:C(departement)[T.97] 106.3819 6.857 15.514 0.000 92.939 119.825
==============================================================================
Omnibus: 2140.744 Durbin-Watson: 1.547
Prob(Omnibus): 0.000 Jarque-Bera (JB): 73194.832
Skew: -1.562 Prob(JB): 0.00
Kurtosis: 22.231 Cond. No. 2.17e+18
==============================================================================
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