                            OLS Regression Results                            
==============================================================================
Dep. Variable:        number_of_buses   R-squared:                       0.909
Model:                            OLS   Adj. R-squared:                  0.904
Method:                 Least Squares   F-statistic:                     1254.
Date:                Tue, 26 Aug 2025   Prob (F-statistic):               0.00
Time:                        17:46:25   Log-Likelihood:                -7615.1
No. Observations:                2650   AIC:                         1.551e+04
Df Residuals:                    2511   BIC:                         1.633e+04
Df Model:                         138                                         
Covariance Type:                  HC0                                         
=====================================================================================================================================
                                                                        coef    std err          z      P>|z|      [0.025      0.975]
-------------------------------------------------------------------------------------------------------------------------------------
constant                                                              3.7314      4.290      0.870      0.384      -4.678      12.140
day_of_weekFE_1                                                      -0.0881      0.171     -0.516      0.606      -0.423       0.246
day_of_weekFE_2                                                      -0.0929      0.174     -0.534      0.594      -0.434       0.248
day_of_weekFE_3                                                      -0.2065      0.170     -1.217      0.224      -0.539       0.126
day_of_weekFE_4                                                      -0.2697      0.178     -1.515      0.130      -0.619       0.079
day_of_weekFE_5                                                      -4.7286      0.441    -10.733      0.000      -5.592      -3.865
day_of_weekFE_6                                                     -24.5418      4.322     -5.678      0.000     -33.013     -16.071
route_name_cleanFE_abule egba - tbsobalende                          26.6171      1.113     23.916      0.000      24.436      28.798
route_name_cleanFE_agege - alausa                                     1.9000      0.109     17.379      0.000       1.686       2.114
route_name_cleanFE_agege - allen                                      3.2004      0.185     17.336      0.000       2.839       3.562
route_name_cleanFE_agege - berger                                     6.6171      0.305     21.694      0.000       6.019       7.215
route_name_cleanFE_agege - ijaye                                     -0.4663      0.332     -1.403      0.161      -1.118       0.185
route_name_cleanFE_agege - iju ishaga                                 9.4087      0.292     32.219      0.000       8.836       9.981
route_name_cleanFE_agege - meiran                                     1.6587      0.348      4.772      0.000       0.977       2.340
route_name_cleanFE_agege - yaba - oyingbo                            -1.0785      0.131     -8.224      0.000      -1.336      -0.821
route_name_cleanFE_ago palace way - mile - train station              4.7837      0.319     15.017      0.000       4.159       5.408
route_name_cleanFE_agric - ebute                                     -0.9500      0.086    -11.000      0.000      -1.119      -0.781
route_name_cleanFE_agric - ipakodo                                    1.6500      0.152     10.884      0.000       1.353       1.947
route_name_cleanFE_agric - isawo                                      1.9000      0.111     17.103      0.000       1.682       2.118
route_name_cleanFE_ajah - abraham adesanya                           -1.9175      0.111    -17.309      0.000      -2.135      -1.700
route_name_cleanFE_ajah - addo roundabout                         -1.333e-11   6.84e-13    -19.488      0.000   -1.47e-11    -1.2e-11
route_name_cleanFE_ajah - sangotedo                                   6.1587      0.444     13.864      0.000       5.288       7.029
route_name_cleanFE_akinogun road - ghetto corner                     -0.4457      1.300     -0.343      0.732      -2.993       2.101
route_name_cleanFE_akiogun - eko hotel roundabout                    -1.9093      0.078    -24.525      0.000      -2.062      -1.757
route_name_cleanFE_alapere estate - oshogun                           0.1000      0.156      0.640      0.522      -0.206       0.406
route_name_cleanFE_asolo - agric - oshodi -                       -1.612e-11   1.08e-12    -14.881      0.000   -1.82e-11    -1.4e-11
route_name_cleanFE_asolo - agric - tbs                             1.476e-11   7.51e-13     19.640      0.000    1.33e-11    1.62e-11
route_name_cleanFE_barracksyaba - tbs n                           -1.793e-11   8.92e-13    -20.097      0.000   -1.97e-11   -1.62e-11
route_name_cleanFE_baruwa - ikeja - oshodi                            2.6534      0.196     13.560      0.000       2.270       3.037
route_name_cleanFE_berger - ekohotel - lekki                          1.1500      0.200      5.748      0.000       0.758       1.542
route_name_cleanFE_berger - magodo isheri                            -1.4645      0.303     -4.833      0.000      -2.058      -0.871
route_name_cleanFE_berger - ogba                                      4.5754      0.173     26.430      0.000       4.236       4.915
route_name_cleanFE_berger - ojota                                     2.4504      0.365      6.721      0.000       1.736       3.165
route_name_cleanFE_berger - olowora                                  -0.2996      0.337     -0.890      0.374      -0.960       0.361
route_name_cleanFE_berger - tbs                                      20.1733      0.906     22.271      0.000      18.398      21.949
route_name_cleanFE_berger - yaba - ajah                            1.603e-11   8.43e-13     19.012      0.000    1.44e-11    1.77e-11
route_name_cleanFE_cms - epe                                         -1.9000      0.066    -28.911      0.000      -2.029      -1.771
route_name_cleanFE_costain - mushin                                  11.5337      0.350     32.994      0.000      10.849      12.219
route_name_cleanFE_dalemo - oshodi                                    5.1500      0.208     24.746      0.000       4.742       5.558
route_name_cleanFE_dopemu - obalendecmstbs                         9.859e-12   5.18e-13     19.031      0.000    8.84e-12    1.09e-11
route_name_cleanFE_egbeda - obalende                                 -1.9000      0.066    -28.911      0.000      -2.029      -1.771
route_name_cleanFE_eko hotel roundabout - obalende                   -0.9737      0.223     -4.362      0.000      -1.411      -0.536
route_name_cleanFE_eko hotel roundabout - tbs                         1.9054      0.271      7.037      0.000       1.375       2.436
route_name_cleanFE_ewuelepe - ikorodu garage                          2.0054      0.342      5.867      0.000       1.336       2.675
route_name_cleanFE_falomo - banana island                            -0.2757      0.302     -0.913      0.361      -0.868       0.316
route_name_cleanFE_falomo - cms                                      -1.9505      0.121    -16.080      0.000      -2.188      -1.713
route_name_cleanFE_falomo - tbs                                      -1.6418      0.120    -13.697      0.000      -1.877      -1.407
route_name_cleanFE_gbogije - awoyaya                                  5.0754      0.410     12.373      0.000       4.271       5.879
route_name_cleanFE_igando - obalende                                 -1.9000      0.066    -28.911      0.000      -2.029      -1.771
route_name_cleanFE_ikeja - agege                                      2.4504      0.258      9.493      0.000       1.944       2.956
route_name_cleanFE_ikeja - alausa                                     3.8500      0.189     20.383      0.000       3.480       4.220
route_name_cleanFE_ikeja - ayobo                                      4.9087      0.176     27.836      0.000       4.563       5.254
route_name_cleanFE_ikeja - berger                                     4.5500      0.223     20.434      0.000       4.114       4.986
route_name_cleanFE_ikeja - egbeda                                     1.1000      0.066     16.738      0.000       0.971       1.229
route_name_cleanFE_ikeja - igando                                     2.5000      0.206     12.107      0.000       2.095       2.905
route_name_cleanFE_ikeja - ikotun                                     4.3671      0.319     13.695      0.000       3.742       4.992
route_name_cleanFE_ikeja - iyana ipaja                                3.0337      0.321      9.451      0.000       2.405       3.663
route_name_cleanFE_ikeja - obalende                                   4.6171      0.379     12.174      0.000       3.874       5.360
route_name_cleanFE_ikeja - ojota                                      0.4000      0.148      2.696      0.007       0.109       0.691
route_name_cleanFE_ikorodu - cms                                      5.0657      2.132      2.376      0.017       0.888       9.244
route_name_cleanFE_ikorodu - fadeyi                                   9.9921      0.190     52.518      0.000       9.619      10.365
route_name_cleanFE_ikorodu - igbogbo                                  7.9921      0.378     21.150      0.000       7.251       8.733
route_name_cleanFE_ikorodu - ikeja                                    6.2363      1.213      5.140      0.000       3.858       8.614
route_name_cleanFE_ikorodu - ketumaryland                          8.988e-12   4.71e-13     19.062      0.000    8.06e-12    9.91e-12
route_name_cleanFE_ikorodu - laspotechodongunyan                      1.7500      0.217      8.053      0.000       1.324       2.176
route_name_cleanFE_ikorodu - obalende                                 5.8500      0.115     50.720      0.000       5.624       6.076
route_name_cleanFE_ikorodu - odogunyan                            -7.882e-14   3.78e-15    -20.876      0.000   -8.62e-14   -7.14e-14
route_name_cleanFE_ikorodu - ogolonto                                 3.8254      0.365     10.490      0.000       3.111       4.540
route_name_cleanFE_ikorodu - oshodi                                  27.6385      1.141     24.222      0.000      25.402      29.875
route_name_cleanFE_ikorodu - tbs                                    105.0671      5.044     20.831      0.000      95.181     114.953
route_name_cleanFE_ikosi road - alausa                                2.1000      0.066     31.954      0.000       1.971       2.229
route_name_cleanFE_ikosi road - love all                             -1.7000      0.106    -16.028      0.000      -1.908      -1.492
route_name_cleanFE_ikosi road - magodo gate                           2.1278      0.199     10.711      0.000       1.738       2.517
route_name_cleanFE_ikotun - marinacms                                -1.0500      0.098    -10.726      0.000      -1.242      -0.858
route_name_cleanFE_ilasamaja - yaba                                  -0.6121      0.309     -1.979      0.048      -1.218      -0.006
route_name_cleanFE_inner marina - falomo                             -0.4662      0.311     -1.501      0.133      -1.075       0.143
route_name_cleanFE_isolo - five star                                 -1.6692      0.147    -11.331      0.000      -1.958      -1.380
route_name_cleanFE_iyana ipaja - ayobo                                2.0000      0.092     21.827      0.000       1.820       2.180
route_name_cleanFE_iyana ipaja - obalende                             2.2421      0.368      6.100      0.000       1.522       2.962
route_name_cleanFE_jakande estate - cele                             -1.9238      0.097    -19.806      0.000      -2.114      -1.733
route_name_cleanFE_jakande gate - five junction                       1.5060      0.562      2.680      0.007       0.405       2.607
route_name_cleanFE_jakandegatecele                                    1.5689      0.340      4.619      0.000       0.903       2.235
route_name_cleanFE_jokeayo - oshodi                                   6.3500      0.230     27.630      0.000       5.900       6.800
route_name_cleanFE_jokeayo - yaba n                                  -1.9000      0.066    -28.911      0.000      -2.029      -1.771
route_name_cleanFE_ketu - tbs                                         1.3120      1.303      1.007      0.314      -1.243       3.867
route_name_cleanFE_kola - ikeja                                       1.7004      0.220      7.719      0.000       1.269       2.132
route_name_cleanFE_kola - oshodi                                     -0.1494      0.156     -0.959      0.337      -0.455       0.156
route_name_cleanFE_lasu gate - iba gate                            3.551e-15   1.64e-16     21.706      0.000    3.23e-15    3.87e-15
route_name_cleanFE_lbe barracks - alakija - oyingbo                  -2.0168      0.173    -11.686      0.000      -2.355      -1.679
route_name_cleanFE_lbe barracks - alakija - tbs                       7.5500      0.398     18.986      0.000       6.771       8.329
route_name_cleanFE_lekki - ajah                                      -1.1637      0.230     -5.053      0.000      -1.615      -0.712
route_name_cleanFE_magodo village - berger                            0.1587      0.337      0.470      0.638      -0.503       0.820
route_name_cleanFE_marina - eko hotel                                 0.2690      0.304      0.884      0.377      -0.327       0.865
route_name_cleanFE_marina - mile - train                              2.6963      0.424      6.355      0.000       1.865       3.528
route_name_cleanFE_marina train station - cmstinubuinner marina    1.049e-15   1.85e-16      5.654      0.000    6.85e-16    1.41e-15
route_name_cleanFE_marina train station - eko hotel - lekki          -1.0000      0.092    -10.880      0.000      -1.180      -0.820
route_name_cleanFE_marina train station - eko hotel roundabout        0.6327      0.305      2.077      0.038       0.036       1.230
route_name_cleanFE_marina train station - eko hoteladeola odeku -     0.2690      0.315      0.854      0.393      -0.348       0.886
route_name_cleanFE_marina train station - obalendefalomocms           1.8145      0.210      8.656      0.000       1.404       2.225
route_name_cleanFE_marina train station - tinubu                     -1.0500      0.098    -10.732      0.000      -1.242      -0.858
route_name_cleanFE_maryland - ifakoijaiye                         -2.407e-13      0.087  -2.77e-12      1.000      -0.170       0.170
route_name_cleanFE_meiran - iyana ipaja                               2.8254      0.342      8.257      0.000       2.155       3.496
route_name_cleanFE_mile - alapere                                    11.9921      0.348     34.436      0.000      11.310      12.675
route_name_cleanFE_mile - apapa                                       3.0500      0.275     11.080      0.000       2.510       3.590
route_name_cleanFE_mile - marina                                      2.4000      0.297      8.083      0.000       1.818       2.982
route_name_cleanFE_mile - okokomaiko                                 11.2421      0.436     25.806      0.000      10.388      12.096
route_name_cleanFE_mile - yaba - tbs                                 -1.9288      0.076    -25.407      0.000      -2.078      -1.780
route_name_cleanFE_moshalasi - costain                                1.4504      0.278      5.211      0.000       0.905       1.996
route_name_cleanFE_mushin - national theater                         -0.1329      0.358     -0.371      0.711      -0.836       0.570
route_name_cleanFE_national theatre - ijora olopaleventis             0.6587      0.292      2.254      0.024       0.086       1.232
route_name_cleanFE_obalende - ajah                                 9.266e-16   1.73e-16      5.367      0.000    5.88e-16    1.27e-15
route_name_cleanFE_obalende - banana island                           0.6781      0.342      1.981      0.048       0.007       1.349
route_name_cleanFE_odogunyan - cms                                    0.2627      0.528      0.498      0.619      -0.772       1.297
route_name_cleanFE_odogunyan - ikorodu - oshodi                       7.9242      1.403      5.649      0.000       5.175      10.674
route_name_cleanFE_odogunyan - ikorodu - tbs                          6.9957      1.347      5.193      0.000       4.355       9.636
route_name_cleanFE_ogolonto - igbogbo                                -1.9205      0.162    -11.852      0.000      -2.238      -1.603
route_name_cleanFE_ojota - egbeda                                     2.2500      0.105     21.520      0.000       2.045       2.455
route_name_cleanFE_ojota - ogba                                       2.0924      0.294      7.116      0.000       1.516       2.669
route_name_cleanFE_ojubode - obalende                                -1.1181      0.232     -4.824      0.000      -1.572      -0.664
route_name_cleanFE_ojubode ikorodu - oshodi                           6.6742      1.377      4.846      0.000       3.975       9.373
route_name_cleanFE_ojuelegba - idi ara                                0.0500      0.077      0.651      0.515      -0.100       0.200
route_name_cleanFE_okokomaikoiyana iba - tbsev                       -0.9428      0.087    -10.864      0.000      -1.113      -0.773
route_name_cleanFE_opic - berger                                      1.3222      0.397      3.328      0.001       0.544       2.101
route_name_cleanFE_oshodi - abuleegba                                75.5326      4.020     18.788      0.000      67.653      83.412
route_name_cleanFE_oshodi - agege                                     4.4087      0.227     19.411      0.000       3.964       4.854
route_name_cleanFE_oshodi - ajah                                     14.4087      0.910     15.835      0.000      12.625      16.192
route_name_cleanFE_oshodi - apapa                                     5.4449      1.165      4.673      0.000       3.161       7.729
route_name_cleanFE_oshodi - ayobo - ayetoro                          10.5337      0.417     25.256      0.000       9.716      11.351
route_name_cleanFE_oshodi - berger                                    5.5754      0.410     13.613      0.000       4.773       6.378
route_name_cleanFE_oshodi - cele                                     11.9921      0.109    110.230      0.000      11.779      12.205
route_name_cleanFE_oshodi - command                                  -0.8973      0.281     -3.198      0.001      -1.447      -0.347
route_name_cleanFE_oshodi - egbeda                                    2.3500      0.113     20.728      0.000       2.128       2.572
route_name_cleanFE_oshodi - ikola                                    -1.6806      0.224     -7.505      0.000      -2.119      -1.242
route_name_cleanFE_oshodi - ikotun                                   -1.9000      0.066    -28.911      0.000      -2.029      -1.771
route_name_cleanFE_oshodi - meiran                                    0.5000      0.157      3.190      0.001       0.193       0.807
route_name_cleanFE_oshodi - obalende                                 27.3528      1.185     23.082      0.000      25.030      29.675
route_name_cleanFE_oshodi - sango otta                               -0.1690      0.264     -0.641      0.521      -0.685       0.347
route_name_cleanFE_oshodi - shasha                                    0.7000      0.155      4.509      0.000       0.396       1.004
route_name_cleanFE_oshodi - tinubu                                    1.3254      0.337      3.938      0.000       0.666       1.985
route_name_cleanFE_oyingbo - iyana ipaja                              4.2911      0.318     13.477      0.000       3.667       4.915
route_name_cleanFE_oyingbo - ojuelegba                               -1.1094      0.115     -9.639      0.000      -1.335      -0.884
route_name_cleanFE_oyingbo - oshodi                                  -1.8543      0.087    -21.207      0.000      -2.026      -1.683
route_name_cleanFE_palmgroove - costain                              -1.8781      0.103    -18.267      0.000      -2.080      -1.677
route_name_cleanFE_sangotedo - awoyaya                                3.5337      0.385      9.173      0.000       2.779       4.289
route_name_cleanFE_unilag - yaba                                     10.7837      0.616     17.519      0.000       9.577      11.990
route_name_cleanFE_waterways - wharf                                  2.9504      0.239     12.368      0.000       2.483       3.418
route_name_cleanFE_yaba - berger                                   2.241e-12   1.26e-13     17.797      0.000    1.99e-12    2.49e-12
route_name_cleanFE_yaba - ikotun                                     -0.0500      0.110     -0.455      0.649      -0.265       0.165
route_name_cleanFE_yaba - maryland - iyanaipaja                       0.6171      0.278      2.218      0.027       0.072       1.162
route_name_cleanFE_yaba - obalende                                 2.937e-16   4.52e-17      6.499      0.000    2.05e-16    3.82e-16
route_name_cleanFE_yabaoyingbo - idumota                             -0.8973      0.136     -6.588      0.000      -1.164      -0.630
days_since_start                                                     -0.0017      0.011     -0.162      0.871      -0.023       0.019
==============================================================================
Omnibus:                     2474.813   Durbin-Watson:                   2.138
Prob(Omnibus):                  0.000   Jarque-Bera (JB):           444584.689
Skew:                          -3.866   Prob(JB):                         0.00
Kurtosis:                      65.981   Cond. No.                     2.70e+20
==============================================================================

Notes:
[1] Standard Errors are heteroscedasticity robust (HC0)
[2] The smallest eigenvalue is 6.02e-33. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular.