                            OLS Regression Results                            
==============================================================================
Dep. Variable:     lognumber_of_trips   R-squared:                       0.838
Model:                            OLS   Adj. R-squared:                  0.829
Method:                 Least Squares   F-statistic:                 1.388e+04
Date:                Tue, 26 Aug 2025   Prob (F-statistic):               0.00
Time:                        17:44:44   Log-Likelihood:                -2275.3
No. Observations:                2650   AIC:                             4829.
Df Residuals:                    2511   BIC:                             5646.
Df Model:                         138                                         
Covariance Type:                  HC0                                         
=====================================================================================================================================
                                                                        coef    std err          z      P>|z|      [0.025      0.975]
-------------------------------------------------------------------------------------------------------------------------------------
constant                                                              6.7478      0.633     10.657      0.000       5.507       7.989
day_of_weekFE_1                                                      -0.1023      0.036     -2.879      0.004      -0.172      -0.033
day_of_weekFE_2                                                      -0.0272      0.032     -0.845      0.398      -0.090       0.036
day_of_weekFE_3                                                      -0.0971      0.033     -2.981      0.003      -0.161      -0.033
day_of_weekFE_4                                                      -0.0958      0.033     -2.930      0.003      -0.160      -0.032
day_of_weekFE_5                                                      -1.1182      0.057    -19.510      0.000      -1.231      -1.006
day_of_weekFE_6                                                      -1.8755      0.191     -9.808      0.000      -2.250      -1.501
route_name_cleanFE_abule egba - tbsobalende                           3.3325      0.036     92.416      0.000       3.262       3.403
route_name_cleanFE_agege - alausa                                     0.7786      0.053     14.720      0.000       0.675       0.882
route_name_cleanFE_agege - allen                                      1.0142      0.081     12.580      0.000       0.856       1.172
route_name_cleanFE_agege - berger                                     1.6892      0.062     27.118      0.000       1.567       1.811
route_name_cleanFE_agege - ijaye                                     -0.3217      0.102     -3.145      0.002      -0.522      -0.121
route_name_cleanFE_agege - iju ishaga                                 1.6753      0.046     36.597      0.000       1.586       1.765
route_name_cleanFE_agege - meiran                                     0.8257      0.056     14.840      0.000       0.717       0.935
route_name_cleanFE_agege - yaba - oyingbo                             0.3716      0.143      2.604      0.009       0.092       0.651
route_name_cleanFE_ago palace way - mile - train station              1.6515      0.080     20.770      0.000       1.496       1.807
route_name_cleanFE_agric - ebute                                     -0.3811      0.067     -5.724      0.000      -0.512      -0.251
route_name_cleanFE_agric - ipakodo                                    0.5131      0.061      8.380      0.000       0.393       0.633
route_name_cleanFE_agric - isawo                                      0.7081      0.043     16.641      0.000       0.625       0.792
route_name_cleanFE_ajah - abraham adesanya                           -2.3522      0.551     -4.265      0.000      -3.433      -1.271
route_name_cleanFE_ajah - addo roundabout                         -1.763e-12    3.1e-13     -5.679      0.000   -2.37e-12   -1.15e-12
route_name_cleanFE_ajah - sangotedo                                   0.1020      0.080      1.279      0.201      -0.054       0.258
route_name_cleanFE_akinogun road - ghetto corner                     -3.9507      0.597     -6.615      0.000      -5.121      -2.780
route_name_cleanFE_akiogun - eko hotel roundabout                    -1.1863      0.159     -7.468      0.000      -1.498      -0.875
route_name_cleanFE_alapere estate - oshogun                          -1.0494      0.446     -2.355      0.019      -1.923      -0.176
route_name_cleanFE_asolo - agric - oshodi -                       -3.896e-12   2.65e-13    -14.722      0.000   -4.41e-12   -3.38e-12
route_name_cleanFE_asolo - agric - tbs                             2.961e-12   1.52e-13     19.510      0.000    2.66e-12    3.26e-12
route_name_cleanFE_barracksyaba - tbs n                            -3.52e-12   1.85e-13    -18.977      0.000   -3.88e-12   -3.16e-12
route_name_cleanFE_baruwa - ikeja - oshodi                            1.3557      0.078     17.296      0.000       1.202       1.509
route_name_cleanFE_berger - ekohotel - lekki                          0.4761      0.054      8.814      0.000       0.370       0.582
route_name_cleanFE_berger - magodo isheri                            -1.4126      0.415     -3.406      0.001      -2.226      -0.600
route_name_cleanFE_berger - ogba                                      1.4059      0.041     33.951      0.000       1.325       1.487
route_name_cleanFE_berger - ojota                                     0.6744      0.092      7.362      0.000       0.495       0.854
route_name_cleanFE_berger - olowora                                   0.1197      0.069      1.727      0.084      -0.016       0.256
route_name_cleanFE_berger - tbs                                       3.2313      0.105     30.638      0.000       3.025       3.438
route_name_cleanFE_berger - yaba - ajah                            3.306e-12   1.68e-13     19.718      0.000    2.98e-12    3.63e-12
route_name_cleanFE_cms - epe                                         -1.1756      0.086    -13.633      0.000      -1.345      -1.007
route_name_cleanFE_costain - mushin                                   2.1076      0.040     52.572      0.000       2.029       2.186
route_name_cleanFE_dalemo - oshodi                                    1.0688      0.047     22.859      0.000       0.977       1.160
route_name_cleanFE_dopemu - obalendecmstbs                          2.03e-12   1.03e-13     19.703      0.000    1.83e-12    2.23e-12
route_name_cleanFE_egbeda - obalende                                 -1.5103      0.083    -18.125      0.000      -1.674      -1.347
route_name_cleanFE_eko hotel roundabout - obalende                   -0.4077      0.087     -4.682      0.000      -0.578      -0.237
route_name_cleanFE_eko hotel roundabout - tbs                         0.4483      0.097      4.610      0.000       0.258       0.639
route_name_cleanFE_ewuelepe - ikorodu garage                          0.3394      0.098      3.475      0.001       0.148       0.531
route_name_cleanFE_falomo - banana island                            -0.5866      0.221     -2.650      0.008      -1.020      -0.153
route_name_cleanFE_falomo - cms                                      -1.7581      0.563     -3.122      0.002      -2.862      -0.654
route_name_cleanFE_falomo - tbs                                      -0.6344      0.069     -9.242      0.000      -0.769      -0.500
route_name_cleanFE_gbogije - awoyaya                                 -0.0143      0.074     -0.194      0.846      -0.159       0.131
route_name_cleanFE_igando - obalende                                 -0.5227      0.113     -4.641      0.000      -0.743      -0.302
route_name_cleanFE_ikeja - agege                                      0.1757      0.082      2.148      0.032       0.015       0.336
route_name_cleanFE_ikeja - alausa                                     0.8590      0.046     18.753      0.000       0.769       0.949
route_name_cleanFE_ikeja - ayobo                                      2.1942      0.042     52.266      0.000       2.112       2.277
route_name_cleanFE_ikeja - berger                                     2.0006      0.036     55.212      0.000       1.930       2.072
route_name_cleanFE_ikeja - egbeda                                     1.0749      0.041     26.478      0.000       0.995       1.154
route_name_cleanFE_ikeja - igando                                     1.2596      0.039     32.031      0.000       1.183       1.337
route_name_cleanFE_ikeja - ikotun                                     1.9679      0.053     37.354      0.000       1.865       2.071
route_name_cleanFE_ikeja - iyana ipaja                                1.7742      0.050     35.278      0.000       1.676       1.873
route_name_cleanFE_ikeja - obalende                                   1.5705      0.135     11.627      0.000       1.306       1.835
route_name_cleanFE_ikeja - ojota                                     -0.0948      0.056     -1.698      0.089      -0.204       0.015
route_name_cleanFE_ikorodu - cms                                      1.7985      0.307      5.859      0.000       1.197       2.400
route_name_cleanFE_ikorodu - fadeyi                                   2.9508      0.086     34.452      0.000       2.783       3.119
route_name_cleanFE_ikorodu - igbogbo                                  1.8790      0.077     24.352      0.000       1.728       2.030
route_name_cleanFE_ikorodu - ikeja                                    2.1891      0.052     42.393      0.000       2.088       2.290
route_name_cleanFE_ikorodu - ketumaryland                          1.851e-12   9.38e-14     19.734      0.000    1.67e-12    2.03e-12
route_name_cleanFE_ikorodu - laspotechodongunyan                      0.4218      0.103      4.115      0.000       0.221       0.623
route_name_cleanFE_ikorodu - obalende                                 2.0345      0.033     61.578      0.000       1.970       2.099
route_name_cleanFE_ikorodu - odogunyan                            -1.361e-14    7.1e-16    -19.183      0.000    -1.5e-14   -1.22e-14
route_name_cleanFE_ikorodu - ogolonto                                 1.9163      0.071     26.988      0.000       1.777       2.055
route_name_cleanFE_ikorodu - oshodi                                   3.5858      0.054     66.690      0.000       3.480       3.691
route_name_cleanFE_ikorodu - tbs                                      5.2792      0.071     74.088      0.000       5.140       5.419
route_name_cleanFE_ikosi road - alausa                                1.1444      0.041     27.692      0.000       1.063       1.225
route_name_cleanFE_ikosi road - love all                             -0.4270      0.072     -5.956      0.000      -0.568      -0.286
route_name_cleanFE_ikosi road - magodo gate                           1.8185      0.142     12.793      0.000       1.540       2.097
route_name_cleanFE_ikotun - marinacms                                -0.4277      0.042    -10.219      0.000      -0.510      -0.346
route_name_cleanFE_ilasamaja - yaba                                  -0.6851      0.140     -4.907      0.000      -0.959      -0.411
route_name_cleanFE_inner marina - falomo                             -0.3997      0.122     -3.277      0.001      -0.639      -0.161
route_name_cleanFE_isolo - five star                                 -1.3757      0.406     -3.391      0.001      -2.171      -0.581
route_name_cleanFE_iyana ipaja - ayobo                                0.9766      0.034     29.073      0.000       0.911       1.042
route_name_cleanFE_iyana ipaja - obalende                             1.8428      0.096     19.287      0.000       1.656       2.030
route_name_cleanFE_jakande estate - cele                             -2.7274      0.834     -3.271      0.001      -4.362      -1.093
route_name_cleanFE_jakande gate - five junction                      -0.5001      0.663     -0.755      0.450      -1.799       0.799
route_name_cleanFE_jakandegatecele                                   -0.1050      0.079     -1.333      0.183      -0.259       0.049
route_name_cleanFE_jokeayo - oshodi                                   1.3110      0.044     29.899      0.000       1.225       1.397
route_name_cleanFE_jokeayo - yaba n                                  -0.5540      0.053    -10.418      0.000      -0.658      -0.450
route_name_cleanFE_ketu - tbs                                         0.9838      0.062     15.922      0.000       0.863       1.105
route_name_cleanFE_kola - ikeja                                       1.2605      0.070     17.919      0.000       1.123       1.398
route_name_cleanFE_kola - oshodi                                      1.0013      0.068     14.747      0.000       0.868       1.134
route_name_cleanFE_lasu gate - iba gate                            3.821e-16   9.91e-17      3.856      0.000    1.88e-16    5.76e-16
route_name_cleanFE_lbe barracks - alakija - oyingbo                  -0.7824      0.038    -20.368      0.000      -0.858      -0.707
route_name_cleanFE_lbe barracks - alakija - tbs                       2.0367      0.038     53.099      0.000       1.962       2.112
route_name_cleanFE_lekki - ajah                                      -1.5473      0.136    -11.338      0.000      -1.815      -1.280
route_name_cleanFE_magodo village - berger                           -0.0685      0.322     -0.213      0.831      -0.699       0.562
route_name_cleanFE_marina - eko hotel                                -0.3089      0.090     -3.419      0.001      -0.486      -0.132
route_name_cleanFE_marina - mile - train                             -3.0526      0.061    -49.832      0.000      -3.173      -2.933
route_name_cleanFE_marina train station - cmstinubuinner marina    2.967e-16   1.36e-16      2.179      0.029    2.98e-17    5.64e-16
route_name_cleanFE_marina train station - eko hotel - lekki          -0.4588      0.094     -4.903      0.000      -0.642      -0.275
route_name_cleanFE_marina train station - eko hotel roundabout        0.0589      0.084      0.705      0.481      -0.105       0.223
route_name_cleanFE_marina train station - eko hoteladeola odeku -    -0.0337      0.125     -0.270      0.787      -0.278       0.211
route_name_cleanFE_marina train station - obalendefalomocms           0.6468      0.121      5.359      0.000       0.410       0.883
route_name_cleanFE_marina train station - tinubu                     -0.1415      0.185     -0.766      0.444      -0.504       0.221
route_name_cleanFE_maryland - ifakoijaiye                             0.3762      0.042      8.973      0.000       0.294       0.458
route_name_cleanFE_meiran - iyana ipaja                               1.0875      0.062     17.653      0.000       0.967       1.208
route_name_cleanFE_mile - alapere                                     2.3615      0.068     34.730      0.000       2.228       2.495
route_name_cleanFE_mile - apapa                                       1.0180      0.043     23.554      0.000       0.933       1.103
route_name_cleanFE_mile - marina                                      1.1188      0.049     22.948      0.000       1.023       1.214
route_name_cleanFE_mile - okokomaiko                                  2.8391      0.035     80.048      0.000       2.770       2.909
route_name_cleanFE_mile - yaba - tbs                                 -1.5777      0.529     -2.983      0.003      -2.614      -0.541
route_name_cleanFE_moshalasi - costain                                0.8474      0.093      9.095      0.000       0.665       1.030
route_name_cleanFE_mushin - national theater                         -0.1148      0.038     -3.011      0.003      -0.190      -0.040
route_name_cleanFE_national theatre - ijora olopaleventis             0.4702      0.055      8.553      0.000       0.362       0.578
route_name_cleanFE_obalende - ajah                                 1.236e-16   4.95e-17      2.495      0.013    2.65e-17    2.21e-16
route_name_cleanFE_obalende - banana island                          -0.8077      0.329     -2.453      0.014      -1.453      -0.162
route_name_cleanFE_odogunyan - cms                                    0.5303      0.261      2.036      0.042       0.020       1.041
route_name_cleanFE_odogunyan - ikorodu - oshodi                       2.5622      0.135     18.921      0.000       2.297       2.828
route_name_cleanFE_odogunyan - ikorodu - tbs                          2.1819      0.106     20.550      0.000       1.974       2.390
route_name_cleanFE_ogolonto - igbogbo                                -0.7479      0.039    -19.079      0.000      -0.825      -0.671
route_name_cleanFE_ojota - egbeda                                     0.8557      0.036     24.103      0.000       0.786       0.925
route_name_cleanFE_ojota - ogba                                       0.5431      0.060      9.126      0.000       0.426       0.660
route_name_cleanFE_ojubode - obalende                                 0.3036      0.197      1.542      0.123      -0.082       0.690
route_name_cleanFE_ojubode ikorodu - oshodi                           2.2307      0.116     19.216      0.000       2.003       2.458
route_name_cleanFE_ojuelegba - idi ara                                0.6811      0.041     16.774      0.000       0.601       0.761
route_name_cleanFE_okokomaikoiyana iba - tbsev                        1.0907      0.097     11.188      0.000       0.900       1.282
route_name_cleanFE_opic - berger                                      0.7996      0.234      3.416      0.001       0.341       1.258
route_name_cleanFE_oshodi - abuleegba                                 4.4362      0.163     27.244      0.000       4.117       4.755
route_name_cleanFE_oshodi - agege                                     1.0365      0.099     10.478      0.000       0.843       1.230
route_name_cleanFE_oshodi - ajah                                      2.4372      0.097     25.070      0.000       2.247       2.628
route_name_cleanFE_oshodi - apapa                                     1.1599      0.086     13.496      0.000       0.991       1.328
route_name_cleanFE_oshodi - ayobo - ayetoro                           1.9360      0.040     48.308      0.000       1.857       2.015
route_name_cleanFE_oshodi - berger                                    1.3001      0.129     10.113      0.000       1.048       1.552
route_name_cleanFE_oshodi - cele                                      2.1102      0.037     56.322      0.000       2.037       2.184
route_name_cleanFE_oshodi - command                                   0.2704      0.143      1.892      0.059      -0.010       0.551
route_name_cleanFE_oshodi - egbeda                                    1.3327      0.032     41.034      0.000       1.269       1.396
route_name_cleanFE_oshodi - ikola                                     0.2344      0.089      2.622      0.009       0.059       0.410
route_name_cleanFE_oshodi - ikotun                                   -0.6774      0.069     -9.800      0.000      -0.813      -0.542
route_name_cleanFE_oshodi - meiran                                    1.2738      0.064     19.845      0.000       1.148       1.400
route_name_cleanFE_oshodi - obalende                                  3.1220      0.105     29.736      0.000       2.916       3.328
route_name_cleanFE_oshodi - sango otta                                1.0217      0.072     14.191      0.000       0.881       1.163
route_name_cleanFE_oshodi - shasha                                    0.4362      0.050      8.722      0.000       0.338       0.534
route_name_cleanFE_oshodi - tinubu                                    1.4619      0.074     19.850      0.000       1.318       1.606
route_name_cleanFE_oyingbo - iyana ipaja                              1.7750      0.100     17.679      0.000       1.578       1.972
route_name_cleanFE_oyingbo - ojuelegba                               -0.9440      0.248     -3.813      0.000      -1.429      -0.459
route_name_cleanFE_oyingbo - oshodi                                  -2.8378      0.690     -4.114      0.000      -4.190      -1.486
route_name_cleanFE_palmgroove - costain                              -4.1155      0.735     -5.598      0.000      -5.556      -2.675
route_name_cleanFE_sangotedo - awoyaya                               -0.0687      0.090     -0.767      0.443      -0.244       0.107
route_name_cleanFE_unilag - yaba                                      1.9438      0.126     15.456      0.000       1.697       2.190
route_name_cleanFE_waterways - wharf                                  1.7395      0.049     35.820      0.000       1.644       1.835
route_name_cleanFE_yaba - berger                                   4.247e-13   3.13e-14     13.580      0.000    3.63e-13    4.86e-13
route_name_cleanFE_yaba - ikotun                                      0.0318      0.044      0.720      0.471      -0.055       0.118
route_name_cleanFE_yaba - maryland - iyanaipaja                       0.9030      0.051     17.619      0.000       0.803       1.003
route_name_cleanFE_yaba - obalende                                -8.092e-17   9.96e-18     -8.125      0.000      -1e-16   -6.14e-17
route_name_cleanFE_yabaoyingbo - idumota                              0.8651      0.070     12.357      0.000       0.728       1.002
days_since_start                                                     -0.0036      0.002     -2.332      0.020      -0.007      -0.001
==============================================================================
Omnibus:                     1727.358   Durbin-Watson:                   1.963
Prob(Omnibus):                  0.000   Jarque-Bera (JB):            41362.992
Skew:                          -2.700   Prob(JB):                         0.00
Kurtosis:                      21.586   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.