                            OLS Regression Results                            
==============================================================================
Dep. Variable:        number_of_trips   R-squared:                       0.916
Model:                            OLS   Adj. R-squared:                  0.912
Method:                 Least Squares   F-statistic:                     466.6
Date:                Tue, 26 Aug 2025   Prob (F-statistic):               0.00
Time:                        17:41:20   Log-Likelihood:                -21918.
No. Observations:                2650   AIC:                         4.411e+04
Df Residuals:                    2511   BIC:                         4.493e+04
Df Model:                         138                                         
Covariance Type:                  HC0                                         
=====================================================================================================================================
                                                                        coef    std err          z      P>|z|      [0.025      0.975]
-------------------------------------------------------------------------------------------------------------------------------------
constant                                                           1395.7182    958.307      1.456      0.145    -482.528    3273.965
day_of_weekFE_1                                                    -156.3617     45.616     -3.428      0.001    -245.767     -66.956
day_of_weekFE_2                                                    -124.0281     46.067     -2.692      0.007    -214.317     -33.739
day_of_weekFE_3                                                    -206.2333     43.784     -4.710      0.000    -292.049    -120.417
day_of_weekFE_4                                                    -139.6748     48.887     -2.857      0.004    -235.492     -43.857
day_of_weekFE_5                                                   -1019.4888     95.917    -10.629      0.000   -1207.482    -831.496
day_of_weekFE_6                                                   -5197.0010    968.719     -5.365      0.000   -7095.655   -3298.347
route_name_cleanFE_abule egba - tbsobalende                        4486.6755    195.609     22.937      0.000    4103.289    4870.062
route_name_cleanFE_agege - alausa                                   223.5500     23.999      9.315      0.000     176.512     270.588
route_name_cleanFE_agege - allen                                    464.1755     42.140     11.015      0.000     381.582     546.769
route_name_cleanFE_agege - berger                                   878.6339     41.198     21.327      0.000     797.886     959.381
route_name_cleanFE_agege - ijaye                                     95.5089     66.679      1.432      0.152     -35.179     226.197
route_name_cleanFE_agege - iju ishaga                               819.7589     43.021     19.055      0.000     735.440     904.078
route_name_cleanFE_agege - meiran                                   333.2589     58.338      5.713      0.000     218.918     447.600
route_name_cleanFE_agege - yaba - oyingbo                            97.8341     37.477      2.611      0.009      24.381     171.287
route_name_cleanFE_ago palace way - mile - train station            787.4255     63.840     12.334      0.000     662.302     912.549
route_name_cleanFE_agric - ebute                                    -55.3000     24.279     -2.278      0.023    -102.886      -7.714
route_name_cleanFE_agric - ipakodo                                  127.7500     28.425      4.494      0.000      72.038     183.462
route_name_cleanFE_agric - isawo                                    189.8500     24.121      7.871      0.000     142.574     237.126
route_name_cleanFE_ajah - abraham adesanya                         -181.1476     37.798     -4.793      0.000    -255.230    -107.066
route_name_cleanFE_ajah - addo roundabout                         -3.162e-09   1.42e-10    -22.251      0.000   -3.44e-09   -2.88e-09
route_name_cleanFE_ajah - sangotedo                                 149.2589     66.130      2.257      0.024      19.646     278.872
route_name_cleanFE_akinogun road - ghetto corner                     49.0808    281.683      0.174      0.862    -503.008     601.170
route_name_cleanFE_akiogun - eko hotel roundabout                  -137.2732     28.122     -4.881      0.000    -192.391     -82.156
route_name_cleanFE_alapere estate - oshogun                           7.7500     51.507      0.150      0.880     -93.202     108.702
route_name_cleanFE_asolo - agric - oshodi -                       -2.412e-09   1.96e-10    -12.288      0.000    -2.8e-09   -2.03e-09
route_name_cleanFE_asolo - agric - tbs                             2.692e-09   1.32e-10     20.332      0.000    2.43e-09    2.95e-09
route_name_cleanFE_barracksyaba - tbs n                           -3.332e-09   1.58e-10    -21.143      0.000   -3.64e-09   -3.02e-09
route_name_cleanFE_baruwa - ikeja - oshodi                          590.0065     30.113     19.593      0.000     530.985     649.028
route_name_cleanFE_berger - ekohotel - lekki                        116.4000     22.778      5.110      0.000      71.756     161.044
route_name_cleanFE_berger - magodo isheri                           -10.0599     62.552     -0.161      0.872    -132.659     112.539
route_name_cleanFE_berger - ogba                                    638.6339     43.775     14.589      0.000     552.836     724.431
route_name_cleanFE_berger - ojota                                   286.4255     63.780      4.491      0.000     161.419     411.432
route_name_cleanFE_berger - olowora                                 147.7589     67.112      2.202      0.028      16.222     279.296
route_name_cleanFE_berger - tbs                                    4800.7126    277.947     17.272      0.000    4255.946    5345.479
route_name_cleanFE_berger - yaba - ajah                            2.855e-09   1.49e-10     19.227      0.000    2.56e-09    3.15e-09
route_name_cleanFE_cms - epe                                       -124.0500     24.556     -5.052      0.000    -172.178     -75.922
route_name_cleanFE_costain - mushin                                1279.3839     37.739     33.901      0.000    1205.416    1353.351
route_name_cleanFE_dalemo - oshodi                                  357.2500     24.515     14.573      0.000     309.201     405.299
route_name_cleanFE_dopemu - obalendecmstbs                         1.757e-09   9.12e-11     19.257      0.000    1.58e-09    1.94e-09
route_name_cleanFE_egbeda - obalende                               -139.8500     23.782     -5.880      0.000    -186.462     -93.238
route_name_cleanFE_eko hotel roundabout - obalende                  -15.6698     47.821     -0.328      0.743    -109.397      78.058
route_name_cleanFE_eko hotel roundabout - tbs                       227.9540     53.938      4.226      0.000     122.238     333.670
route_name_cleanFE_ewuelepe - ikorodu garage                        163.2280     69.111      2.362      0.018      27.772     298.684
route_name_cleanFE_falomo - banana island                            40.0750     66.462      0.603      0.547     -90.188     170.338
route_name_cleanFE_falomo - cms                                    -163.5446     55.132     -2.966      0.003    -271.601     -55.488
route_name_cleanFE_falomo - tbs                                     -88.8175     25.391     -3.498      0.000    -138.584     -39.051
route_name_cleanFE_gbogije - awoyaya                                131.7589     65.537      2.010      0.044       3.309     260.209
route_name_cleanFE_igando - obalende                                -65.2000     22.643     -2.879      0.004    -109.580     -20.820
route_name_cleanFE_ikeja - agege                                    182.2172     59.470      3.064      0.002      65.657     298.777
route_name_cleanFE_ikeja - alausa                                   253.6500     23.267     10.901      0.000     208.047     299.253
route_name_cleanFE_ikeja - ayobo                                   1455.3422     40.063     36.326      0.000    1376.820    1533.864
route_name_cleanFE_ikeja - berger                                  1169.9000     35.261     33.178      0.000    1100.790    1239.010
route_name_cleanFE_ikeja - egbeda                                   354.7500     22.133     16.028      0.000     311.371     398.129
route_name_cleanFE_ikeja - igando                                   462.8000     24.144     19.168      0.000     415.478     510.122
route_name_cleanFE_ikeja - ikotun                                  1193.7172     47.831     24.957      0.000    1099.971    1287.464
route_name_cleanFE_ikeja - iyana ipaja                              976.1755     38.447     25.390      0.000     900.822    1051.529
route_name_cleanFE_ikeja - obalende                                 956.4255     58.043     16.478      0.000     842.664    1070.187
route_name_cleanFE_ikeja - ojota                                    -13.0000     22.566     -0.576      0.565     -57.229      31.229
route_name_cleanFE_ikorodu - cms                                   1443.7607    485.479      2.974      0.003     492.240    2395.282
route_name_cleanFE_ikorodu - fadeyi                                2915.3422    104.031     28.024      0.000    2711.446    3119.238
route_name_cleanFE_ikorodu - igbogbo                                969.7172     63.985     15.155      0.000     844.308    1095.126
route_name_cleanFE_ikorodu - ikeja                                 1840.2229    239.883      7.671      0.000    1370.061    2310.385
route_name_cleanFE_ikorodu - ketumaryland                          1.603e-09    8.3e-11     19.307      0.000    1.44e-09    1.77e-09
route_name_cleanFE_ikorodu - laspotechodongunyan                    112.9500     31.319      3.606      0.000      51.566     174.334
route_name_cleanFE_ikorodu - obalende                              1211.9000     25.097     48.289      0.000    1162.711    1261.089
route_name_cleanFE_ikorodu - odogunyan                            -1.443e-11   6.69e-13    -21.584      0.000   -1.57e-11   -1.31e-11
route_name_cleanFE_ikorodu - ogolonto                              1020.4255     59.010     17.292      0.000     904.768    1136.083
route_name_cleanFE_ikorodu - oshodi                                5768.1491    224.953     25.642      0.000    5327.249    6209.049
route_name_cleanFE_ikorodu - tbs                                   2.594e+04   1134.013     22.870      0.000    2.37e+04    2.82e+04
route_name_cleanFE_ikosi road - alausa                              391.4500     28.207     13.878      0.000     336.166     446.734
route_name_cleanFE_ikosi road - love all                            -57.8000     23.129     -2.499      0.012    -103.132     -12.468
route_name_cleanFE_ikosi road - magodo gate                        1092.3795     29.292     37.292      0.000    1034.968    1149.791
route_name_cleanFE_ikotun - marinacms                               -63.0500     21.756     -2.898      0.004    -105.690     -20.410
route_name_cleanFE_ilasamaja - yaba                                  -4.9306     60.727     -0.081      0.935    -123.954     114.092
route_name_cleanFE_inner marina - falomo                             30.2654     57.290      0.528      0.597     -82.021     142.552
route_name_cleanFE_isolo - five star                                -74.4960     27.239     -2.735      0.006    -127.884     -21.108
route_name_cleanFE_iyana ipaja - ayobo                              301.8500     22.296     13.538      0.000     258.150     345.550
route_name_cleanFE_iyana ipaja - obalende                           957.5505     76.447     12.526      0.000     807.717    1107.384
route_name_cleanFE_jakande estate - cele                           -168.8781     55.535     -3.041      0.002    -277.725     -60.031
route_name_cleanFE_jakande gate - five junction                     230.1384     77.583      2.966      0.003      78.079     382.198
route_name_cleanFE_jakandegatecele                                   33.2883     63.032      0.528      0.597     -90.252     156.829
route_name_cleanFE_jokeayo - oshodi                                 502.4000     27.073     18.557      0.000     449.338     555.462
route_name_cleanFE_jokeayo - yaba n                                 -76.5500     22.405     -3.417      0.001    -120.463     -32.637
route_name_cleanFE_ketu - tbs                                       731.1033    267.493      2.733      0.006     206.827    1255.380
route_name_cleanFE_kola - ikeja                                     589.6339     44.416     13.275      0.000     502.581     676.687
route_name_cleanFE_kola - oshodi                                    325.9483     35.325      9.227      0.000     256.713     395.183
route_name_cleanFE_lasu gate - iba gate                            1.759e-13   2.52e-14      6.992      0.000    1.27e-13    2.25e-13
route_name_cleanFE_lbe barracks - alakija - oyingbo                -199.7248     44.816     -4.457      0.000    -287.562    -111.888
route_name_cleanFE_lbe barracks - alakija - tbs                    1221.7000     39.229     31.143      0.000    1144.813    1298.587
route_name_cleanFE_lekki - ajah                                    -160.8783     28.884     -5.570      0.000    -217.489    -104.267
route_name_cleanFE_magodo village - berger                          222.7589     70.174      3.174      0.002      85.221     360.297
route_name_cleanFE_marina - eko hotel                                73.4995     62.241      1.181      0.238     -48.491     195.490
route_name_cleanFE_marina - mile - train                            712.6919     86.865      8.205      0.000     542.440     882.943
route_name_cleanFE_marina train station - cmstinubuinner marina   -3.514e-14   3.31e-14     -1.062      0.288      -1e-13    2.97e-14
route_name_cleanFE_marina train station - eko hotel - lekki         -59.8000     22.154     -2.699      0.007    -103.220     -16.380
route_name_cleanFE_marina train station - eko hotel roundabout      130.6359     59.592      2.192      0.028      13.838     247.433
route_name_cleanFE_marina train station - eko hoteladeola odeku -   122.2268     62.868      1.944      0.052      -0.993     245.447
route_name_cleanFE_marina train station - obalendefalomocms         302.4540     50.101      6.037      0.000     204.258     400.650
route_name_cleanFE_marina train station - tinubu                      7.5500     24.744      0.305      0.760     -40.947      56.047
route_name_cleanFE_maryland - ifakoijaiye                            85.1500     21.138      4.028      0.000      43.720     126.580
route_name_cleanFE_meiran - iyana ipaja                             425.3422     62.142      6.845      0.000     303.547     547.138
route_name_cleanFE_mile - alapere                                  1601.9255     54.993     29.130      0.000    1494.141    1709.710
route_name_cleanFE_mile - apapa                                     327.8000     22.195     14.769      0.000     284.299     371.301
route_name_cleanFE_mile - marina                                    382.5000     33.405     11.450      0.000     317.027     447.973
route_name_cleanFE_mile - okokomaiko                               2733.8005     95.362     28.667      0.000    2546.894    2920.707
route_name_cleanFE_mile - yaba - tbs                               -113.1557     32.834     -3.446      0.001    -177.508     -48.803
route_name_cleanFE_moshalasi - costain                              407.9672     44.307      9.208      0.000     321.127     494.807
route_name_cleanFE_mushin - national theater                        108.5922     66.379      1.636      0.102     -21.509     238.693
route_name_cleanFE_national theatre - ijora olopaleventis           221.5505     63.768      3.474      0.001      96.567     346.534
route_name_cleanFE_obalende - ajah                                 2.973e-13   2.52e-14     11.812      0.000    2.48e-13    3.47e-13
route_name_cleanFE_obalende - banana island                          94.5904     68.071      1.390      0.165     -38.827     228.007
route_name_cleanFE_odogunyan - cms                                  260.2805    100.028      2.602      0.009      64.230     456.331
route_name_cleanFE_odogunyan - ikorodu - oshodi                    2273.2205    335.915      6.767      0.000    1614.839    2931.602
route_name_cleanFE_odogunyan - ikorodu - tbs                       1850.0776    294.741      6.277      0.000    1272.396    2427.760
route_name_cleanFE_ogolonto - igbogbo                               -70.3473     36.505     -1.927      0.054    -141.896       1.202
route_name_cleanFE_ojota - egbeda                                   246.7000     22.320     11.053      0.000     202.954     290.446
route_name_cleanFE_ojota - ogba                                     212.2280     61.786      3.435      0.001      91.129     333.327
route_name_cleanFE_ojubode - obalende                                69.9158     61.846      1.130      0.258     -51.300     191.132
route_name_cleanFE_ojubode ikorodu - oshodi                        1909.5419    298.168      6.404      0.000    1325.144    2493.940
route_name_cleanFE_ojuelegba - idi ara                              178.7500     26.158      6.833      0.000     127.481     230.019
route_name_cleanFE_okokomaikoiyana iba - tbsev                      398.1921     43.511      9.152      0.000     312.913     483.471
route_name_cleanFE_opic - berger                                    396.8228     69.865      5.680      0.000     259.889     533.756
route_name_cleanFE_oshodi - abuleegba                              1.652e+04    936.244     17.643      0.000    1.47e+04    1.84e+04
route_name_cleanFE_oshodi - agege                                   509.2172     39.165     13.002      0.000     432.456     585.978
route_name_cleanFE_oshodi - ajah                                   2099.5089    108.334     19.380      0.000    1887.179    2311.839
route_name_cleanFE_oshodi - apapa                                   851.5822    251.875      3.381      0.001     357.916    1345.248
route_name_cleanFE_oshodi - ayobo - ayetoro                        1083.7589     36.417     29.760      0.000    1012.383    1155.135
route_name_cleanFE_oshodi - berger                                  702.3005     27.405     25.626      0.000     648.587     756.014
route_name_cleanFE_oshodi - cele                                   1284.6755     29.957     42.884      0.000    1225.961    1343.391
route_name_cleanFE_oshodi - command                                 152.0086     60.927      2.495      0.013      32.594     271.423
route_name_cleanFE_oshodi - egbeda                                  509.3500     20.208     25.205      0.000     469.743     548.957
route_name_cleanFE_oshodi - ikola                                    86.6388     51.162      1.693      0.090     -13.637     186.914
route_name_cleanFE_oshodi - ikotun                                  -86.5500     21.794     -3.971      0.000    -129.266     -43.834
route_name_cleanFE_oshodi - meiran                                  488.0500     33.832     14.426      0.000     421.741     554.359
route_name_cleanFE_oshodi - obalende                               4528.8991    237.448     19.073      0.000    4063.509    4994.289
route_name_cleanFE_oshodi - sango otta                              415.1096     50.771      8.176      0.000     315.601     514.619
route_name_cleanFE_oshodi - shasha                                  103.2500     22.996      4.490      0.000      58.179     148.321
route_name_cleanFE_oshodi - tinubu                                  647.0089     60.129     10.760      0.000     529.157     764.860
route_name_cleanFE_oyingbo - iyana ipaja                           1037.7776     49.103     21.135      0.000     941.537    1134.018
route_name_cleanFE_oyingbo - ojuelegba                              -95.9291     26.645     -3.600      0.000    -148.152     -43.706
route_name_cleanFE_oyingbo - oshodi                                -113.8149     36.238     -3.141      0.002    -184.840     -42.790
route_name_cleanFE_palmgroove - costain                            -113.3007     28.322     -4.000      0.000    -168.810     -57.791
route_name_cleanFE_sangotedo - awoyaya                              128.7172     65.402      1.968      0.049       0.532     256.902
route_name_cleanFE_unilag - yaba                                   1381.5922     68.032     20.308      0.000    1248.253    1514.932
route_name_cleanFE_waterways - wharf                                921.5089     39.118     23.557      0.000     844.840     998.178
route_name_cleanFE_yaba - berger                                   3.519e-10   1.89e-11     18.611      0.000    3.15e-10    3.89e-10
route_name_cleanFE_yaba - ikotun                                      7.0500     21.915      0.322      0.748     -35.903      50.003
route_name_cleanFE_yaba - maryland - iyanaipaja                     374.0505     53.212      7.029      0.000     269.758     478.344
route_name_cleanFE_yaba - obalende                                  -5.4e-14   6.11e-15     -8.835      0.000    -6.6e-14    -4.2e-14
route_name_cleanFE_yabaoyingbo - idumota                            267.6913     27.550      9.717      0.000     213.695     321.688
days_since_start                                                     -2.6747      2.365     -1.131      0.258      -7.310       1.960
==============================================================================
Omnibus:                     2370.290   Durbin-Watson:                   2.157
Prob(Omnibus):                  0.000   Jarque-Bera (JB):           564122.568
Skew:                          -3.486   Prob(JB):                         0.00
Kurtosis:                      74.137   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.