directory ./outputs exists directory ./outputs exists
C:\Users\sfaghih\AppData\Local\Temp\ipykernel_62604\3742880640.py:3: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display from IPython.core.display import display, HTML,Markdown
directory ./outputs exists
Observations from J:/Shared drives/TMD_TSA/Data/HighwayCounts/hwycounts_valid_2019_v20230227.csv loaded as obs_df
Model results from C:/Sabih/projects/tdm23/tdm23_2_0/tdm23/outputs/Base are loaded
| interstate_%diff | total_%diff | |
|---|---|---|
| mpo | ||
| BRPC | -24.887766 | -33.485739 |
| CCC | NaN | -57.137288 |
| CMRPC | -11.820664 | 2.175078 |
| FRCOG | -10.182307 | -20.313341 |
| MRPC | -9.481114 | -7.362905 |
| MVC | NaN | -51.515963 |
| MVPC | 7.195043 | -4.310673 |
| NMCOG | 1.549395 | -9.897927 |
| NPEDC | NaN | -75.190037 |
| PVPC | -13.263939 | -10.318773 |
| BRMPO | -3.114638 | -15.400443 |
| OCPC | -36.654036 | -21.103469 |
| SRPEDD | 9.800015 | -12.142680 |
| Total | -3.011568 | -15.010219 |
| vol_grp | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1-999 | 1211.586 | 715.500 | 69.33 | 47 | 135.8 | 200.0 | 77.7 |
| 1 | 1000-2499 | 2759.661 | 1738.761 | 58.71 | 47 | 172.6 | 100.0 | 240.1 |
| 2 | 2500-4999 | 4541.518 | 3698.787 | 22.78 | 47 | 68.1 | 50.0 | 201.5 |
| 3 | 5000-9999 | 7324.918 | 7159.870 | 2.31 | 29 | 39.2 | 40.0 | 224.5 |
| 4 | 10000-24999 | 14559.955 | 15478.041 | -5.93 | 25 | 32.6 | 29.0 | 403.7 |
| 5 | 25000-49999 | 36080.642 | 37323.173 | -3.33 | 22 | 18.6 | 22.0 | 555.4 |
| 6 | 50000-74999 | 58935.656 | 60228.495 | -2.15 | 10 | 12.9 | 16.0 | 621.6 |
| 7 | 75000+ | 91572.395 | 91884.906 | -0.34 | 7 | 9.2 | 15.0 | 676.3 |
| fac_type | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | Freeway | 70964.458 | 71727.205 | -1.06 | 7 | 11.1 | 20.0 | 636.9 |
| 1 | Expressway | 35678.388 | 34920.977 | 2.17 | 7 | 21.2 | 30.0 | 592.3 |
| 2 | Major Arterial | 17773.234 | 17923.263 | -0.84 | 10 | 33.2 | 30.0 | 476.0 |
| 3 | Minor Arterial | 9939.257 | 10539.758 | -5.70 | 10 | 40.0 | 40.0 | 337.3 |
| 4 | Collector | 5158.699 | 5063.598 | 1.88 | 30 | 54.3 | 70.0 | 220.0 |
| 5 | Local Road | 3524.339 | 4148.667 | -15.05 | 40 | 91.2 | 70.0 | 302.7 |
| 6 | Freeway Ramp | 23123.853 | 23293.814 | -0.73 | 25 | 20.3 | NaN | 378.3 |
| 7 | Expressway Ramp | 8083.005 | 8308.688 | -2.72 | 25 | 37.2 | NaN | 247.3 |
| fac_type | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | Freeway | 76655.874 | 69811.000 | 9.80 | 7 | 15.5 | 20.0 | 865.7 |
| 1 | Expressway | 48045.163 | 40300.000 | 19.22 | 7 | 19.2 | 30.0 | 619.0 |
| 2 | Major Arterial | 21557.889 | 19713.562 | 9.36 | 10 | 25.5 | 30.0 | 402.2 |
| 3 | Minor Arterial | 10934.794 | 12921.000 | -15.37 | 10 | 28.0 | 40.0 | 289.4 |
| 4 | Collector | 0.000 | 0.000 | NaN | 30 | NaN | 70.0 | NaN |
| 5 | Local Road | 3148.161 | 1907.500 | 65.04 | 40 | 78.4 | 70.0 | 119.6 |
| 6 | Freeway Ramp | 20199.741 | 18115.182 | 11.51 | 25 | 36.7 | NaN | 531.9 |
| 7 | Expressway Ramp | 15627.618 | 15200.436 | 2.81 | 25 | 27.4 | NaN | 333.2 |
| fac_type | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | Freeway | 80369.145 | 79502.896 | 1.09 | 7 | 11.3 | 20.0 | 718.7 |
| 1 | Expressway | 38304.345 | 39687.412 | -3.48 | 7 | 22.5 | 30.0 | 714.4 |
| 2 | Major Arterial | 20931.912 | 20024.875 | 4.53 | 10 | 37.3 | 30.0 | 597.5 |
| 3 | Minor Arterial | 13132.394 | 13500.275 | -2.72 | 10 | 35.3 | 40.0 | 381.2 |
| 4 | Collector | 6315.652 | 6953.185 | -9.17 | 30 | 46.4 | 70.0 | 258.1 |
| 5 | Local Road | 489.514 | 4496.500 | -89.11 | 40 | 91.7 | 70.0 | 329.9 |
| 6 | Freeway Ramp | 32572.167 | 35800.000 | -9.02 | 25 | 15.7 | NaN | 449.6 |
| 7 | Expressway Ramp | 10013.948 | 10528.357 | -4.89 | 25 | 36.6 | NaN | 308.3 |
| fac_type | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | Freeway | 67168.780 | 69115.915 | -2.82 | 7 | 10.6 | 20.0 | 586.1 |
| 1 | Expressway | 33485.771 | 31597.577 | 5.98 | 7 | 19.5 | 30.0 | 492.9 |
| 2 | Major Arterial | 15655.739 | 16600.022 | -5.69 | 10 | 30.6 | 30.0 | 406.4 |
| 3 | Minor Arterial | 8792.660 | 9438.316 | -6.84 | 10 | 42.7 | 40.0 | 322.4 |
| 4 | Collector | 4678.118 | 4278.692 | 9.34 | 30 | 59.0 | 70.0 | 202.0 |
| 5 | Local Road | 4888.740 | 4906.000 | -0.35 | 40 | 86.7 | 70.0 | 340.3 |
| 6 | Freeway Ramp | 20633.865 | 20325.000 | 1.52 | 25 | 18.4 | NaN | 299.2 |
| 7 | Expressway Ramp | 6366.574 | 6571.639 | -3.12 | 25 | 39.0 | NaN | 205.0 |
| access_density | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | CBD | 36565.126 | 33548.296 | 8.99 | 10 | 23.7 | NaN | 636.1 |
| 1 | Dense Urban | 28733.557 | 26817.312 | 7.15 | 10 | 21.0 | NaN | 450.5 |
| 2 | Urban | 25072.609 | 23962.949 | 4.63 | 10 | 26.7 | NaN | 511.8 |
| 3 | Fringe Urban | 37016.609 | 37426.659 | -1.10 | 10 | 17.8 | NaN | 533.0 |
| 4 | Suburban | 29928.775 | 30385.747 | -1.50 | 10 | 16.5 | NaN | 401.1 |
| 5 | Rural | 23010.085 | 24717.054 | -6.91 | 10 | 21.2 | NaN | 419.2 |
