directory ./outputs exists directory ./outputs exists
directory ./outputs exists
Observations from J:/Shared drives/TMD_TSA/Data/HighwayCounts/hwycounts_valid_2019_v20230227.csv loaded as obs_df
Model results from J:/Shared drives/TMD_TSA/Releases/TDM23/tdm23.1.0/outputs/Base are loaded
| interstate_%diff | total_%diff | |
|---|---|---|
| mpo | ||
| BRPC | -22.257046 | -33.784538 |
| CCC | NaN | -55.934232 |
| CMRPC | -5.564519 | 5.233932 |
| FRCOG | -4.195267 | -19.710182 |
| MRPC | -0.963041 | -6.346697 |
| MVC | NaN | -53.648637 |
| MVPC | 12.395868 | -1.210496 |
| NMCOG | 6.414974 | -7.212574 |
| NPEDC | NaN | -74.481239 |
| PVPC | -8.950878 | -9.333464 |
| BRMPO | 0.424818 | -13.360144 |
| OCPC | -26.990210 | -18.352064 |
| SRPEDD | 19.444116 | -7.351134 |
| Total | 1.978176 | -12.718078 |
| vol_grp | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | 1-999 | 1126.577 | 715.500 | 57.45 | 47 | 115.5 | 200.0 | 66.1 |
| 1 | 1000-2499 | 2615.633 | 1738.761 | 50.43 | 47 | 143.3 | 100.0 | 199.3 |
| 2 | 2500-4999 | 4569.510 | 3698.787 | 23.54 | 47 | 66.1 | 50.0 | 195.6 |
| 3 | 5000-9999 | 7541.855 | 7159.870 | 5.34 | 29 | 40.3 | 40.0 | 230.8 |
| 4 | 10000-24999 | 14863.995 | 15478.041 | -3.97 | 25 | 32.5 | 29.0 | 402.4 |
| 5 | 25000-49999 | 37677.520 | 37323.173 | 0.95 | 22 | 17.6 | 22.0 | 525.5 |
| 6 | 50000-74999 | 61162.531 | 60228.495 | 1.55 | 10 | 11.1 | 16.0 | 534.8 |
| 7 | 75000+ | 93044.294 | 91884.906 | 1.26 | 7 | 8.4 | 15.0 | 617.5 |
| fac_type | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | Freeway | 72838.730 | 71727.205 | 1.55 | 7 | 9.8 | 20.0 | 562.3 |
| 1 | Expressway | 36121.049 | 34920.977 | 3.44 | 7 | 22.0 | 30.0 | 614.6 |
| 2 | Major Arterial | 18065.335 | 17923.263 | 0.79 | 10 | 34.4 | 30.0 | 493.2 |
| 3 | Minor Arterial | 10148.938 | 10539.758 | -3.71 | 10 | 40.1 | 40.0 | 338.1 |
| 4 | Collector | 5199.906 | 5063.598 | 2.69 | 30 | 53.0 | 70.0 | 214.7 |
| 5 | Local Road | 3659.150 | 4148.667 | -11.80 | 40 | 86.2 | 70.0 | 286.1 |
| 6 | Freeway Ramp | 23829.776 | 23293.814 | 2.30 | 25 | 19.6 | NaN | 365.2 |
| 7 | Expressway Ramp | 8292.745 | 8308.688 | -0.19 | 25 | 37.0 | NaN | 245.9 |
CBD and Dense Urban
| fac_type | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | Freeway | 75489.757 | 69329.737 | 8.89 | 7 | 14.2 | 20.0 | 787.6 |
| 1 | Expressway | 42744.832 | 40405.000 | 5.79 | 7 | 20.2 | 30.0 | 652.9 |
| 2 | Major Arterial | 25930.137 | 21376.909 | 21.30 | 10 | 35.1 | 30.0 | 600.3 |
| 3 | Minor Arterial | 11128.210 | 12153.000 | -8.43 | 10 | 29.9 | 40.0 | 290.7 |
| 4 | Collector | 2376.413 | 2700.500 | -12.00 | 30 | 73.2 | 70.0 | 158.1 |
| 5 | Local Road | 3176.604 | 1907.500 | 66.53 | 40 | 77.5 | 70.0 | 118.3 |
| 6 | Freeway Ramp | 20357.784 | 18115.182 | 12.38 | 25 | 35.6 | NaN | 515.9 |
| 7 | Expressway Ramp | 15020.849 | 14684.034 | 2.29 | 25 | 28.2 | NaN | 331.3 |
Urban and Fringe Urban
| fac_type | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | Freeway | 81726.128 | 80157.885 | 1.96 | 7 | 9.7 | 20.0 | 622.0 |
| 1 | Expressway | 37525.092 | 39448.682 | -4.88 | 7 | 20.2 | 30.0 | 637.5 |
| 2 | Major Arterial | 19379.670 | 18622.920 | 4.06 | 10 | 38.2 | 30.0 | 569.1 |
| 3 | Minor Arterial | 13576.380 | 13127.841 | 3.42 | 10 | 36.2 | 40.0 | 380.2 |
| 4 | Collector | 6556.056 | 6870.129 | -4.57 | 30 | 43.8 | 70.0 | 240.7 |
| 5 | Local Road | 2838.018 | 4198.000 | -32.40 | 40 | 100.5 | 70.0 | 337.5 |
| 6 | Freeway Ramp | 28896.850 | 30363.636 | -4.83 | 25 | 15.6 | NaN | 378.9 |
| 7 | Expressway Ramp | 9858.730 | 9877.187 | -0.19 | 25 | 36.7 | NaN | 290.0 |
Suburban and Rural
| fac_type | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | Freeway | 68514.855 | 68165.029 | 0.51 | 7 | 9.3 | 20.0 | 507.1 |
| 1 | Expressway | 33449.455 | 28812.474 | 16.09 | 7 | 25.1 | 30.0 | 578.6 |
| 2 | Major Arterial | 15532.992 | 16716.684 | -7.08 | 10 | 29.6 | 30.0 | 395.9 |
| 3 | Minor Arterial | 8684.611 | 9385.037 | -7.46 | 10 | 43.0 | 40.0 | 322.8 |
| 4 | Collector | 4583.065 | 4194.508 | 9.26 | 30 | 60.1 | 70.0 | 201.7 |
| 5 | Local Road | 4516.271 | 5232.250 | -13.68 | 40 | 72.4 | 70.0 | 303.1 |
| 6 | Freeway Ramp | 21849.134 | 20629.730 | 5.91 | 25 | 17.9 | NaN | 295.4 |
| 7 | Expressway Ramp | 6490.451 | 6559.137 | -1.05 | 25 | 38.6 | NaN | 202.5 |
| access_density | model | observed | deltaP | diff_targ | rmse % | rmse%_targ | PeakHrRMSE | |
|---|---|---|---|---|---|---|---|---|
| 0 | CBD | 36360.376 | 33548.296 | 8.38 | 10 | 22.8 | NaN | 611.9 |
| 1 | Dense Urban | 31555.320 | 28948.909 | 9.00 | 10 | 21.9 | NaN | 507.2 |
| 2 | Urban | 29382.879 | 28595.800 | 2.75 | 10 | 22.5 | NaN | 514.7 |
| 3 | Fringe Urban | 36084.223 | 35848.992 | 0.66 | 10 | 15.8 | NaN | 453.1 |
| 4 | Suburban | 30678.625 | 30358.057 | 1.06 | 10 | 15.4 | NaN | 374.0 |
| 5 | Rural | 24072.648 | 24717.054 | -2.61 | 10 | 18.1 | NaN | 357.9 |