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TM1.6.1: Use updated data, etc. #75

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TM1.6.1: Use updated data, etc. #75

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3a61153
Update WFH models using PUMS2022 data
lmz Jul 31, 2024
3fbf6e9
Remove unused Readme
lmz Aug 1, 2024
c24dfb2
Rename BART_Transit_Hesitance -> Rail_Transit_Hesitance
lmz Sep 17, 2024
058631d
Update WFH scaling factors slightly to achieve 2015 and 2023 targets
lmz Sep 19, 2024
0fa97cd
Reduce Work_Transit_Hesitance and WFH_PartTimeWorker_Factor slightly
lmz Sep 24, 2024
e1ab325
Initial revision of script to summarize BART to annual weekday riders…
lmz Oct 1, 2024
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9 changes: 0 additions & 9 deletions model-files/Readme.md
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219 changes: 110 additions & 109 deletions model-files/runtime/mtcTourBased.properties
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Expand Up @@ -148,134 +148,135 @@ Model_Year = set_by_RuntimeConfiguration.py

#-- The following parameters define the simple CDAP WFH model, which is a logarithmic model based on employment
# industry. See MtcCoordinatedDailyActivityPatternDMU.java
# Source: PUMS2021_WFH_by_industry_HHincome.xlsx https://mtcdrive.box.com/s/0vux1bzeinjz7gtvazn0wzb57p7zqpt7
# Asana Task: WFH model adjustment & validation https://app.asana.com/0/0/1205369234942623/f
# Source: PUMS2022_WFH_by_industry_HHincome.xlsx https://mtcdrive.box.com/s/paf9rvbj7f0cvtmsow28n9n7gypk3lv1
# Asana Task: Update WFH model to use PUMS 2022 https://app.asana.com/0/1182463234225195/1207249557658801/f

# 1=San Francisco
CDAP.WFH.County1.agremp.M= 0.1893
CDAP.WFH.County1.agremp.B=-1.7594
CDAP.WFH.County1.fpsemp.M= 0.1112
CDAP.WFH.County1.fpsemp.B=-0.7813
CDAP.WFH.County1.heremp.M= 0.0804
CDAP.WFH.County1.heremp.B=-0.6664
CDAP.WFH.County1.mwtemp.M= 0.1996
CDAP.WFH.County1.mwtemp.B=-1.9058
CDAP.WFH.County1.othemp.M= 0.1363
CDAP.WFH.County1.othemp.B=-1.1023
CDAP.WFH.County1.retemp.M= 0.1355
CDAP.WFH.County1.retemp.B=-1.2384
CDAP.WFH.County1.agremp.M=-0.0794
CDAP.WFH.County1.agremp.B= 1.2065
CDAP.WFH.County1.fpsemp.M= 0.0358
CDAP.WFH.County1.fpsemp.B= 0.0217
CDAP.WFH.County1.heremp.M= 0.0899
CDAP.WFH.County1.heremp.B=-0.8001
CDAP.WFH.County1.mwtemp.M= 0.1519
CDAP.WFH.County1.mwtemp.B=-1.4395
CDAP.WFH.County1.othemp.M= 0.1238
CDAP.WFH.County1.othemp.B=-1.0625
CDAP.WFH.County1.retemp.M= 0.1067
CDAP.WFH.County1.retemp.B=-0.9116


# 2=San Mateo
CDAP.WFH.County2.agremp.M= 0.1486
CDAP.WFH.County2.agremp.B=-1.2566
CDAP.WFH.County2.fpsemp.M= 0.1719
CDAP.WFH.County2.fpsemp.B=-1.5521
CDAP.WFH.County2.heremp.M= 0.0332
CDAP.WFH.County2.heremp.B=-0.2304
CDAP.WFH.County2.mwtemp.M= 0.1103
CDAP.WFH.County2.mwtemp.B=-0.9792
CDAP.WFH.County2.othemp.M= 0.0980
CDAP.WFH.County2.othemp.B=-0.7853
CDAP.WFH.County2.retemp.M= 0.1435
CDAP.WFH.County2.retemp.B=-1.4138
CDAP.WFH.County2.agremp.M=-0.0042
CDAP.WFH.County2.agremp.B= 0.1772
CDAP.WFH.County2.fpsemp.M= 0.0798
CDAP.WFH.County2.fpsemp.B=-0.5039
CDAP.WFH.County2.heremp.M= 0.0380
CDAP.WFH.County2.heremp.B=-0.2792
CDAP.WFH.County2.mwtemp.M= 0.1129
CDAP.WFH.County2.mwtemp.B=-1.0508
CDAP.WFH.County2.othemp.M= 0.1665
CDAP.WFH.County2.othemp.B=-1.5933
CDAP.WFH.County2.retemp.M= 0.1182
CDAP.WFH.County2.retemp.B=-1.1305

# 3=Santa Clara
CDAP.WFH.County3.agremp.M= 0.0000
CDAP.WFH.County3.agremp.B= 0.0000
CDAP.WFH.County3.fpsemp.M= 0.1580
CDAP.WFH.County3.fpsemp.B=-1.3734
CDAP.WFH.County3.heremp.M= 0.0393
CDAP.WFH.County3.heremp.B=-0.2844
CDAP.WFH.County3.mwtemp.M= 0.1651
CDAP.WFH.County3.mwtemp.B=-1.5818
CDAP.WFH.County3.othemp.M= 0.1785
CDAP.WFH.County3.othemp.B=-1.7022
CDAP.WFH.County3.retemp.M= 0.1184
CDAP.WFH.County3.retemp.B=-1.1419
CDAP.WFH.County3.agremp.M= 0.0162
CDAP.WFH.County3.agremp.B=-0.0091
CDAP.WFH.County3.fpsemp.M= 0.0820
CDAP.WFH.County3.fpsemp.B=-0.5648
CDAP.WFH.County3.heremp.M= 0.0425
CDAP.WFH.County3.heremp.B=-0.3464
CDAP.WFH.County3.mwtemp.M= 0.0712
CDAP.WFH.County3.mwtemp.B=-0.5875
CDAP.WFH.County3.othemp.M= 0.0820
CDAP.WFH.County3.othemp.B=-0.6779
CDAP.WFH.County3.retemp.M= 0.0711
CDAP.WFH.County3.retemp.B=-0.6092

# 4=Alameda
CDAP.WFH.County4.agremp.M= 0.1949
CDAP.WFH.County4.agremp.B=-1.9324
CDAP.WFH.County4.fpsemp.M= 0.1764
CDAP.WFH.County4.fpsemp.B=-1.5460
CDAP.WFH.County4.heremp.M= 0.0370
CDAP.WFH.County4.heremp.B=-0.2003
CDAP.WFH.County4.mwtemp.M= 0.1555
CDAP.WFH.County4.mwtemp.B=-1.4582
CDAP.WFH.County4.othemp.M= 0.1602
CDAP.WFH.County4.othemp.B=-1.4920
CDAP.WFH.County4.retemp.M= 0.1061
CDAP.WFH.County4.retemp.B=-0.9802
CDAP.WFH.County4.agremp.M= 0.1081
CDAP.WFH.County4.agremp.B=-0.9948
CDAP.WFH.County4.fpsemp.M= 0.0822
CDAP.WFH.County4.fpsemp.B=-0.4949
CDAP.WFH.County4.heremp.M= 0.0378
CDAP.WFH.County4.heremp.B=-0.2057
CDAP.WFH.County4.mwtemp.M= 0.1366
CDAP.WFH.County4.mwtemp.B=-1.2748
CDAP.WFH.County4.othemp.M= 0.1126
CDAP.WFH.County4.othemp.B=-1.0124
CDAP.WFH.County4.retemp.M= 0.1011
CDAP.WFH.County4.retemp.B=-0.8744

# 5=Contra Costa
CDAP.WFH.County5.agremp.M= 0.2345
CDAP.WFH.County5.agremp.B=-2.3776
CDAP.WFH.County5.fpsemp.M= 0.1269
CDAP.WFH.County5.fpsemp.B=-1.0519
CDAP.WFH.County5.heremp.M= 0.0532
CDAP.WFH.County5.heremp.B=-0.4328
CDAP.WFH.County5.mwtemp.M= 0.1772
CDAP.WFH.County5.mwtemp.B=-1.7341
CDAP.WFH.County5.othemp.M= 0.1607
CDAP.WFH.County5.othemp.B=-1.5963
CDAP.WFH.County5.retemp.M= 0.1053
CDAP.WFH.County5.retemp.B=-1.0286
CDAP.WFH.County5.agremp.M= 0.1237
CDAP.WFH.County5.agremp.B=-1.0754
CDAP.WFH.County5.fpsemp.M= 0.0362
CDAP.WFH.County5.fpsemp.B=-0.0031
CDAP.WFH.County5.heremp.M= 0.0672
CDAP.WFH.County5.heremp.B=-0.5972
CDAP.WFH.County5.mwtemp.M= 0.1789
CDAP.WFH.County5.mwtemp.B=-1.7840
CDAP.WFH.County5.othemp.M= 0.0723
CDAP.WFH.County5.othemp.B=-0.6051
CDAP.WFH.County5.retemp.M= 0.1076
CDAP.WFH.County5.retemp.B=-1.0435

# 6=Solano
CDAP.WFH.County6.agremp.M= 0.0000
CDAP.WFH.County6.agremp.B= 0.0000
CDAP.WFH.County6.fpsemp.M= 0.0675
CDAP.WFH.County6.fpsemp.B=-0.5897
CDAP.WFH.County6.heremp.M= 0.0000
CDAP.WFH.County6.heremp.B= 0.0000
CDAP.WFH.County6.mwtemp.M= 0.0966
CDAP.WFH.County6.mwtemp.B=-0.9459
CDAP.WFH.County6.othemp.M= 0.0713
CDAP.WFH.County6.othemp.B=-0.6988
CDAP.WFH.County6.retemp.M= 0.0994
CDAP.WFH.County6.retemp.B=-1.0190
CDAP.WFH.County6.agremp.M=-0.0789
CDAP.WFH.County6.agremp.B= 1.0436
CDAP.WFH.County6.fpsemp.M=-0.0626
CDAP.WFH.County6.fpsemp.B= 0.9547
CDAP.WFH.County6.heremp.M=-0.0244
CDAP.WFH.County6.heremp.B= 0.3634
CDAP.WFH.County6.mwtemp.M= 0.0613
CDAP.WFH.County6.mwtemp.B=-0.5838
CDAP.WFH.County6.othemp.M= 0.0526
CDAP.WFH.County6.othemp.B=-0.4643
CDAP.WFH.County6.retemp.M= 0.0171
CDAP.WFH.County6.retemp.B=-0.0563

# 7= Napa
CDAP.WFH.County7.agremp.M= 0.0690
CDAP.WFH.County7.agremp.B=-0.6729
CDAP.WFH.County7.fpsemp.M= 0.0979
CDAP.WFH.County7.fpsemp.B=-0.7067
CDAP.WFH.County7.heremp.M= 0.0753
CDAP.WFH.County7.heremp.B=-0.6942
CDAP.WFH.County7.mwtemp.M= 0.0854
CDAP.WFH.County7.mwtemp.B=-0.8520
CDAP.WFH.County7.othemp.M= 0.0000
CDAP.WFH.County7.othemp.B= 0.0000
CDAP.WFH.County7.retemp.M= 0.0939
CDAP.WFH.County7.retemp.B=-0.9227
CDAP.WFH.County7.agremp.M= 0.1357
CDAP.WFH.County7.agremp.B=-1.3397
CDAP.WFH.County7.fpsemp.M= 0.0806
CDAP.WFH.County7.fpsemp.B=-0.5718
CDAP.WFH.County7.heremp.M=-0.0174
CDAP.WFH.County7.heremp.B= 0.2433
CDAP.WFH.County7.mwtemp.M= 0.0247
CDAP.WFH.County7.mwtemp.B=-0.1952
CDAP.WFH.County7.othemp.M= 0.0549
CDAP.WFH.County7.othemp.B=-0.4791
CDAP.WFH.County7.retemp.M= 0.0139
CDAP.WFH.County7.retemp.B=-0.0552

# 8=Sonoma
CDAP.WFH.County8.agremp.M= 0.0021
CDAP.WFH.County8.agremp.B= 0.0634
CDAP.WFH.County8.fpsemp.M= 0.1915
CDAP.WFH.County8.fpsemp.B=-1.7930
CDAP.WFH.County8.heremp.M= 0.0259
CDAP.WFH.County8.heremp.B=-0.1471
CDAP.WFH.County8.mwtemp.M= 0.1901
CDAP.WFH.County8.mwtemp.B=-1.8926
CDAP.WFH.County8.othemp.M= 0.0751
CDAP.WFH.County8.othemp.B=-0.6874
CDAP.WFH.County8.retemp.M= 0.0396
CDAP.WFH.County8.retemp.B=-0.3328
CDAP.WFH.County8.agremp.M= 0.1927
CDAP.WFH.County8.agremp.B=-2.0366
CDAP.WFH.County8.fpsemp.M= 0.0188
CDAP.WFH.County8.fpsemp.B= 0.0825
CDAP.WFH.County8.heremp.M= 0.0513
CDAP.WFH.County8.heremp.B=-0.4372
CDAP.WFH.County8.mwtemp.M= 0.1251
CDAP.WFH.County8.mwtemp.B=-1.2448
CDAP.WFH.County8.othemp.M= 0.1100
CDAP.WFH.County8.othemp.B=-1.0939
CDAP.WFH.County8.retemp.M= 0.0128
CDAP.WFH.County8.retemp.B=-0.0610

# 9=Marin
CDAP.WFH.County9.agremp.M= 0.0000
CDAP.WFH.County9.agremp.B= 0.0000
CDAP.WFH.County9.fpsemp.M= 0.1236
CDAP.WFH.County9.fpsemp.B=-0.9726
CDAP.WFH.County9.heremp.M= 0.0367
CDAP.WFH.County9.heremp.B=-0.2384
CDAP.WFH.County9.mwtemp.M= 0.1288
CDAP.WFH.County9.mwtemp.B=-1.1434
CDAP.WFH.County9.othemp.M= 0.1895
CDAP.WFH.County9.othemp.B=-1.8451
CDAP.WFH.County9.retemp.M= 0.1489
CDAP.WFH.County9.retemp.B=-1.3901
CDAP.WFH.County9.fpsemp.M= 0.0101
CDAP.WFH.County9.fpsemp.B= 0.4020
CDAP.WFH.County9.heremp.M= 0.0625
CDAP.WFH.County9.heremp.B=-0.4483
CDAP.WFH.County9.mwtemp.M= 0.1468
CDAP.WFH.County9.mwtemp.B=-1.2938
CDAP.WFH.County9.othemp.M= 0.1293
CDAP.WFH.County9.othemp.B=-1.0975
CDAP.WFH.County9.retemp.M= 0.1019
CDAP.WFH.County9.retemp.B=-1.0164

# --- Additional factors to scale WFH for full-time and part-time workers
CDAP.WFH.FullTimeWorker.Factor = 1.0
Expand Down Expand Up @@ -336,7 +337,7 @@ CDAP.WFH.EN7.Superdistrict34=0.0
Bike_Infra_C_IVT_Multiplier = set_by_RuntimeConfiguration.py
Work_Transit_Hesitance = set_by_RuntimeConfiguration.py
NonWork_Transit_Hesitance = set_by_RuntimeConfiguration.py
BART_Transit_Hesitance = set_by_RuntimeConfiguration.py
Rail_Transit_Hesitance = set_by_RuntimeConfiguration.py

Means_Based_Tolling_Q1Factor = set_by_RuntimeConfiguration.py
Means_Based_Tolling_Q2Factor = set_by_RuntimeConfiguration.py
Expand Down
4 changes: 2 additions & 2 deletions model-files/scripts/preprocess/RuntimeConfiguration.py
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Expand Up @@ -230,7 +230,7 @@ def config_mobility_params(params_filename, params_contents, for_logsums, replac

WorkTransitHesitance = float(get_property(params_filename, params_contents, "Work_Transit_Hesitance"))
NonWorkTransitHesitance = float(get_property(params_filename, params_contents, "NonWork_Transit_Hesitance"))
BARTTransitHesitance = float(get_property(params_filename, params_contents, "BART_Transit_Hesitance"))
RailTransitHesitance = float(get_property(params_filename, params_contents, "Rail_Transit_Hesitance"))

MeansBasedTollsQ1Factor = float(get_property(params_filename, params_contents, "Means_Based_Tolling_Q1Factor"))
MeansBasedTollsQ2Factor = float(get_property(params_filename, params_contents, "Means_Based_Tolling_Q2Factor"))
Expand Down Expand Up @@ -307,7 +307,7 @@ def config_mobility_params(params_filename, params_contents, for_logsums, replac

replacements[filepath]["(\nWork_Transit_Hesitance[ \t]*=[ \t]*)(\S*)"] = r"\g<1>%.2f" % WorkTransitHesitance
replacements[filepath]["(\nNonWork_Transit_Hesitance[ \t]*=[ \t]*)(\S*)"] = r"\g<1>%.2f" % NonWorkTransitHesitance
replacements[filepath]["(\nBART_Transit_Hesitance[ \t]*=[ \t]*)(\S*)"] = r"\g<1>%.2f" % BARTTransitHesitance
replacements[filepath]["(\nRail_Transit_Hesitance[ \t]*=[ \t]*)(\S*)"] = r"\g<1>%.2f" % RailTransitHesitance

replacements[filepath]["(\nMeans_Based_Tolling_Q1Factor[ \t]*=[ \t]*)(\S*)"] = r"\g<1>%.2f" % MeansBasedTollsQ1Factor
replacements[filepath]["(\nMeans_Based_Tolling_Q2Factor[ \t]*=[ \t]*)(\S*)"] = r"\g<1>%.2f" % MeansBasedTollsQ2Factor
Expand Down
2 changes: 1 addition & 1 deletion utilities/NextGenFwys/config_NGF_Round2/params_NoProject.properties
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Expand Up @@ -45,7 +45,7 @@ Bike_Infra_C_IVT_Multiplier = -28.1
# use values from 2023_TM160_IPA_42
Work_Transit_Hesitance = 100.0
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 75.0
Rail_Transit_Hesitance = 75.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
Expand Down
2 changes: 1 addition & 1 deletion utilities/RTP/config_RTP2025/params_2005.properties
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Expand Up @@ -35,7 +35,7 @@ Bike_Infra_C_IVT_Multiplier = 0
# A factor of 0 means no change
Work_Transit_Hesitance = 0.0
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 0.0
Rail_Transit_Hesitance = 0.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
Expand Down
6 changes: 3 additions & 3 deletions utilities/RTP/config_RTP2025/params_2015.properties
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Expand Up @@ -17,8 +17,8 @@ TRUCK_DISTRIB_LOS_TOLL_PART = 0.50
# It is specified as a logarithmic model wfh_rate = m * ln(household income) + b
# The formula is segmented and weighted by industry at the workplace TAZ
# These factors are applied on top of that by getting passed through to mtcTourBased.properties
WFH_FullTimeWorker_Factor = 0.323
WFH_PartTimeWorker_Factor = 0.831
WFH_FullTimeWorker_Factor = 0.34
WFH_PartTimeWorker_Factor = 0.84

# An additional constant in bike mode, to represent improvement in bike infrastructure
# Expressed in terms of "in-vehicle travel time equivalent"
Expand All @@ -36,7 +36,7 @@ Bike_Infra_C_IVT_Multiplier = 0
# A factor of 0 means no change
Work_Transit_Hesitance = 0.0
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 0.0
Rail_Transit_Hesitance = 0.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
Expand Down
8 changes: 4 additions & 4 deletions utilities/RTP/config_RTP2025/params_2023.properties
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Expand Up @@ -17,8 +17,8 @@ TRUCK_DISTRIB_LOS_TOLL_PART = 0.5
# It is specified as a logarithmic model wfh_rate = m * ln(household income) + b
# The formula is segmented and weighted by industry at the workplace TAZ
# These factors are applied on top of that by getting passed through to mtcTourBased.properties
WFH_FullTimeWorker_Factor = 1.04
WFH_PartTimeWorker_Factor = 0.94
WFH_FullTimeWorker_Factor = 0.88
WFH_PartTimeWorker_Factor = 0.77

# An additional constant in bike mode, to represent improvement in bike infrastructure
# Expressed in terms of "in-vehicle travel time equivalent"
Expand All @@ -34,9 +34,9 @@ Bike_Infra_C_IVT_Multiplier = 0
# E.g. A factor of -2 means 2 minutes of in-vehicle travel time is deducted from the utility, making transit more attractive
# E.g. A factor of 2 means an extra 2 minutes of in-vehicle travel time is added to the utility, making transit less attractive
# A factor of 0 means no change
Work_Transit_Hesitance = 83.3
Work_Transit_Hesitance = 50.0
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 72.0
Rail_Transit_Hesitance = 72.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
Expand Down
2 changes: 1 addition & 1 deletion utilities/RTP/config_RTP2025/params_2035_Blueprint.properties
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Expand Up @@ -44,7 +44,7 @@ Bike_Infra_C_IVT_Multiplier = -38.6
# use values from 2023_TM160_IPA_55
Work_Transit_Hesitance = 83.3
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 72.0
Rail_Transit_Hesitance = 72.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
Expand Down
2 changes: 1 addition & 1 deletion utilities/RTP/config_RTP2025/params_2035_IPA.properties
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Expand Up @@ -41,7 +41,7 @@ Bike_Infra_C_IVT_Multiplier = -28.1
# use values from 2023_TM160_IPA_42
Work_Transit_Hesitance = 100.0
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 75.0
Rail_Transit_Hesitance = 75.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
Expand Down
2 changes: 1 addition & 1 deletion utilities/RTP/config_RTP2025/params_2035_NoProject.properties
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Expand Up @@ -42,7 +42,7 @@ Bike_Infra_C_IVT_Multiplier = 0
# use values from 2023_TM160_IPA_55
Work_Transit_Hesitance = 83.3
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 72.0
Rail_Transit_Hesitance = 72.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
Expand Down
2 changes: 1 addition & 1 deletion utilities/RTP/config_RTP2025/params_2050_Blueprint.properties
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Expand Up @@ -43,7 +43,7 @@ Bike_Infra_C_IVT_Multiplier = -64.5
# use values from 2023_TM160_IPA_55
Work_Transit_Hesitance = 83.3
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 72.0
Rail_Transit_Hesitance = 72.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
Expand Down
2 changes: 1 addition & 1 deletion utilities/RTP/config_RTP2025/params_2050_NoProject.properties
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Expand Up @@ -41,7 +41,7 @@ Bike_Infra_C_IVT_Multiplier = 0
# use values from 2023_TM160_IPA_55
Work_Transit_Hesitance = 83.3
NonWork_Transit_Hesitance = 0.0
BART_Transit_Hesitance = 72.0
Rail_Transit_Hesitance = 72.0

# TNC availability adjustment
# An adjustment to the modal constant, expressed in terms of "in-vehicle travel time equivalent"
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