diff --git a/.gitignore b/.gitignore
index 3408a7e51..8fff5c352 100644
--- a/.gitignore
+++ b/.gitignore
@@ -19,3 +19,13 @@ utilities/RTP/Emissions/Off Model Calculators/Model Data*.csv
model-files/runtime/config/jppf-2.4/JPPF-2.4-application-template/classes/*
*.project
utilities/RTP/metrics/metrics*.csv
+.project
+core/cmf/common-base/.project
+core/cmf/common-daf-v2/.project
+core/models/censusdata/.project
+core/models/synpop/.project
+core/models/utils/.project
+core/projects/mtc/.project
+core/third-party/jppf-2.4/.project
+core/third-party/jppf-2.4/client/.project
+core/third-party/sqlitejdbc/.project
diff --git a/.project b/.project
index 2832df6d7..73bbf83fa 100644
--- a/.project
+++ b/.project
@@ -14,4 +14,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548961
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+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
+
diff --git a/core/cmf/common-base/.project b/core/cmf/common-base/.project
index af709841e..5d5e0b5ab 100644
--- a/core/cmf/common-base/.project
+++ b/core/cmf/common-base/.project
@@ -14,4 +14,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548373
+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
+
diff --git a/core/cmf/common-daf-v2/.project b/core/cmf/common-daf-v2/.project
index 20f3ededc..315cb8da4 100644
--- a/core/cmf/common-daf-v2/.project
+++ b/core/cmf/common-daf-v2/.project
@@ -15,4 +15,15 @@
org.eclipse.jdt.core.javanature
+
+
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+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
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diff --git a/core/models/censusdata/.project b/core/models/censusdata/.project
index ee8b9c604..bcf03b272 100644
--- a/core/models/censusdata/.project
+++ b/core/models/censusdata/.project
@@ -15,4 +15,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548234
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+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
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diff --git a/core/models/ctramp/.project b/core/models/ctramp/.project
index 262a6eb33..77ec28e38 100644
--- a/core/models/ctramp/.project
+++ b/core/models/ctramp/.project
@@ -15,4 +15,15 @@
org.eclipse.jdt.core.javanature
+
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+ 1722290548469
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+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
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diff --git a/core/models/reference/.project b/core/models/reference/.project
index 6e55446ab..975a61ac4 100644
--- a/core/models/reference/.project
+++ b/core/models/reference/.project
@@ -14,4 +14,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548807
+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
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diff --git a/core/models/synpop/.project b/core/models/synpop/.project
index a8de498b2..2a8063051 100644
--- a/core/models/synpop/.project
+++ b/core/models/synpop/.project
@@ -14,4 +14,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548920
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+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
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diff --git a/core/models/utils/.project b/core/models/utils/.project
index 03582f931..8e0582877 100644
--- a/core/models/utils/.project
+++ b/core/models/utils/.project
@@ -17,4 +17,15 @@
org.eclipse.jdt.core.javanature
+
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+ 1722290548995
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+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
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diff --git a/core/projects/mtc/.project b/core/projects/mtc/.project
index dbdb57402..50061801c 100644
--- a/core/projects/mtc/.project
+++ b/core/projects/mtc/.project
@@ -16,4 +16,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548721
+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
+
diff --git a/core/third-party/jexcelapi/.project b/core/third-party/jexcelapi/.project
index f9e88f62d..18c75fde5 100644
--- a/core/third-party/jexcelapi/.project
+++ b/core/third-party/jexcelapi/.project
@@ -14,4 +14,15 @@
org.eclipse.jdt.core.javanature
+
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+ 1722290548595
+
+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
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diff --git a/core/third-party/jppf-2.4/.project b/core/third-party/jppf-2.4/.project
index 6ecb5a78e..058983e9e 100644
--- a/core/third-party/jppf-2.4/.project
+++ b/core/third-party/jppf-2.4/.project
@@ -14,4 +14,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548644
+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
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diff --git a/core/third-party/jppf-2.4/admin/.project b/core/third-party/jppf-2.4/admin/.project
index 6f3a5e094..4d8863714 100644
--- a/core/third-party/jppf-2.4/admin/.project
+++ b/core/third-party/jppf-2.4/admin/.project
@@ -20,4 +20,15 @@
org.eclipse.jdt.core.javanature
net.sf.eclipsecs.core.CheckstyleNature
+
+
+ 1722290548184
+
+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
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diff --git a/core/third-party/jppf-2.4/client/.project b/core/third-party/jppf-2.4/client/.project
index 8ec7ea77a..b31a08025 100644
--- a/core/third-party/jppf-2.4/client/.project
+++ b/core/third-party/jppf-2.4/client/.project
@@ -20,4 +20,15 @@
org.eclipse.jdt.core.javanature
net.sf.eclipsecs.core.CheckstyleNature
+
+
+ 1722290548285
+
+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
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diff --git a/core/third-party/jppf-2.4/common/.project b/core/third-party/jppf-2.4/common/.project
index b17dd6fbf..a07e95575 100644
--- a/core/third-party/jppf-2.4/common/.project
+++ b/core/third-party/jppf-2.4/common/.project
@@ -20,4 +20,15 @@
org.eclipse.jdt.core.javanature
net.sf.eclipsecs.core.CheckstyleNature
+
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+ 1722290548335
+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
+
diff --git a/core/third-party/jppf-2.4/demo/.project b/core/third-party/jppf-2.4/demo/.project
index be018fce8..adfb16e96 100644
--- a/core/third-party/jppf-2.4/demo/.project
+++ b/core/third-party/jppf-2.4/demo/.project
@@ -20,4 +20,15 @@
org.eclipse.jdt.core.javanature
net.sf.eclipsecs.core.CheckstyleNature
+
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+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
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diff --git a/core/third-party/jppf-2.4/jca-client/.project b/core/third-party/jppf-2.4/jca-client/.project
index ce8e4f105..51d6a11b3 100644
--- a/core/third-party/jppf-2.4/jca-client/.project
+++ b/core/third-party/jppf-2.4/jca-client/.project
@@ -20,4 +20,15 @@
org.eclipse.jdt.core.javanature
net.sf.eclipsecs.core.CheckstyleNature
+
+
+ 1722290548558
+
+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
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diff --git a/core/third-party/jppf-2.4/node/.project b/core/third-party/jppf-2.4/node/.project
index 58d2b830e..4be985d9f 100644
--- a/core/third-party/jppf-2.4/node/.project
+++ b/core/third-party/jppf-2.4/node/.project
@@ -20,4 +20,15 @@
org.eclipse.jdt.core.javanature
net.sf.eclipsecs.core.CheckstyleNature
+
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+ 1722290548767
+
+ 30
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+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
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diff --git a/core/third-party/jppf-2.4/server/.project b/core/third-party/jppf-2.4/server/.project
index 1d7cc14d6..7da8c4619 100644
--- a/core/third-party/jppf-2.4/server/.project
+++ b/core/third-party/jppf-2.4/server/.project
@@ -20,4 +20,15 @@
org.eclipse.jdt.core.javanature
net.sf.eclipsecs.core.CheckstyleNature
+
+
+ 1722290548852
+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
+
diff --git a/core/third-party/logging-log4j-1.2.9/.project b/core/third-party/logging-log4j-1.2.9/.project
index d4a91e72a..4e58ddc17 100644
--- a/core/third-party/logging-log4j-1.2.9/.project
+++ b/core/third-party/logging-log4j-1.2.9/.project
@@ -14,4 +14,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548687
+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
+
diff --git a/core/third-party/sqlitejdbc/.project b/core/third-party/sqlitejdbc/.project
index 650ffb3d3..11a211340 100644
--- a/core/third-party/sqlitejdbc/.project
+++ b/core/third-party/sqlitejdbc/.project
@@ -14,4 +14,15 @@
org.eclipse.jdt.core.javanature
+
+
+ 1722290548887
+
+ 30
+
+ org.eclipse.core.resources.regexFilterMatcher
+ node_modules|\.git|__CREATED_BY_JAVA_LANGUAGE_SERVER__
+
+
+
diff --git a/utilities/NextGenFwys/ModelRuns_Round2.xlsx b/utilities/NextGenFwys/ModelRuns_Round2.xlsx
index 1c8d2f63e..95685551e 100644
Binary files a/utilities/NextGenFwys/ModelRuns_Round2.xlsx and b/utilities/NextGenFwys/ModelRuns_Round2.xlsx differ
diff --git a/utilities/NextGenFwys/metrics/Additional Scripts/ngfs_corridor_map_data.py b/utilities/NextGenFwys/metrics/Additional Scripts/ngfs_corridor_map_data.py
index 8212b8c4f..d30090731 100644
--- a/utilities/NextGenFwys/metrics/Additional Scripts/ngfs_corridor_map_data.py
+++ b/utilities/NextGenFwys/metrics/Additional Scripts/ngfs_corridor_map_data.py
@@ -111,6 +111,8 @@ def calculate_travel_time_and_return_weighted_sum_across_corridors(tm_runid, yea
# filter df for minor groupings (travel time)
minor_group_am_df = tm_ab_ctim_df.copy().loc[tm_ab_ctim_df['Grouping minor_AMPM'] == i+'_AM']
minor_group_am = sum_grouping(minor_group_am_df.loc[tm_loaded_network_df['USEAM'] == 1],'AM')
+ #minor_group_am = sum_grouping(minor_group_am_df.loc[(tm_loaded_network_df['USEAM'] == 1) & (tm_loaded_network_df['USEAM'] == 4)],'AM')
+
metrics_dict[tm_runid,metric_id,'extra',i,'%s_AM_travel_time' % i, year] = minor_group_am
# add vmt to metric dict
@@ -170,7 +172,7 @@ def calculate_map_data(tm_runid, year, tm_loaded_network_df, representative_link
# define base run inputs
# # base year run for comparisons (no project)
# ______load no project network to use for speed comparisons in vmt corrections______
-tm_runid_base = "2035_TM160_NGF_r2_NoProject_04"
+tm_runid_base = "2035_TM160_NGF_r2_NoProject_06"
tm_run_location_base = os.path.join(NGFS_SCENARIOS, tm_runid_base)
# tm_run_location_base = os.path.join(NGFS_SCENARIOS, run4)
# tm_runid_base = run4
diff --git a/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks.csv b/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks.csv
index 7dbfc2c46..a5bd023a4 100644
--- a/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks.csv
+++ b/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks.csv
@@ -1,21 +1,73 @@
A,B,Parallel_Corridor
+1601,8838,Periphery_80Solano_PM
+1601,8844,Periphery_80Solano_AM
+1604,8849,Periphery_80Solano_PM
+1604,11966,Periphery_80Solano_AM
+1605,8838,Periphery_80Solano_AM
+1605,11790,Periphery_80Solano_PM
1608,1616,Periphery_SR4_AM
1608,8015,Periphery_SR4_PM
1609,1610,Periphery_SR4_PM
1609,8015,Periphery_SR4_AM
1610,1609,Periphery_SR4_AM
1610,1639,Periphery_SR4_PM
+1613,1629,Periphery_SR4_PM
+1613,8023,Periphery_SR4_AM
+1614,8028,Periphery_SR4_AM
+1614,11570,Periphery_SR4_PM
1616,1608,Periphery_SR4_PM
1616,15953,Periphery_SR4_AM
-1633,1639,EastBay_68024980_AM
-1638,1801,EastBay_68024980_PM
-1638,3535,EastBay_68024980_AM
+1629,1613,Periphery_SR4_AM
+1632,1649,Periphery_SR4_AM
+1632,7780,Periphery_SR4_PM
+1638,1801,Periphery_SR4_PM
+1638,1809,Periphery_SR4_PM
+1638,3535,Periphery_SR4_AM
1639,1610,Periphery_SR4_AM
-1639,1633,EastBay_68024980_PM
-1639,1801,EastBay_68024980_AM
+1639,1801,Periphery_SR4_AM
1639,1811,Periphery_SR4_PM
-1801,1638,EastBay_68024980_AM
-1801,1639,EastBay_68024980_PM
+1644,1647,Periphery_SR4_PM
+1644,7780,Periphery_SR4_AM
+1645,1646,Periphery_SR4_AM
+1645,1669,Periphery_SR4_PM
+1646,1645,Periphery_SR4_PM
+1646,1647,Periphery_SR4_AM
+1647,1644,Periphery_SR4_AM
+1647,1646,Periphery_SR4_PM
+1648,1663,Periphery_SR4_PM
+1648,1809,Periphery_SR4_AM
+1649,1632,Periphery_SR4_PM
+1649,11572,Periphery_SR4_AM
+1657,1686,Periphery_SR4_AM
+1657,2392,Periphery_SR4_PM
+1663,1648,Periphery_SR4_AM
+1663,1818,Periphery_SR4_PM
+1669,1645,Periphery_SR4_AM
+1669,1876,Periphery_SR4_PM
+1672,2417,EastBay_Outer80_PM
+1672,2484,EastBay_Outer80_AM
+1686,1657,Periphery_SR4_PM
+1686,1818,Periphery_SR4_AM
+1689,1691,Periphery_SR4_AM
+1689,2392,Periphery_SR4_AM
+1689,2439,Periphery_SR4_PM
+1691,1689,Periphery_SR4_PM
+1691,1842,Periphery_SR4_PM
+1701,1860,Periphery_SR4_PM
+1701,2439,Periphery_SR4_AM
+1709,1859,Periphery_SR4_AM
+1709,7777,Periphery_SR4_AM
+1709,10690,Periphery_SR4_PM
+1709,15956,Periphery_SR4_PM
+1728,1729,Periphery_SR4_AM
+1728,2108,Periphery_SR4_PM
+1729,1728,Periphery_SR4_PM
+1729,7909,Periphery_SR4_AM
+1729,15953,Periphery_SR4_PM
+1801,1638,Periphery_SR4_AM
+1801,1639,Periphery_SR4_PM
+1809,1638,Periphery_SR4_AM
+1809,1648,Periphery_SR4_PM
1811,1639,Periphery_SR4_AM
1811,1812,Periphery_SR4_PM
1812,1811,Periphery_SR4_AM
@@ -25,9 +77,44 @@
1815,1814,Periphery_SR4_AM
1815,1816,Periphery_SR4_PM
1816,1815,Periphery_SR4_AM
+1818,1663,Periphery_SR4_AM
+1818,1686,Periphery_SR4_PM
+1823,1824,EastBay_68024980_PM
+1823,1831,EastBay_68024980_AM
+1824,1823,EastBay_68024980_AM
+1824,1867,EastBay_68024980_PM
+1831,1823,EastBay_68024980_PM
+1842,1691,Periphery_SR4_AM
+1842,8013,Periphery_SR4_AM
+1859,1709,Periphery_SR4_PM
+1859,1860,Periphery_SR4_AM
+1860,1701,Periphery_SR4_AM
+1860,1859,Periphery_SR4_PM
+1865,1867,EastBay_68024980_AM
+1865,1873,EastBay_68024980_PM
+1867,1824,EastBay_68024980_AM
+1867,1865,EastBay_68024980_PM
+1873,1865,EastBay_68024980_AM
+1873,8161,EastBay_68024980_PM
+1876,1669,Periphery_SR4_AM
+1876,7734,Periphery_SR4_PM
+1920,1925,EastBay_68024980_PM
+1920,1954,EastBay_68024980_AM
+1925,1920,EastBay_68024980_AM
+1925,1932,EastBay_68024980_PM
+1926,8222,EastBay_68024980_PM
+1927,1936,EastBay_68024980_PM
+1927,8164,EastBay_68024980_AM
+1931,2311,EastBay_Outer80_PM
1931,11535,EastBay_Outer80_AM
-1953,1956,EastBay_68024980_PM
-1956,1953,EastBay_68024980_AM
+1932,1925,EastBay_68024980_AM
+1932,2076,EastBay_68024980_PM
+1936,1927,EastBay_68024980_AM
+1936,1939,EastBay_68024980_PM
+1939,1936,EastBay_68024980_AM
+1939,1940,EastBay_68024980_PM
+1940,1939,EastBay_68024980_AM
+1954,1920,EastBay_68024980_PM
1956,8149,EastBay_68024980_PM
1957,1970,EastBay_68024980_PM
1957,8149,EastBay_68024980_AM
@@ -37,6 +124,8 @@
1975,8141,EastBay_68024980_PM
1976,1981,EastBay_68024980_PM
1976,8141,EastBay_68024980_AM
+1979,2080,EastBay_68024980_AM
+1979,8127,EastBay_68024980_PM
1981,1976,EastBay_68024980_AM
1981,1987,EastBay_68024980_PM
1985,8056,EastBay_68024980_PM
@@ -45,82 +134,604 @@
1987,10331,EastBay_68024980_PM
1998,8050,EastBay_68024980_PM
1998,8056,EastBay_68024980_AM
-2004,2005,EastBay_68024980_PM
-2004,8050,EastBay_68024980_AM
-2005,2004,EastBay_68024980_AM
-2005,8051,EastBay_68024980_PM
+2004,2005,Periphery_SR4_PM
+2004,8050,Periphery_SR4_AM
+2005,2004,Periphery_SR4_AM
+2005,8051,Periphery_SR4_PM
+2012,8088,EastBay_68024980_AM
+2012,10526,EastBay_68024980_PM
+2045,2067,EastBay_68024980_AM
+2045,8099,EastBay_68024980_PM
+2050,2054,EastBay_68024980_AM
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+2052,8120,EastBay_68024980_AM
+2054,2050,EastBay_68024980_PM
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+2055,8123,EastBay_68024980_AM
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+2060,2123,Periphery_SR4_PM
+2060,7945,Periphery_SR4_AM
+2062,2050,EastBay_68024980_AM
+2062,8088,EastBay_68024980_PM
+2067,2045,EastBay_68024980_PM
+2067,2099,EastBay_68024980_AM
+2076,1932,EastBay_68024980_AM
+2076,2084,EastBay_68024980_PM
+2079,2084,EastBay_68024980_AM
+2079,2088,EastBay_68024980_PM
+2080,1979,EastBay_68024980_PM
+2080,11568,EastBay_68024980_AM
+2084,2076,EastBay_68024980_AM
+2084,2079,EastBay_68024980_PM
+2087,2415,EastBay_68024980_PM
+2087,8156,EastBay_68024980_AM
+2088,2079,EastBay_68024980_AM
+2088,2099,EastBay_68024980_PM
+2097,8099,EastBay_68024980_AM
+2099,2067,EastBay_68024980_PM
+2099,2088,EastBay_68024980_AM
+2108,1728,Periphery_SR4_AM
+2123,2060,Periphery_SR4_AM
+2177,2479,EastBay_Outer80_AM
+2209,2225,EastBay_Outer80_PM
+2209,2233,EastBay_Outer80_AM
+2225,2209,EastBay_Outer80_AM
+2225,2230,EastBay_Outer80_PM
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diff --git a/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks_FullSet.csv b/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks_FullSet.csv
new file mode 100644
index 000000000..39f9950e5
--- /dev/null
+++ b/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks_FullSet.csv
@@ -0,0 +1,3692 @@
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diff --git a/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks_SmallSet.csv b/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks_SmallSet.csv
new file mode 100644
index 000000000..7dbfc2c46
--- /dev/null
+++ b/utilities/NextGenFwys/metrics/Metrics_Round2/Input Files/ParallelArterialLinks_SmallSet.csv
@@ -0,0 +1,892 @@
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diff --git a/utilities/NextGenFwys/metrics/Metrics_Round2/Safe1_run_fatalities_Rscript.py b/utilities/NextGenFwys/metrics/Metrics_Round2/Safe1_run_fatalities_Rscript.py
index e56680e54..f14b82a3f 100644
--- a/utilities/NextGenFwys/metrics/Metrics_Round2/Safe1_run_fatalities_Rscript.py
+++ b/utilities/NextGenFwys/metrics/Metrics_Round2/Safe1_run_fatalities_Rscript.py
@@ -30,7 +30,7 @@
SAFETY_CALC_SCRIPT = "X:\\travel-model-one-master\\utilities\\RTP\\metrics\\VZ_safety_calc_correction_v2.R"
# No Project Pathway
-NO_PROJECT_PATHWAY = "2035_TM160_NGF_r2_NoProject_04"
+NO_PROJECT_PATHWAY = "2035_TM160_NGF_r2_NoProject_06"
# These calculations are complex enough that a debug log file would be helpful to track what's happening
LOG_FILE = "Safe1_run_fatalities_Rscript.log" # in the cwd
LOGGER = None # will initialize in main
diff --git a/utilities/RTP/Emissions/Off Model Calculators/data/input/IPA_TM2/ModelData/Model Data - Bikeshare.csv b/utilities/RTP/Emissions/Off Model Calculators/data/input/IPA_TM2/ModelData/Model Data - Bikeshare.csv
new file mode 100644
index 000000000..a16aa9875
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/data/input/IPA_TM2/ModelData/Model Data - Bikeshare.csv
@@ -0,0 +1,38 @@
+Output by X:/travel-model-one-master/utilities/RTP/Emissions/Off Model Calculators/BikeShare.R on Thu Feb 01 10:43:17 2024
+"index","year","category","directory","variable","value"
+"2005-SB375 Base year-total_employment",2005,"SB375 Base year","2005_TM160_IPA_02","total_employment",3575933
+"2005-SB375 Base year-total_population",2005,"SB375 Base year","2005_TM160_IPA_02","total_population",7096469
+"2015-Previous base year-total_employment",2015,"Previous base year","2015_TM160_IPA_03","total_employment",3861318
+"2015-Previous base year-total_population",2015,"Previous base year","2015_TM160_IPA_03","total_population",7581396
+"2023-Base year-total_employment",2023,"Base year","2023_TM160_IPA_42","total_employment",4064307
+"2023-Base year-total_population",2023,"Base year","2023_TM160_IPA_42","total_population",7847766
+"2025-Previous Plan-total_employment",2025,"Previous Plan","2025_TM152_FBP_Plus_22","total_employment",4147691
+"2025-Previous Plan-total_population",2025,"Previous Plan","2025_TM152_FBP_Plus_22","total_population",8231265
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_09","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_09_minusModePref","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_09_PBA50aoc","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_09_PBA50ixex","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_09_PBA50landuse","total_employment",4834513
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_10","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_10_plusEN7","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_11","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_11_network2023","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_12","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_14","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_15","total_employment",4854742
+"2035-IPA-total_employment",2035,"IPA","2035_TM160_IPA_16","total_employment",4854742
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_09","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_09_minusModePref","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_09_PBA50aoc","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_09_PBA50ixex","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_09_PBA50landuse","total_population",9002950
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_10","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_10_plusEN7","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_11","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_11_network2023","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_12","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_14","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_15","total_population",8476332
+"2035-IPA-total_population",2035,"IPA","2035_TM160_IPA_16","total_population",8476332
+"2035-Previous Plan-total_employment",2035,"Previous Plan","2035_TM152_FBP_Plus_24","total_employment",4834513
+"2035-Previous Plan-total_population",2035,"Previous Plan","2035_TM152_FBP_Plus_24","total_population",9002950
diff --git a/utilities/RTP/Emissions/Off Model Calculators/data/input/IPA_TM2/PBA50+ Off-Model Calculators/PBA50+_OffModel_Bikeshare.xlsx b/utilities/RTP/Emissions/Off Model Calculators/data/input/IPA_TM2/PBA50+ Off-Model Calculators/PBA50+_OffModel_Bikeshare.xlsx
new file mode 100644
index 000000000..65f5dd71c
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/data/input/IPA_TM2/PBA50+ Off-Model Calculators/PBA50+_OffModel_Bikeshare.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/__init__.py b/utilities/RTP/Emissions/Off Model Calculators/helper/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/bshare.py b/utilities/RTP/Emissions/Off Model Calculators/helper/bshare.py
new file mode 100644
index 000000000..0a08d726b
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/bshare.py
@@ -0,0 +1,86 @@
+import openpyxl
+import pandas as pd
+
+from helper.calcs import OffModelCalculator
+
+class Bikeshare(OffModelCalculator):
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.masterWbName="PBA50+_OffModel_Bikeshare"
+ self.dataFileName="Model Data - Bikeshare"
+ self.strategy="bike share"
+ self.metaRow=1
+ self.dataRow=1
+
+ def write_runid_to_mainsheet(self):
+ # get variables location in calculator
+ OffModelCalculator.get_variable_locations(self)
+
+ # add run_id to 'Main sheet'
+ newWorkbook = openpyxl.load_workbook(self.new_workbook_file)
+ mainsheet = newWorkbook['Main sheet']
+
+ # Select Main sheet variables
+ vMS=self.v['Main sheet']
+
+ # Write run name and year
+ mainsheet[vMS['Run_directory_2035']] = OffModelCalculator.get_ipa(self, 0)[0]
+ mainsheet[vMS['Run_directory_2050']] = OffModelCalculator.get_ipa(self, 1)[0]
+ mainsheet[vMS['year_a']] = OffModelCalculator.get_ipa(self, 0)[1]
+ mainsheet[vMS['year_b']] = OffModelCalculator.get_ipa(self, 1)[1]
+
+ # save file
+ newWorkbook.save(self.new_workbook_file)
+ newWorkbook.close()
+
+ if self.verbose:
+ print(f"Main sheet updated with {self.runs} in location\n{self.new_workbook_file}")
+
+ def get_calculator_names(self):
+ log=pd.read_excel(self.master_workbook_file
+ , sheet_name='Output'
+ , header=[1]
+ , skiprows=0
+ )
+
+ return log.columns.tolist()[3:]
+
+ def update_calculator(self):
+
+ # Step 1: Create run and copy files
+ OffModelCalculator.copy_workbook(self)
+
+ # Step 2: load and filter model data of selected runs
+ modelData, metaData=OffModelCalculator.get_model_data(self)
+
+ # Step 3: add model data of selected runs to 'Model Data' sheet
+ OffModelCalculator.write_model_data_to_excel(self,modelData,metaData)
+
+ # Step 4:
+ self.write_runid_to_mainsheet()
+
+ # Step 5: open close new wb
+ OffModelCalculator.open_excel_app(self)
+
+ # Step 6: update log
+ logVariables=self.get_calculator_names()
+ OffModelCalculator.log_run(self,logVariables)
+
+ def update_summary_file(self, summaryPath, folderName):
+ df=pd.read_csv(summaryPath)
+ row={
+ 'year': [2035, 2050],
+ 'daily_vehTrip_reduction': [self.rowDict['Out_bikeshare_trips_2035'][0],
+ self.rowDict['Out_bikeshare_trips_2050'][0]],
+ 'daily_vmt_reduction':[self.rowDict['Out_daily_VMT_reduced_2035'][0],
+ self.rowDict['Out_daily_VMT_reduced_2050'][0]],
+ 'daily_ghg_reduction':[self.rowDict['Out_daily_GHG_reduced_2035'][0],
+ self.rowDict['Out_daily_GHG_reduced_2050'][0]],
+ 'strategy':[self.strategy,self.strategy],
+ 'directory':[folderName,folderName],
+ }
+
+ df_new=pd.DataFrame(row, index=None)
+ df=pd.concat([df,df_new], ignore_index=True)
+ df.to_csv(summaryPath, index=False)
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/calcs.py b/utilities/RTP/Emissions/Off Model Calculators/helper/calcs.py
new file mode 100644
index 000000000..31aa7758d
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/calcs.py
@@ -0,0 +1,270 @@
+import shutil
+import pandas as pd
+import re
+import win32com.client
+import os
+import openpyxl
+import time
+
+
+from helper import common
+
+
+class OffModelCalculator:
+ """
+ Off-model calculator general methods to copy, update, and output results
+ given two specific model_run_id_year (input).
+
+ Attributes:
+ runs: input model_run_id_year in model data input file.
+ pathType: where to look for directories. Mtc points to box absolute paths. External to repo relative paths.
+ modelDataPath: string, absolute path to model data directory.
+ masterFilePath: string, absolute path to offModelCalculators directory.
+ masterWbName: string, name of offModelCalculator of interest (e.g. bikeshare)
+ dataFileName: string, name of model data file (input).
+ verbose: print each method calculations.
+ varsDir: master file with all variable locations in all OffModelCalculators.
+ v: dictionary, all variable names and values for the OffModelCalculator chosen.
+ """
+
+ def __init__(self, model_run_id, directory, uid, verbose=False):
+ self.uid=uid
+ self.runs = [model_run_id[0], model_run_id[1]]
+ self.pathType=directory
+ self.modelDataPath, self.masterFilePath = common.get_directory_constants(self.pathType)
+ self.masterWbName=""
+ self.dataFileName=""
+ self.baselineDir=None
+ self.verbose=verbose
+ self.varsDir=common.get_vars_directory(self.pathType)
+
+ def copy_workbook(self):
+ # Start run
+ self.newWbFilePath=common.createNewRun(self)
+
+ # make a copy of the workbook
+ self.master_workbook_file = os.path.join(self.masterFilePath,f"{self.masterWbName}.xlsx")
+ self.new_workbook_file = os.path.join(self.newWbFilePath,f"{self.masterWbName}__{self.runs[0]}__{self.runs[1]}.xlsx")
+
+
+ shutil.copy2(self.master_workbook_file, self.new_workbook_file)
+
+ if self.verbose:
+ print(self.master_workbook_file)
+ print(self.new_workbook_file)
+
+ # return self.new_workbook_file
+
+ def get_model_metadata(self):
+
+ metaData=pd.read_csv(
+ os.path.join(self.modelDataPath,f"{self.dataFileName}.csv"),
+ nrows=self.metaRow,
+ header=None)
+
+ if self.verbose:
+ print(f"Model Data (R Script) metadata:\n{metaData.columns[0]}")
+
+ return metaData
+
+ def get_model_data(self):
+ # Get Model Data as df
+ rawData=pd.read_csv(
+ os.path.join(self.modelDataPath,f"{self.dataFileName}.csv"),
+ skiprows=self.dataRow)
+
+ filteredData=rawData.loc[rawData.directory.isin(self.runs+[self.baselineDir])]
+ # Get metadata from model data
+ metaData=OffModelCalculator.get_model_metadata(self)
+
+ if self.verbose:
+ print("Unique directories:")
+ print(rawData['directory'].unique())
+
+ return filteredData, metaData
+
+ def get_sb_data(self):
+ sbPath=common.get_paths(self.pathType)
+ return pd.read_csv(sbPath['SB375'])
+
+ def get_ipa(self, arg):
+ name=self.runs[arg]
+ pattern = r"(\d{4})_(TM\d{3})_(.*)"
+ matches = re.search(pattern, name)
+
+ if matches:
+ ipa = matches.group(3)
+ year = matches.group(1)
+
+ if self.verbose:
+ print(ipa)
+
+ return [ipa, int(year)]
+
+ def write_sbdata_to_excel(self):
+ # add sb375 data
+ data=OffModelCalculator.get_sb_data(self)
+ sbData=data.T.loc[['Year','Population', 'DailyCO2','RunID']]
+ with pd.ExcelWriter(self.new_workbook_file, engine='openpyxl', mode = 'a'
+ , if_sheet_exists = 'overlay'
+ ) as writer:
+ sbData.to_excel(writer,
+ sheet_name='SB 375 Calcs',
+ index=False,
+ startcol=1,
+ header=False)
+
+ if self.verbose:
+ print("Copied SB375 data to excel.")
+
+ def write_model_data_to_excel(self, data, meta):
+
+ with pd.ExcelWriter(self.new_workbook_file, engine='openpyxl', mode = 'a', if_sheet_exists = 'replace') as writer:
+ # add metadata
+ meta=pd.DataFrame(meta)
+ meta.to_excel(writer,
+ sheet_name='Model Data',
+ index=False,
+ header=False,
+ startrow=0, startcol=0)
+
+ with pd.ExcelWriter(self.new_workbook_file, engine='openpyxl', mode = 'a', if_sheet_exists = 'overlay') as writer:
+ # add model data
+ # this only works with pandas=1.4.3 or later; in earlier version, it will not overwrite sheet, but add new one with sheet name 'Model Data1'
+ data.to_excel(writer,
+ sheet_name='Model Data',
+ index=False,
+ startrow=self.metaRow, startcol=0)
+
+ OffModelCalculator.write_sbdata_to_excel(self)
+
+ if self.verbose:
+ print(f"Metadata: {meta}")
+
+ def get_variable_locations(self):
+
+ allVars=pd.read_excel(self.varsDir)
+ calcVars=allVars.loc[allVars.Workbook.isin([self.masterWbName])].drop(columns=['Workbook','Description'])
+ groups=set(calcVars.Sheet)
+ self.v={}
+ for group in groups:
+ self.v.setdefault(group,dict())
+ self.v[group]=dict(zip(calcVars['Variable Name'],calcVars['Location']))
+
+ if self.verbose:
+ print("Calculator variables and locations in Excel:")
+ print(self.v)
+
+ ## Step 5: open/close Excel, autosave
+ def open_excel_app(self):
+
+ self.updated_workbook_file=os.path.join(self.newWbFilePath,
+ f"{self.uid.replace(':','--')}__{self.masterWbName}.xlsx")
+
+ excel = win32com.client.Dispatch("Excel.Application")
+ wb = excel.Workbooks.Open(self.new_workbook_file)
+ excel.Visible=True
+ wb.RefreshAll()
+ wb.SaveAs(self.updated_workbook_file)
+ wb.Close()
+
+ # Remove old file
+ print(f"Trying to remove {self.masterWbName}")
+ timesTried=0
+ while True:
+ try:
+ os.remove(self.new_workbook_file)
+ print("Removed")
+ break
+ except:
+ timesTried+=1
+ if timesTried<3:
+ time.sleep(8)
+ print("retries: ",timesTried)
+ else:
+ print("cannot remove old file.")
+ break
+
+ ##Step 6: log runs in master
+ def extract_data_from_mainsheet(self, vNames):
+ # Select Main sheet variables
+ vMS=self.v['Main sheet']
+
+ # open main sheet
+ newWorkbook = openpyxl.load_workbook(self.updated_workbook_file,data_only=True)
+ mainsheet = newWorkbook['Main sheet']
+
+ # collect data of interest
+ data=[]
+ data+=[self.uid,self.runs[0],self.runs[1]]
+ for metric in vNames:
+ try:
+ data.append(mainsheet[vMS[metric]].value)
+ if self.verbose:
+ print(f"Metric: {metric}\nlocation:{vMS[metric]}\nValue: {mainsheet[vMS[metric]].value}")
+
+ except:
+ print(f"{metric} Not found.")
+ pass
+
+ vNames=['Timestamp','Baseline Run ID','Horizon Run ID']+vNames
+ self.rowDict=dict(map(lambda i,j : (i,[j]) , vNames,data))
+
+ # open output sheet
+ log=pd.DataFrame(self.rowDict)
+
+ return log
+
+ def check_last_log_index(self):
+ last_entry=pd.read_excel(self.master_workbook_file
+ , sheet_name='Output'
+ , header=[1]
+ , usecols=[0]
+ , skiprows=0
+ )
+ if self.verbose:
+ print(f"Length of log: {len(last_entry)}")
+
+ return len(last_entry)
+
+ def get_calculator_names(self):
+ log=pd.read_excel(self.master_workbook_file
+ , sheet_name='Output'
+ , header=[1]
+ , skiprows=0
+ )
+
+ return log.columns.tolist()[3:]
+
+ def log_run(self, vNames):
+
+ dataTolog=self.extract_data_from_mainsheet(vNames)
+ logLength=self.check_last_log_index()
+
+ with pd.ExcelWriter(self.master_workbook_file, engine='openpyxl', mode = 'a', if_sheet_exists = 'overlay') as writer:
+ # add log to main calc
+ dataTolog.to_excel(writer,
+ sheet_name='Output',
+ index=False,
+ header=False,
+ startrow=logLength+2)
+
+ def initialize_summary_file(self, outputPath):
+
+ # Create empty summary csv
+ header=['year','daily_vehTrip_reduction','daily_vmt_reduction',
+ 'daily_ghg_reduction','strategy','directory']
+ df=pd.DataFrame(columns=header)
+ df.to_csv(outputPath, index=False)
+
+ def create_output_summary_path(self,baseRun):
+ summaryPath=os.path.join(
+ self.paths['OFF_MODEL_CALCULATOR_DIR_OUTPUT']
+ , self.uid.replace(':','--')
+ , f"off_model_summary_by_strategy_{baseRun}.csv")
+
+ return summaryPath
+
+
+
+
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/common.py b/utilities/RTP/Emissions/Off Model Calculators/helper/common.py
new file mode 100644
index 000000000..24a231a87
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/common.py
@@ -0,0 +1,123 @@
+import os
+
+def get_paths(dirType):
+ """
+ dirType='mtc'
+ Import the absolute paths used within the MTC team.
+ E.g. links to box or other local directories.
+
+ dirType='external'
+ Import relative paths from repo pointing to sample folders.
+ """
+ if dirType=='mtc':
+ # Input data paths
+ box_dir = r'C:\Users\{}\Box\Plan Bay Area 2050+\Blueprint\Off-Model\PBA50+ Off-Model'\
+ .format(os.environ.get('USERNAME'))
+ model_data_box_dir = os.path.join(box_dir, 'model_data_all')
+
+ # Models
+ off_model_calculator_dir = os.path.join(
+ box_dir, 'DBP_v2', 'PBA50+ Off-Model Calculators')
+
+ # Outputs
+ off_model_calculator_dir_output = off_model_calculator_dir
+
+ # Variables locations
+ vars=os.path.join(off_model_calculator_dir, "Variable_locations.xlsx")
+
+ sb_dir=os.path.join(off_model_calculator_dir,
+ "SB375_data.csv")
+
+
+ elif dirType=='external':
+
+ abs_dirname=os.path.join(os.path.dirname(__file__),"..")
+ # Input data paths
+ box_dir = os.path.join(abs_dirname,
+ r"data\input\IPA_TM2")
+
+ model_data_box_dir = os.path.join(box_dir,"ModelData")
+
+ # Models
+ off_model_calculator_dir = os.path.join(abs_dirname,
+ "models")
+
+ # Output
+ off_model_calculator_dir_output = os.path.join(abs_dirname,
+ r"data\output")
+
+ # Variables locations
+ vars=os.path.join(abs_dirname,
+ r"models\Variable_locations.xlsx")
+
+ sb_dir=os.path.join(abs_dirname,
+ r"models\SB375_data.csv")
+
+ else:
+ raise ValueError("-d can be either mtc or external")
+
+ return {'BOX_DIR': box_dir,
+ 'MODEL_DATA_BOX_DIR':model_data_box_dir,
+ 'OFF_MODEL_CALCULATOR_DIR':off_model_calculator_dir,
+ 'OFF_MODEL_CALCULATOR_DIR_OUTPUT':off_model_calculator_dir_output,
+ 'VARS':vars,
+ 'SB375':sb_dir,
+ }
+
+
+def get_directory_constants(dirType):
+ '''
+ This function extracts the corresponding relative or absolute paths
+ used in the external or mtc options.
+ '''
+ # directory file paths (input, models)
+ paths=get_paths(dirType)
+
+ return paths['MODEL_DATA_BOX_DIR'], paths['OFF_MODEL_CALCULATOR_DIR']
+
+def get_vars_directory(dirType):
+ # directory file paths (variable locations)
+ paths=get_paths(dirType)
+
+ return paths['VARS']
+
+def getNextFilePath(output_folder, run):
+ """
+ This method checks for folders with the same name.
+ If the folder exists, provides the next number in the sequence.
+ """
+
+ lastRunId=0
+ for f in os.listdir(output_folder):
+ fileNameList=f.split("__")
+ if f"{fileNameList[0]}__{fileNameList[1]}"== run:
+ if int(fileNameList[2])>lastRunId:
+ lastRunId=int(fileNameList[2])
+
+ else:
+ continue
+
+ return lastRunId + 1
+
+def createNewRun(c, verbose=False):
+ """
+ Given the two model_run_id_year selected, an output folder is created.
+ In this folder, outputs will be saved.
+ If the output folder already exists, a sequence is created
+ to differentiate outputs.
+ """
+
+ path=get_paths(c.pathType)
+
+ runName=c.uid.replace(':','--')
+ pathToRun=os.path.join(path['OFF_MODEL_CALCULATOR_DIR_OUTPUT'],
+ f"{runName}")
+
+ if not os.path.exists(pathToRun):
+ os.makedirs(pathToRun)
+
+ if verbose:
+ print(f"New run created: {runName}")
+ print(f"Location: {pathToRun}")
+
+ return pathToRun
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/cshare.py b/utilities/RTP/Emissions/Off Model Calculators/helper/cshare.py
new file mode 100644
index 000000000..9a5563a91
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/cshare.py
@@ -0,0 +1,85 @@
+import openpyxl
+import pandas as pd
+
+from helper.calcs import OffModelCalculator
+class Carshare(OffModelCalculator):
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.masterWbName="PBA50+_OffModel_Carshare"
+ self.dataFileName="Model Data - Carshare"
+ self.strategy="car share"
+ self.metaRow=2
+ self.dataRow=2
+
+ def write_runid_to_mainsheet(self):
+ # get variables location in calculator
+ OffModelCalculator.get_variable_locations(self)
+
+ # add run_id to 'Main sheet'
+ newWorkbook = openpyxl.load_workbook(self.new_workbook_file)
+ mainsheet = newWorkbook['Main sheet']
+ modeldatasheet=newWorkbook['Model Data']
+
+ # Select Main sheet variables
+ vMS=self.v['Main sheet']
+
+ # Write model data
+ mainsheet[vMS['Min_carshare_population_density']]=modeldatasheet[vMS['k_min_pop_density']].value
+ # Write run name and year
+ mainsheet[vMS['Run_directory_2035']] = OffModelCalculator.get_ipa(self, 0)[0]
+ mainsheet[vMS['Run_directory_2050']] = OffModelCalculator.get_ipa(self, 1)[0]
+ mainsheet[vMS['year_a']] = OffModelCalculator.get_ipa(self, 0)[1]
+ mainsheet[vMS['year_b']] = OffModelCalculator.get_ipa(self, 1)[1]
+
+ # save file
+ newWorkbook.save(self.new_workbook_file)
+ newWorkbook.close()
+
+ def get_calculator_names(self):
+ log=pd.read_excel(self.master_workbook_file
+ , sheet_name='Output'
+ , header=[1]
+ , skiprows=0
+ )
+
+ return log.columns.tolist()[3:]
+
+ def update_calculator(self):
+
+ # Step 1: Create run and copy files
+ OffModelCalculator.copy_workbook(self)
+
+ # Step 2: load and filter model data of selected runs
+ modelData, metaData=OffModelCalculator.get_model_data(self)
+
+ # Step 3: add model data of selected runs to 'Model Data' sheet
+ OffModelCalculator.write_model_data_to_excel(self,modelData,metaData)
+
+ # Step 4:
+ self.write_runid_to_mainsheet()
+
+ # Step 5: open close new wb
+ OffModelCalculator.open_excel_app(self)
+
+ # Step 6: update log
+ logVariables=self.get_calculator_names()
+ OffModelCalculator.log_run(self,logVariables)
+
+ def update_summary_file(self, summaryPath, folderName):
+ df=pd.read_csv(summaryPath)
+ row={
+ 'year': [2035, 2050],
+ 'daily_vehTrip_reduction': [None,
+ None],
+ 'daily_vmt_reduction':[self.rowDict['Out_daily_VMT_reduced_2035'][0],
+ self.rowDict['Out_daily_VMT_reduced_2050'][0]],
+ 'daily_ghg_reduction':[self.rowDict['Out_daily_GHG_reduced_2035'][0],
+ self.rowDict['Out_daily_GHG_reduced_2050'][0]],
+ 'strategy':[self.strategy,self.strategy],
+ 'directory':[folderName,folderName],
+ }
+
+ df_new=pd.DataFrame(row, index=None)
+ df=pd.concat([df,df_new], ignore_index=True)
+ df.to_csv(summaryPath, index=False)
\ No newline at end of file
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/ebk.py b/utilities/RTP/Emissions/Off Model Calculators/helper/ebk.py
new file mode 100644
index 000000000..0c211c581
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/ebk.py
@@ -0,0 +1,48 @@
+from helper.calcs import OffModelCalculator
+import pandas as pd
+class EBike(OffModelCalculator):
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.masterWbName="PBA50+_OffModel_EBIKE"
+ self.strategy="electric bike rebates"
+ self.dataFileName=None
+
+ def get_calculator_names(self):
+ log=pd.read_excel(self.master_workbook_file
+ , sheet_name='Output'
+ , header=[1]
+ , skiprows=0
+ )
+
+ return log.columns.tolist()[3:]
+
+ def update_calculator(self):
+ # Step 1: Create run and copy files
+ OffModelCalculator.copy_workbook(self)
+ # Step 2: copy sb375 data
+ OffModelCalculator.write_sbdata_to_excel(self)
+ # Step 3: open close new wb
+ OffModelCalculator.open_excel_app(self)
+ # Step 4: update log
+ OffModelCalculator.get_variable_locations(self)
+ logVariables=self.get_calculator_names()
+ OffModelCalculator.log_run(self,logVariables)
+
+ def update_summary_file(self, summaryPath, folderName):
+ df=pd.read_csv(summaryPath)
+ row={
+ 'year': [2035, 2050],
+ 'daily_vehTrip_reduction': [None,
+ None],
+ 'daily_vmt_reduction': [self.rowDict['Out_daily_VMT_reduced_2035'][0],
+ self.rowDict['Out_daily_VMT_reduced_2050'][0]],
+ 'daily_ghg_reduction':[self.rowDict['Out_daily_GHG_reduced_2035'][0],
+ self.rowDict['Out_daily_GHG_reduced_2050'][0]],
+ 'strategy':[self.strategy,self.strategy],
+ 'directory':[folderName,folderName],
+ }
+
+ df_new=pd.DataFrame(row, index=None)
+ df=pd.concat([df,df_new], ignore_index=True)
+ df.to_csv(summaryPath, index=False)
\ No newline at end of file
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/regchar.py b/utilities/RTP/Emissions/Off Model Calculators/helper/regchar.py
new file mode 100644
index 000000000..f6cb34764
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/regchar.py
@@ -0,0 +1,40 @@
+import pandas as pd
+
+from helper.calcs import OffModelCalculator
+class RegionalCharger(OffModelCalculator):
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.masterWbName="PBA50+_OffModel_RegionalCharger"
+ self.strategy="ev charger"
+ self.dataFileName=None
+
+ def update_calculator(self):
+ # Step 1: Create run and copy files
+ OffModelCalculator.copy_workbook(self)
+ # Step 2: copy sb375 data
+ OffModelCalculator.write_sbdata_to_excel(self)
+ # Step 3: open close new wb
+ OffModelCalculator.open_excel_app(self)
+ # Step 4: update log
+ OffModelCalculator.get_variable_locations(self)
+ logVariables=OffModelCalculator.get_calculator_names(self)
+ OffModelCalculator.log_run(self,logVariables)
+
+ def update_summary_file(self, summaryPath, folderName):
+ df=pd.read_csv(summaryPath)
+ row={
+ 'year': [2035, 2050],
+ 'daily_vehTrip_reduction': [None,
+ None],
+ 'daily_vmt_reduction': [None,
+ None],
+ 'daily_ghg_reduction':[self.rowDict['Out_daily_GHG_reduced_2035'][0],
+ self.rowDict['Out_daily_GHG_reduced_2050'][0]],
+ 'strategy':[self.strategy,self.strategy],
+ 'directory':[folderName,folderName],
+ }
+
+ df_new=pd.DataFrame(row, index=None)
+ df=pd.concat([df,df_new], ignore_index=True)
+ df.to_csv(summaryPath, index=False)
\ No newline at end of file
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/targtransalt.py b/utilities/RTP/Emissions/Off Model Calculators/helper/targtransalt.py
new file mode 100644
index 000000000..91bf0aba2
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/targtransalt.py
@@ -0,0 +1,91 @@
+import openpyxl
+import pandas as pd
+
+from helper.calcs import OffModelCalculator
+class TargetedTransAlt(OffModelCalculator):
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.masterWbName="PBA50+_OffModel_TargetedTransAlt"
+ self.dataFileName="Model Data - Targeted Transportation Alternatives"
+ self.strategy="targeted transportation alternative"
+ self.metaRow=1
+ self.dataRow=1
+ self.baselineDir='2015_TM152_IPA_16'
+
+ def write_runid_to_mainsheet(self):
+ # get variables location in calculator
+ OffModelCalculator.get_variable_locations(self)
+
+ # add run_id to 'Main sheet'
+ newWorkbook = openpyxl.load_workbook(self.new_workbook_file)
+ mainsheet = newWorkbook['Main sheet']
+ modeldatasheet=pd.DataFrame(newWorkbook['Model Data'].values)[1:]
+ modeldatasheet.columns=modeldatasheet.iloc[0]
+ modeldatasheet=modeldatasheet[1:]
+
+ # Select Main sheet variables
+ vMS=self.v['Main sheet']
+
+ # Write other variables
+ mainsheet[vMS['Total_households_baseline']]=modeldatasheet.loc[(modeldatasheet.directory==self.baselineDir) \
+ & (modeldatasheet.variable=='total_households')]['value'].values[0]
+ mainsheet[vMS['Total_jobs_baseline']]=modeldatasheet.loc[(modeldatasheet.directory==self.baselineDir) \
+ & (modeldatasheet.variable=='total_jobs')]['value'].values[0]
+ # Write run name and year
+ mainsheet[vMS['Run_directory_2035']] = OffModelCalculator.get_ipa(self, 0)[0]
+ mainsheet[vMS['Run_directory_2050']] = OffModelCalculator.get_ipa(self, 1)[0]
+ mainsheet[vMS['year_a']] = OffModelCalculator.get_ipa(self, 0)[1]
+ mainsheet[vMS['year_b']] = OffModelCalculator.get_ipa(self, 1)[1]
+
+ # save file
+ newWorkbook.save(self.new_workbook_file)
+ newWorkbook.close()
+
+ def get_calculator_names(self):
+ log=pd.read_excel(self.master_workbook_file
+ , sheet_name='Output'
+ , header=[1]
+ , skiprows=0
+ )
+
+ return log.columns.tolist()[3:]
+
+ def update_calculator(self):
+
+ # Step 1: Create run and copy files
+ OffModelCalculator.copy_workbook(self)
+
+ # Step 2: load and filter model data of selected runs
+ modelData, metaData=OffModelCalculator.get_model_data(self)
+
+ # Step 3: add model data of selected runs to 'Model Data' sheet
+ OffModelCalculator.write_model_data_to_excel(self,modelData,metaData)
+
+ # Step 4:
+ self.write_runid_to_mainsheet()
+
+ # Step 5: open close new wb
+ OffModelCalculator.open_excel_app(self)
+
+ # Step 6: update log
+ logVariables=self.get_calculator_names()
+ OffModelCalculator.log_run(self,logVariables)
+
+ def update_summary_file(self, summaryPath, folderName):
+ df=pd.read_csv(summaryPath)
+ row={
+ 'year': [2035, 2050],
+ 'daily_vehTrip_reduction': [self.rowDict['Total_daily_trip_reductions_2035'][0],
+ self.rowDict['Total_daily_trip_reductions_2050'][0]],
+ 'daily_vmt_reduction':[self.rowDict['Out_daily_VMT_reduced_2035'][0],
+ self.rowDict['Out_daily_VMT_reduced_2050'][0]],
+ 'daily_ghg_reduction':[self.rowDict['Out_daily_GHG_reduced_2035'][0],
+ self.rowDict['Out_daily_GHG_reduced_2050'][0]],
+ 'strategy':[self.strategy,self.strategy],
+ 'directory':[folderName,folderName],
+ }
+
+ df_new=pd.DataFrame(row, index=None)
+ df=pd.concat([df,df_new], ignore_index=True)
+ df.to_csv(summaryPath, index=False)
\ No newline at end of file
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/vbuyback.py b/utilities/RTP/Emissions/Off Model Calculators/helper/vbuyback.py
new file mode 100644
index 000000000..5be6e5c6a
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/vbuyback.py
@@ -0,0 +1,39 @@
+import pandas as pd
+from helper.calcs import OffModelCalculator
+class BuyBack(OffModelCalculator):
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.masterWbName="PBA50+_OffModel_VehicleBuyback"
+ self.strategy="vehicle buy back"
+ self.dataFileName=None
+
+ def update_calculator(self):
+ # Step 1: Create run and copy files
+ OffModelCalculator.copy_workbook(self)
+ # Step 2: copy sb375 data
+ OffModelCalculator.write_sbdata_to_excel(self)
+ # Step 3: open close new wb
+ OffModelCalculator.open_excel_app(self)
+ # Step 4: update log
+ OffModelCalculator.get_variable_locations(self)
+ logVariables=OffModelCalculator.get_calculator_names(self)
+ OffModelCalculator.log_run(self,logVariables)
+
+ def update_summary_file(self, summaryPath, folderName):
+ df=pd.read_csv(summaryPath)
+ row={
+ 'year': [2035, 2050],
+ 'daily_vehTrip_reduction': [None,
+ None],
+ 'daily_vmt_reduction': [None,
+ None],
+ 'daily_ghg_reduction':[self.rowDict['Out_daily_GHG_reduced_2035'][0],
+ self.rowDict['Out_daily_GHG_reduced_2050'][0]],
+ 'strategy':[self.strategy,self.strategy],
+ 'directory':[folderName,folderName],
+ }
+
+ df_new=pd.DataFrame(row, index=None)
+ df=pd.concat([df,df_new], ignore_index=True)
+ df.to_csv(summaryPath, index=False)
\ No newline at end of file
diff --git a/utilities/RTP/Emissions/Off Model Calculators/helper/vpool.py b/utilities/RTP/Emissions/Off Model Calculators/helper/vpool.py
new file mode 100644
index 000000000..d2f0605c0
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/helper/vpool.py
@@ -0,0 +1,73 @@
+import openpyxl
+import pandas as pd
+
+from helper.calcs import OffModelCalculator
+class VanPools(OffModelCalculator):
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+ self.masterWbName="PBA50+_OffModel_Vanpools"
+ self.dataFileName="Model Data - Employer Shuttles"
+ self.strategy="vanpool"
+ self.metaRow=1
+ self.dataRow=1
+
+ def write_runid_to_mainsheet(self):
+ # get variables location in calculator
+ OffModelCalculator.get_variable_locations(self)
+
+ # add run_id to 'Main sheet'
+ newWorkbook = openpyxl.load_workbook(self.new_workbook_file)
+ mainsheet = newWorkbook['Main sheet']
+
+ # Select Main sheet variables
+ vMS=self.v['Main sheet']
+
+ # Write run name and year
+ mainsheet[vMS['Run_directory_2035']] = OffModelCalculator.get_ipa(self, 0)[0]
+ mainsheet[vMS['Run_directory_2050']] = OffModelCalculator.get_ipa(self, 1)[0]
+ mainsheet[vMS['year_a']] = OffModelCalculator.get_ipa(self, 0)[1]
+ mainsheet[vMS['year_b']] = OffModelCalculator.get_ipa(self, 1)[1]
+
+ # save file
+ newWorkbook.save(self.new_workbook_file)
+ newWorkbook.close()
+
+ def update_calculator(self):
+
+ # Step 1: Create run and copy files
+ OffModelCalculator.copy_workbook(self)
+
+ # Step 2: load and filter model data of selected runs
+ modelData, metaData=OffModelCalculator.get_model_data(self)
+
+ # Step 3: add model data of selected runs to 'Model Data' sheet
+ OffModelCalculator.write_model_data_to_excel(self,modelData,metaData)
+
+ # Step 4:
+ self.write_runid_to_mainsheet()
+
+ # Step 5: open close new wb
+ OffModelCalculator.open_excel_app(self)
+
+ # Step 6: update log
+ logVariables=self.get_calculator_names()
+ OffModelCalculator.log_run(self,logVariables)
+
+ def update_summary_file(self, summaryPath, folderName):
+ df=pd.read_csv(summaryPath)
+ row={
+ 'year': [2035, 2050],
+ 'daily_vehTrip_reduction': [self.rowDict['Vanpool_one_way_vehicle_trip_reductions_2035'][0],
+ self.rowDict['Vanpool_one_way_vehicle_trip_reductions_2050'][0]],
+ 'daily_vmt_reduction':[self.rowDict['Out_daily_VMT_reduced_2035'][0],
+ self.rowDict['Out_daily_VMT_reduced_2050'][0]],
+ 'daily_ghg_reduction':[self.rowDict['Out_daily_GHG_reduced_2035'][0],
+ self.rowDict['Out_daily_GHG_reduced_2050'][0]],
+ 'strategy':[self.strategy,self.strategy],
+ 'directory':[folderName,folderName],
+ }
+
+ df_new=pd.DataFrame(row, index=None)
+ df=pd.concat([df,df_new], ignore_index=True)
+ df.to_csv(summaryPath, index=False)
\ No newline at end of file
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Bikeshare.xlsx b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Bikeshare.xlsx
new file mode 100644
index 000000000..65f5dd71c
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Bikeshare.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Carshare.xlsx b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Carshare.xlsx
new file mode 100644
index 000000000..51fb09448
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Carshare.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_EBIKE.xlsx b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_EBIKE.xlsx
new file mode 100644
index 000000000..fcda8966d
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_EBIKE.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_RegionalCharger.xlsx b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_RegionalCharger.xlsx
new file mode 100644
index 000000000..f88b21fcf
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_RegionalCharger.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_TargetedTransAlt.xlsx b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_TargetedTransAlt.xlsx
new file mode 100644
index 000000000..d222b0263
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_TargetedTransAlt.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Vanpools.xlsx b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Vanpools.xlsx
new file mode 100644
index 000000000..d3d3f5023
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_Vanpools.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_VehicleBuyback.xlsx b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_VehicleBuyback.xlsx
new file mode 100644
index 000000000..78d184cdc
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/models/PBA50+_OffModel_VehicleBuyback.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/SB375_data.csv b/utilities/RTP/Emissions/Off Model Calculators/models/SB375_data.csv
new file mode 100644
index 000000000..edb081f97
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/models/SB375_data.csv
@@ -0,0 +1,5 @@
+RunID,Year,Population,DailyCO2
+IPA_02,2005,6978983,61020
+NP_16,2020,7937894,
+IPA_11,2035,8524962,
+FBP_21,2050,10367651,
diff --git a/utilities/RTP/Emissions/Off Model Calculators/models/Variable_locations.xlsx b/utilities/RTP/Emissions/Off Model Calculators/models/Variable_locations.xlsx
new file mode 100644
index 000000000..c472cd83f
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/models/Variable_locations.xlsx differ
diff --git a/utilities/RTP/Emissions/Off Model Calculators/tests/case1.py b/utilities/RTP/Emissions/Off Model Calculators/tests/case1.py
new file mode 100644
index 000000000..56a78c84c
--- /dev/null
+++ b/utilities/RTP/Emissions/Off Model Calculators/tests/case1.py
@@ -0,0 +1,59 @@
+import pandas as pd
+import unittest
+from unittest import TestCase
+
+# Case 1: Data and formulas update correctly
+# This script checks that the Excel workbook
+# opens and closes. Then, checks formulas are updated.
+# Only checks for bike_share calculator.
+
+class TestFormulaUpdate(TestCase):
+ def read_data_sb375(self,path):
+ wb=pd.ExcelFile(path)
+ data=pd.read_excel(wb,'SB 375 Calcs')
+
+ # print(data)
+ return data
+
+ def read_data_mainsheet(self,path):
+ wb=pd.ExcelFile(path)
+ data=pd.read_excel(wb,'Main sheet',
+ skiprows=22,
+ nrows=2,
+ header=None)
+ # print(data)
+ return data
+
+ def read_bikeshare(self,path):
+ sb=self.read_data_sb375(path)
+ main=self.read_data_mainsheet(path)
+
+ return sb,main
+
+ def test_bike_share(self, verbose=False):
+
+ PATH=r'C:\Users\63330\Documents\projects\MTC\travel-model-one\utilities\RTP\Emissions\Off Model Calculators\models\PBA50+_OffModel_Bikeshare.xlsx'
+ OUTPUT=r'C:\Users\63330\Documents\projects\MTC\travel-model-one\utilities\RTP\Emissions\Off Model Calculators\data\output\2035_TM160_IPA_16__2035_TM152_FBP_Plus_24__14\2024-08-08 10--14--23__PBA50+_OffModel_Bikeshare.xlsx'
+ sbOrigin,mainOrigin=self.read_bikeshare(PATH)
+ sbDest,mainDest=self.read_bikeshare(OUTPUT)
+
+ passed=self.assertEqual(
+ mainDest.iloc[1][2],
+ -.00009525782551264607,
+ msg="Equal"
+ )
+
+ if passed==None:
+ print("Passed Case 1")
+
+ if verbose:
+ print("SB 375 Calcs")
+ print("Cells updated: ",sbOrigin.iloc[1][2005]!=sbDest.iloc[1][2005])
+ print("Correct value: ", sbDest.iloc[1][2005]==61020)
+
+ print("Main sheet")
+ print("Cells updated: ",mainOrigin.iloc[1][2]!=mainDest.iloc[1][2])
+ print("Correct value: ", mainOrigin.iloc[1][2], " - ", mainDest.iloc[1][2])
+
+caseOne=TestFormulaUpdate()
+caseOne.test_bike_share()
\ No newline at end of file
diff --git a/utilities/RTP/Emissions/Off Model Calculators/update_offmodel_calculator_workbooks_with_TM_output.py b/utilities/RTP/Emissions/Off Model Calculators/update_offmodel_calculator_workbooks_with_TM_output.py
index 48e16f0d5..924db48fe 100644
--- a/utilities/RTP/Emissions/Off Model Calculators/update_offmodel_calculator_workbooks_with_TM_output.py
+++ b/utilities/RTP/Emissions/Off Model Calculators/update_offmodel_calculator_workbooks_with_TM_output.py
@@ -6,262 +6,111 @@
to create a set of "model data" for the off-model calculators.
Example call:
-`python update_offmodel_calculator_workbooks_with_TM_output.py bike_share 2035_TM160_DBP_Plan_04 2050_TM160_DBP_Plan_04`
-
-Inputs: off-model calculator, including -
- - bike share
- - car share
- - targeted transportation alternatives
- - vanpools
-
-Outputs: a copy of the calculator Excel workbook, with updated travel model data.
-
+`python update_offmodel_calculator_workbooks_with_TM_output.py`
+Args inputs:
+ Flags:
+ -d: directory paths
+ for MTC team, select -d mtc (set as default)
+ for external team members -d external
+
+Models:
+Includes all Excel sheet master model calculators. These models contain the logs of runs created after running the script.
+
+Data:
+ |input: includes a folder with the following strucure
+ |name: IPA_TM2
+ -> |ModelData
+ -> All model data input files (xlsx)
+ |PBA50+ Off-Model Calculators
+ -> Calculators (not used)
+ |output: contains a copy of the calculator Excel workbook, with updated travel model data.
+ |run folder: named based on the uid (timestamp).
+ e.g. 2024-08-09 15--50--53 (format:YYYY-MM-DD 24H--MM--SS)
"""
-import argparse, datetime, os, sys
-import shutil, openpyxl
+import argparse
import pandas as pd
-
-# calculator names
-
+import os
+from datetime import datetime
+
+from helper.bshare import Bikeshare
+from helper.cshare import Carshare
+from helper.targtransalt import TargetedTransAlt
+from helper.vpool import VanPools
+from helper.ebk import EBike
+from helper.vbuyback import BuyBack
+from helper.regchar import RegionalCharger
+from helper.common import get_paths
+
+# calculator name choices
BIKE_SHARE = 'bike_share'
CAR_SHARE = 'car_share'
TARGETED_TRANS_ALT = 'targeted_trans_alt'
VAN_POOL = 'vanpools'
+E_BIKE = 'e_bike'
+BUY_BACK='buy_back'
+REG_CHARGER='regional_charger'
-#####################################
-# inputs and outputs
-BOX_DIR = r'C:\Users\{}\Box\Plan Bay Area 2050+\Blueprint\Off-Model\PBA50+ Off-Model'.format(os.environ.get('USERNAME'))
-MODEL_DATA_BOX_DIR = os.path.join(BOX_DIR, 'model_data_all')
-
-OFF_MODEL_CALCULATOR_DIR = os.path.join(BOX_DIR, 'DBP_v2', 'PBA50+ Off-Model Calculators')
-
-
-########## Bike Share
-def update_bikeshare_calculator(model_runID_ls):
- # make a copy of the workbook
- bikeshare_master_workbook_file = os.path.join(
- OFF_MODEL_CALCULATOR_DIR,
- 'PBA50+_OffModel_Bikeshare.xlsx')
- bikeshare_new_workbook_file = os.path.join(
- OFF_MODEL_CALCULATOR_DIR,
- 'PBA50+_OffModel_Bikeshare__{}__{}.xlsx'.format(model_runID_ls[0], model_runID_ls[1]))
-
- print(bikeshare_master_workbook_file)
- print(bikeshare_new_workbook_file)
- shutil.copy2(bikeshare_master_workbook_file, bikeshare_new_workbook_file)
-
- # load and filter model run data of selected runs
- bikeshare_model_data = pd.read_csv(
- os.path.join(MODEL_DATA_BOX_DIR, 'Model Data - Bikeshare.csv'),
- skiprows=1)
- # display(bikeshare_model_data.head(5))
- print(bikeshare_model_data['directory'].unique())
- bikeshare_model_data = bikeshare_model_data.loc[
- bikeshare_model_data['directory'].isin(model_runID_ls)]
-
- # add model data of selected runs to 'Model Data' sheet
- print(bikeshare_new_workbook_file)
- with pd.ExcelWriter(bikeshare_new_workbook_file, engine='openpyxl', mode = 'a', if_sheet_exists = 'replace') as writer:
- # note this only works with pandas=1.4.3 or later; in earlier version, it will not overwrite sheet, but add new one with sheet name 'Model Data1'
- bikeshare_model_data.to_excel(writer, sheet_name='Model Data', index=False, startrow=1, startcol=0)
-
- # get needed data into the worksheet
- model_data_info = pd.read_csv(
- os.path.join(MODEL_DATA_BOX_DIR, 'Model Data - Bikeshare.csv'),
- nrows=0)
- model_data_info = model_data_info.columns[0]
- print(model_data_info)
-
- # also add model data log info
- bikeshare_new_workbook = openpyxl.load_workbook(bikeshare_new_workbook_file)
- model_data_ws = bikeshare_new_workbook['Model Data']
- model_data_ws['A1'] = model_data_info
-
- # also add run_id to 'Main sheet'
- bikeshare_mainsheet = bikeshare_new_workbook['Main sheet']
- bikeshare_mainsheet['C14'] = model_runID_ls[0]
- bikeshare_mainsheet['D14'] = model_runID_ls[1]
-
- # save file
- bikeshare_new_workbook.save(bikeshare_new_workbook_file)
-
-
-########## Car Share
-def update_carshare_calculator(model_runID_ls):
- # make a copy of the workbook
- carshare_master_workbook_file = os.path.join(
- OFF_MODEL_CALCULATOR_DIR,
- 'PBA50+_OffModel_Carshare.xlsx')
- carshare_new_workbook_file = os.path.join(
- OFF_MODEL_CALCULATOR_DIR,
- 'PBA50+_OffModel_Carshare__{}__{}.xlsx'.format(model_runID_ls[0], model_runID_ls[1]))
-
- print(carshare_master_workbook_file)
- print(carshare_new_workbook_file)
-
- shutil.copy2(carshare_master_workbook_file, carshare_new_workbook_file)
-
- # load and filter model run data of selected runs
- carshare_model_data = pd.read_csv(
- os.path.join(MODEL_DATA_BOX_DIR, 'Model Data - carshare.csv'),
- skiprows=2)
- print(carshare_model_data.head(5))
- print(carshare_model_data['directory'].unique())
- carshare_model_data = carshare_model_data.loc[
- carshare_model_data['directory'].isin(model_runID_ls)]
-
- # add model data of selected runs to 'Model Data' sheet
- print(carshare_new_workbook_file)
- with pd.ExcelWriter(carshare_new_workbook_file, engine='openpyxl', mode = 'a', if_sheet_exists = 'replace') as writer:
- carshare_model_data.to_excel(writer, sheet_name='Model Data', index=False, startrow=2, startcol=0)
-
- # get needed data into the worksheet
- model_data_info_df = pd.read_csv(
- os.path.join(MODEL_DATA_BOX_DIR, 'Model Data - Carshare.csv'),
- nrows=1)
- model_data_info_df.reset_index(inplace=True)
- model_data_info = model_data_info_df.columns[0]
- model_data_var = model_data_info_df.iloc[0, 0]
- model_data_val = model_data_info_df.iloc[0, 1]
- print(model_data_info)
- print(model_data_var)
- print(model_data_val)
-
- # also add model data log info
- carshare_new_workbook = openpyxl.load_workbook(carshare_new_workbook_file)
- model_data_ws = carshare_new_workbook['Model Data']
- model_data_ws['A1'] = model_data_var
- model_data_ws['B1'] = model_data_val
- model_data_ws['A2'] = model_data_info
-
- # also add run_id to 'Main sheet'
- carshare_mainsheet = carshare_new_workbook['Main Sheet']
- carshare_mainsheet['C36'] = model_runID_ls[0]
- carshare_mainsheet['D36'] = model_runID_ls[1]
-
- # save file
- carshare_new_workbook.save(carshare_new_workbook_file)
-
-
-########## targeted transportation alternatives
-def update_targetedTransAlt_calculator(model_runID_ls):
- # make a copy of the workbook
- targetedTransAlt_master_workbook_file = os.path.join(
- OFF_MODEL_CALCULATOR_DIR,
- 'PBA50+_OffModel_TargetedTransAlt.xlsx')
- targetedTransAlt_new_workbook_file = os.path.join(
- OFF_MODEL_CALCULATOR_DIR,
- 'PBA50+_OffModel_TargetedTransAlt__{}__{}.xlsx'.format(model_runID_ls[0], model_runID_ls[1]))
-
- print(targetedTransAlt_master_workbook_file)
- print(targetedTransAlt_new_workbook_file)
- shutil.copy2(targetedTransAlt_master_workbook_file, targetedTransAlt_new_workbook_file)
-
- # load and filter model run data of selected runs
- targetedTransAlt_model_data = pd.read_csv(
- os.path.join(MODEL_DATA_BOX_DIR, 'Model Data - Targeted Transportation Alternatives.csv'),
- skiprows=1)
-
- # display(targetedTransAlt_model_data.head(5))
- print(targetedTransAlt_model_data['directory'].unique())
- targetedTransAlt_model_data = targetedTransAlt_model_data.loc[
- targetedTransAlt_model_data['directory'].isin(model_runID_ls)]
-
- # add model data of selected runs to 'Model Data' sheet
- print(targetedTransAlt_new_workbook_file)
- with pd.ExcelWriter(targetedTransAlt_new_workbook_file, engine='openpyxl', mode = 'a', if_sheet_exists = 'replace') as writer:
- targetedTransAlt_model_data.to_excel(writer, sheet_name='Model Data', index=False, startrow=1, startcol=0)
-
- # get needed data into the worksheet
- model_data_info = pd.read_csv(
- os.path.join(MODEL_DATA_BOX_DIR, 'Model Data - Targeted Transportation Alternatives.csv'),
- nrows=0)
- model_data_info = model_data_info.columns[0]
- print(model_data_info)
-
- # also add model data log info
- targetedTransAlt_new_workbook = openpyxl.load_workbook(targetedTransAlt_new_workbook_file)
- model_data_ws = targetedTransAlt_new_workbook['Model Data']
- model_data_ws['A1'] = model_data_info
-
- # also add run_id to 'Main sheet'
- targetedTransAlt_mainsheet = targetedTransAlt_new_workbook['Main sheet']
- targetedTransAlt_mainsheet['C26'] = model_runID_ls[0]
- targetedTransAlt_mainsheet['D26'] = model_runID_ls[1]
-
- # save file
- targetedTransAlt_new_workbook.save(targetedTransAlt_new_workbook_file)
-
-
-########## van pools
-def update_valpools_calculator(model_runID_ls):
- # make a copy of the workbook
- vanpool_master_workbook_file = os.path.join(
- OFF_MODEL_CALCULATOR_DIR,
- 'PBA50+_OffModel_Vanpools.xlsx')
- vanpool_new_workbook_file = os.path.join(
- OFF_MODEL_CALCULATOR_DIR,
- 'PBA50+_OffModel_Vanpools__{}__{}.xlsx'.format(model_runID_ls[0], model_runID_ls[1]))
-
- print(vanpool_master_workbook_file)
- print(vanpool_new_workbook_file)
- shutil.copy2(vanpool_master_workbook_file, vanpool_new_workbook_file)
-
- # load and filter model run data of selected runs
- vanpool_model_data = pd.read_csv(
- os.path.join(MODEL_DATA_BOX_DIR, 'Model Data - Employer Shuttles.csv'),
- skiprows=1)
-
- # display(vanpool_model_data.head(5))
- print(vanpool_model_data['directory'].unique())
- vanpool_model_data = vanpool_model_data.loc[
- vanpool_model_data['directory'].isin(model_runID_ls)]
-
- # add model data of selected runs to 'Model Data' sheet
- print(vanpool_new_workbook_file)
- with pd.ExcelWriter(vanpool_new_workbook_file, engine='openpyxl', mode = 'a', if_sheet_exists = 'replace') as writer:
- vanpool_model_data.to_excel(writer, sheet_name='Model Data', index=False, startrow=1, startcol=0)
-
- # get needed data into the worksheet
- model_data_info = pd.read_csv(
- os.path.join(MODEL_DATA_BOX_DIR, 'Model Data - Employer Shuttles.csv'),
- nrows=0)
- model_data_info = model_data_info.columns[0]
- print(model_data_info)
-
- # also add model data log info
- vanpool_new_workbook = openpyxl.load_workbook(vanpool_new_workbook_file)
- model_data_ws = vanpool_new_workbook['Model Data']
- model_data_ws['A1'] = model_data_info
-
- # also add run_id to 'Main sheet'
- vanpool_mainsheet = vanpool_new_workbook['Main Sheet']
- vanpool_mainsheet['C12'] = model_runID_ls[0]
- vanpool_mainsheet['D12'] = model_runID_ls[1]
- vanpool_mainsheet['E12'] = model_runID_ls[1]
-
- # save file
- vanpool_new_workbook.save(vanpool_new_workbook_file)
-
-# TODO: add function for the new e-bike calculator
+# template location
+CWD=os.path.dirname(__file__)
+TEMPLATE_DIR=os.path.join(CWD, r'update_omc_template.xlsx')
if __name__ == '__main__':
- parser = argparse.ArgumentParser(description=USAGE)
- parser.add_argument('calculator', choices=[BIKE_SHARE,CAR_SHARE,TARGETED_TRANS_ALT,VAN_POOL], help='Calculator name')
- parser.add_argument('model_run_id_2035', help='travel model run_id of a 2035 run')
- parser.add_argument('model_run_id_2050', help='travel model run_id of a 2050 run')
- args = parser.parse_args()
- # TODO: add logging
-
- MODEL_RUNS = [args.model_run_id_2035, args.model_run_id_2050]
-
- if args.calculator == BIKE_SHARE:
- update_bikeshare_calculator(MODEL_RUNS)
- elif args.calculator == CAR_SHARE:
- update_carshare_calculator(MODEL_RUNS)
- elif args.calculator == TARGETED_TRANS_ALT:
- update_targetedTransAlt_calculator(MODEL_RUNS)
- elif args.calculator == VAN_POOL:
- update_valpools_calculator(MODEL_RUNS)
+ parser = argparse.ArgumentParser(description=USAGE)
+ parser.add_argument('-d', choices=['mtc','external'], default='external',
+ help='choose directory mtc or external'
+ )
+ ARGS = parser.parse_args()
+ DIRECTORY=ARGS.d
+ UID=datetime.now().strftime('%Y-%m-%d %H:%M:%S')
+
+
+ templateData=pd.read_excel(TEMPLATE_DIR
+ ,sheet_name='Template'
+ ,header=[0]).fillna("")
+
+ for ix in range(len(templateData)):
+ CALCULATOR=templateData.iloc[ix]['Calculator']
+ R1=templateData.iloc[ix]['model_run_id baseline']
+ R2=templateData.iloc[ix]['model_run_id horizon']
+ MODEL_RUN_IDS=[R1,R2]
+ FOLDER_NAME='2050_TM160_DBP_PLAN_08b'
+
+ if CALCULATOR == BIKE_SHARE:
+ c=Bikeshare(MODEL_RUN_IDS,DIRECTORY, UID, False)
+
+ elif CALCULATOR == CAR_SHARE:
+ c=Carshare(MODEL_RUN_IDS,DIRECTORY, UID, False)
+
+ elif CALCULATOR == TARGETED_TRANS_ALT:
+ c=TargetedTransAlt(MODEL_RUN_IDS,DIRECTORY, UID, False)
+
+ elif CALCULATOR == VAN_POOL:
+ c=VanPools(MODEL_RUN_IDS,DIRECTORY, UID, False)
+
+ elif CALCULATOR == E_BIKE:
+ c=EBike(MODEL_RUN_IDS,DIRECTORY, UID, False)
+
+ elif CALCULATOR == BUY_BACK:
+ c=BuyBack(MODEL_RUN_IDS,DIRECTORY, UID, False)
+
+ elif CALCULATOR == REG_CHARGER:
+ c=RegionalCharger(MODEL_RUN_IDS,DIRECTORY, UID, False)
+
+ ## TODO: Add Complete Streets calculator
+
+ else:
+ raise ValueError(
+ "Choice not in options. Check the calculator name is correct.")
+
+ c.update_calculator()
+ c.paths=get_paths(DIRECTORY)
+ outputSummary=c.create_output_summary_path(FOLDER_NAME)
+ if not os.path.exists(outputSummary):
+ c.initialize_summary_file(outputSummary)
+ else:
+ print("Summary file exists.")
+
+ c.update_summary_file(outputSummary,FOLDER_NAME)
+
diff --git a/utilities/RTP/Emissions/Off Model Calculators/update_omc_template.xlsx b/utilities/RTP/Emissions/Off Model Calculators/update_omc_template.xlsx
new file mode 100644
index 000000000..b65a52e6a
Binary files /dev/null and b/utilities/RTP/Emissions/Off Model Calculators/update_omc_template.xlsx differ
diff --git a/utilities/RTP/Emissions/join_networklinks_to_emissionrates.R b/utilities/RTP/Emissions/join_networklinks_to_emissionrates.R
index 0cb8c61d4..3b9b80b13 100644
--- a/utilities/RTP/Emissions/join_networklinks_to_emissionrates.R
+++ b/utilities/RTP/Emissions/join_networklinks_to_emissionrates.R
@@ -4,6 +4,7 @@
# where "Speed" is joined on int(CSPD)
#
# PlanBayArea2050 / RTP2021 Asana Task: https://app.asana.com/0/316552326098022/1200007791721297/f
+# PlanBayArea2050 / RTP2021 Amd1 Asana Task: https://app.asana.com/0/1201730518396783/1208059626391587/f
library(dplyr)
library(tidyr)
@@ -18,6 +19,7 @@ MODEL_DIRS <-
c(IP_2015 ="M:/Application/Model One/RTP2021/IncrementalProgress/2015_TM152_IPA_17",
NP_2050 ="M:/Application/Model One/RTP2021/Blueprint/2050_TM152_FBP_NoProject_24",
FBP_2050 ="M:/Application/Model One/RTP2021/Blueprint/2050_TM152_FBP_PlusCrossing_24",
+ FBP_Amd1_2050="M:/Application/Model One/RTP2021/Blueprint/2050_TM152_FBP_PlusCrossing_24_Amd1",
Alt1_2050="M:/Application/Model One/RTP2021/Blueprint/2050_TM152_EIR_Alt1_06",
Alt2_2050="M:/Application/Model One/RTP2021/Blueprint/2050_TM152_EIR_Alt2_05")
@@ -26,12 +28,13 @@ NETWORK_CARE_DIRS <-
c(IP_2015 ="M:/Application/Model One/RTP2021/Blueprint/INPUT_DEVELOPMENT/Networks/BlueprintNetworks_62/net_2015_Baseline/shapefile",
NP_2050 ="M:/Application/Model One/RTP2021/Blueprint/INPUT_DEVELOPMENT/Networks/BlueprintNetworks_62/net_2050_Baseline/shapefile",
FBP_2050 ="M:/Application/Model One/RTP2021/Blueprint/INPUT_DEVELOPMENT/Networks/BlueprintNetworks_64/net_2050_Blueprint/shapefile",
+ FBP_Amd1_2050 ="M:/Application/Model One/RTP2021/Blueprint/INPUT_DEVELOPMENT/Networks/BlueprintNetworks_64_Amd1/net_2050_Blueprint/shapefile",
Alt1_2050="M:/Application/Model One/RTP2021/Blueprint/INPUT_DEVELOPMENT/Networks/BlueprintNetworks_64/net_2050_Alt1/shapefile",
Alt2_2050="M:/Application/Model One/RTP2021/Blueprint/INPUT_DEVELOPMENT/Networks/BlueprintNetworks_64/net_2050_Alt2/shapefile")
# all files are expected to be here (note R's preference for slashes)
if (Sys.getenv("USERNAME") == "lzorn") {
- BASE_DIR <- "C:/Users/lzorn/Box/CARE Communities/CARE-Data-PBA50"
+ BASE_DIR <- "E:/Box/CARE Communities/CARE-Data-PBA50"
} else {
BASE_DIR <- "~/Desktop/CARE-Data_R"
}
@@ -43,7 +46,9 @@ special_cols <- c("distance","lanes","ft","at","tollclass","ffs")
emissions_rates <- list()
# use Tableau wildcard union -- no need to put these in a single file
# loop through each network file
-for (network in c("IP_2015","NP_2050","FBP_2050","Alt1_2050","Alt2_2050")) {
+# for (network in c("IP_2015","NP_2050","FBP_2050","Alt1_2050","Alt2_2050")) {
+# for Plan amendment, just run the Plan scenario
+for (network in c("FBP_Amd1_2050")) {
model_dir <- basename(MODEL_DIRS[network])
model_year <- substr(model_dir,0,4)
print(paste("Processing",network," for year",model_year,":",model_dir))
diff --git a/utilities/RTP/config_RTP2025/ModelRuns_RTP2025.xlsx b/utilities/RTP/config_RTP2025/ModelRuns_RTP2025.xlsx
index 1429df648..87d53dbb6 100644
Binary files a/utilities/RTP/config_RTP2025/ModelRuns_RTP2025.xlsx and b/utilities/RTP/config_RTP2025/ModelRuns_RTP2025.xlsx differ