IN-CORE · ywkim312 · Jan 8, 2025 · Jan 8, 2025 · Jan 8, 2025 · Jan 8, 2025
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -3,6 +3,12 @@ All notable changes to this project will be documented in this file.
 
 The format is based on [Keep a Changelog](http://keepachangelog.com/)
 and this project adheres to [Semantic Versioning](http://semver.org/).
+## [Unreleased]
+### Added
+- Conversion of NSI data to IN-CORE building inventory data for Earthquake [#96](https://github.com/IN-CORE/pyincore-data/issues/96)
+- Midwest and Eastcoast building mapping for NSI building inventory process [#106](https://github.com/IN-CORE/pyincore-data/issues/106)
+- Conversion statistics in NSI building inventory process [#107](https://github.com/IN-CORE/pyincore-data/issues/107)
+- Automatic determination of the region by the fips code [#108](https://github.com/IN-CORE/pyincore-data/issues/108)
 
 ## [0.8.0] - 2025-02-20
 

diff --git a/pyincore_data/__init__.py b/pyincore_data/__init__.py
@@ -7,7 +7,10 @@
 from pyincore_data.censusutil import CensusUtil
 from pyincore_data.censusviz import CensusViz
 from pyincore_data.nsiparser import NsiParser
+
+from pyincore_data.nsibuildinginventory import NsiBuildingInventory
 from pyincore_data.utils.datautil import DataUtil
+from pyincore_data.utils.nsiutil import NsiUtil
 
 import pyincore_data.globals
 

diff --git a/pyincore_data/nsibuildinginventory.py b/pyincore_data/nsibuildinginventory.py
@@ -0,0 +1,37 @@
+import os
+import geopandas as gpd
+from pyincore_data.nsiparser import NsiParser
+from pyincore_data.utils.nsiutil import NsiUtil
+
+
+class NsiBuildingInventory:
+    @staticmethod
+    def convert_nsi_to_building_inventory_by_county_fips_list(fips_list):
+        """
+        Convert NSI data to building inventory data by county FIPS list
+
+        :param fips_list: list of county FIPS codes. The list should be string list not numeric
+        :return: geodataframe with building inventory data
+        """
+        gdf = NsiParser.create_nsi_gdf_by_counties_fips_list(fips_list)
+        region = NsiUtil.determine_region_by_fips(fips_list[0])
+        gdf = NsiUtil.assign_hazus_specific_structure_type(gdf, region, False, random=False)
+        gdf.set_index('guid', inplace=True)
+
+        return gdf
+
+    @staticmethod
+    def convert_nsi_to_building_inventory_from_geojson(in_json, region="westCoast"):
+        """
+        Convert NSI data to building inventory data from GeoJSON file
+
+        :param in_json:
+        :param region: region of the data, it should be either eastCoast, westCoast, or midWest
+
+        :return: geodataframe with building inventory data
+        """
+        gdf = gpd.read_file(in_json)
+        gdf = NsiUtil.assign_hazus_specific_structure_type(gdf, region, False, random=False)
+        gdf.set_index('guid', inplace=True)
+
+        return gdf
diff --git a/pyincore_data/utils/__init__.py b/pyincore_data/utils/__init__.py
@@ -4,4 +4,5 @@
 # terms of the Mozilla Public License v2.0 which accompanies this distribution,
 # and is available at https://www.mozilla.org/en-US/MPL/2.0/
 
-from pyincore_data.utils.datautil import DataUtil
+from pyincore_data.utils.datautil import DataUtil
+from pyincore_data.utils.nsiutil import NsiUtil
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/eastcoast/HighRise.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/eastcoast/HighRise.csv
@@ -0,0 +1,12 @@
+OccClass,S1H ,S2H ,S4H ,S5H ,C1H ,C2H ,C3H ,PC2H ,RM2H 
+RES3 ,8.0,21.0,8.0,,34.0,17.0,2.0,5.0,5.0
+RES4 ,8.0,21.0,8.0,,34.0,17.0,2.0,5.0,5.0
+RES5 ,6.0,16.0,6.0,,40.0,20.0,3.0,5.0,4.0
+COM4 ,15.0,36.0,15.0,,15.0,8.0,,2.0,9.0
+COM5 ,15.0,36.0,15.0,,15.0,8.0,,2.0,9.0
+COM6 ,14.0,35.0,14.0,,17.0,8.0,2.0,2.0,8.0
+COM7 ,15.0,38.0,15.0,,14.0,8.0,,2.0,8.0
+COM10 ,5.0,12.0,5.0,,43.0,21.0,4.0,6.0,4.0
+AGR1 ,7.0,4.0,18.0,,20.0,42.0,,,9.0
+GOV1 ,,,,,,,,,
+EDU2 ,,,,,,,,,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/eastcoast/LowRise.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/eastcoast/LowRise.csv
@@ -0,0 +1,28 @@
+OccClass,W1 ,W2 ,S1L ,S2L ,S3 ,S4L ,S5L ,C1L ,C2L ,C3L ,PC1 ,PC2L ,RM1L ,RM2L ,URML ,MH 
+RES2 ,,,,,,,,,,,,,,,,100.0
+RES3 ,62.0,,,3.0,,,,2.0,2.0,,,,5.0,4.0,22.0,
+RES4 ,48.0,,5.0,4.0,,,4.0,8.0,4.0,,3.0,3.0,3.0,3.0,15.0,
+RES5 ,7.0,,7.0,6.0,,,6.0,17.0,6.0,3.0,8.0,6.0,5.0,5.0,24.0,
+RES6 ,22.0,,11.0,8.0,,,8.0,8.0,3.0,2.0,4.0,3.0,5.0,4.0,22.0,
+COM1 ,,14.0,20.0,15.0,5.0,,16.0,3.0,2.0,,2.0,,4.0,2.0,17.0,
+COM2 ,,10.0,21.0,15.0,7.0,,16.0,3.0,2.0,,2.0,,3.0,4.0,17.0,
+COM3 ,,25.0,7.0,5.0,11.0,,5.0,3.0,2.0,,2.0,,6.0,4.0,30.0,
+COM4 ,,26.0,11.0,8.0,4.0,,9.0,4.0,2.0,,3.0,,5.0,4.0,24.0,
+COM5 ,,13.0,13.0,9.0,13.0,,10.0,5.0,3.0,,2.0,2.0,5.0,3.0,22.0,
+COM6 ,,2.0,22.0,15.0,,,18.0,10.0,4.0,2.0,5.0,4.0,3.0,2.0,13.0,
+COM7 ,,24.0,10.0,7.0,15.0,,8.0,3.0,2.0,,3.0,,4.0,4.0,20.0,
+COM8 ,,19.0,19.0,13.0,6.0,,15.0,3.0,2.0,,2.0,,3.0,3.0,15.0,
+COM9 ,,5.0,20.0,13.0,12.0,2.0,16.0,7.0,2.0,,3.0,3.0,3.0,2.0,12.0,
+COM10 ,,,10.0,7.0,,,8.0,30.0,11.0,6.0,14.0,12.0,,,2.0,
+IND1 ,,5.0,22.0,15.0,4.0,2.0,17.0,7.0,3.0,,3.0,3.0,3.0,3.0,13.0,
+IND2 ,,10.0,15.0,9.0,15.0,,11.0,5.0,3.0,,2.0,2.0,4.0,5.0,19.0,
+IND3 ,,7.0,25.0,18.0,3.0,,19.0,4.0,2.0,,2.0,2.0,3.0,2.0,13.0,
+IND4 ,,7.0,26.0,19.0,3.0,,20.0,3.0,2.0,,2.0,,2.0,3.0,13.0,
+IND5 ,,5.0,25.0,17.0,3.0,2.0,20.0,7.0,3.0,,3.0,3.0,,2.0,10.0,
+IND6 ,,10.0,21.0,14.0,7.0,2.0,16.0,5.0,2.0,,2.0,2.0,2.0,3.0,14.0,
+AGR1 ,,48.0,8.0,6.0,12.0,,7.0,2.0,,,,,3.0,2.0,12.0,
+REL1 ,36.0,,4.0,4.0,,,3.0,2.0,2.0,,2.0,,7.0,6.0,34.0,
+GOV1 ,,7.0,24.0,16.0,3.0,,19.0,5.0,3.0,,2.0,1.0,3.0,3.0,13.0,
+GOV2 ,,8.0,16.0,11.0,4.0,,13.0,8.0,3.0,2.0,4.0,3.0,4.0,5.0,19.0,
+EDU1 ,,13.0,17.0,13.0,,,13.0,5.0,3.0,,2.0,2.0,5.0,5.0,22.0,
+EDU2 ,,4.0,18.0,13.0,,,14.0,8.0,3.0,2.0,4.0,3.0,5.0,4.0,22.0,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/eastcoast/MidRise.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/eastcoast/MidRise.csv
@@ -0,0 +1,26 @@
+OccClass,S1M ,S2M ,S4M ,S5M ,C1M ,C2M ,C3M ,PC2M ,RM1M ,RM2M ,URMM 
+RES3 ,3.0,4.0,,,6.0,3.0,,14.0,,13.0,57.0
+RES4 ,9.0,12.0,,3.0,18.0,9.0,2.0,11.0,,7.0,29.0
+RES5 ,7.0,10.0,,3.0,23.0,11.0,3.0,12.0,,5.0,26.0
+RES6 ,,,,,,,,,,,
+COM1 ,23.0,29.0,2.0,8.0,5.0,3.0,,5.0,,5.0,20.0
+COM2 ,23.0,30.0,3.0,8.0,4.0,3.0,,5.0,,5.0,19.0
+COM3 ,10.0,13.0,,3.0,5.0,4.0,,11.0,,10.0,44.0
+COM4 ,14.0,19.0,2.0,5.0,7.0,4.0,,9.0,,7.0,33.0
+COM5 ,15.0,21.0,2.0,6.0,8.0,5.0,,8.0,,6.0,29.0
+COM6 ,21.0,27.0,2.0,8.0,12.0,6.0,2.0,7.0,,2.0,13.0
+COM7 ,15.0,20.0,2.0,5.0,7.0,4.0,,9.0,,6.0,32.0
+COM8 ,22.0,30.0,3.0,8.0,5.0,3.0,,5.0,,5.0,19.0
+COM9 ,,,,,,,,,,,
+COM10 ,10.0,13.0,,3.0,38.0,17.0,6.0,11.0,,,2.0
+IND1 ,,,,,,,,,,,
+IND2 ,22.0,28.0,2.0,8.0,10.0,5.0,2.0,6.0,,3.0,14.0
+IND3 ,25.0,32.0,3.0,9.0,6.0,4.0,,4.0,,3.0,14.0
+IND4 ,,,,,,,,,,,
+IND5 ,24.0,32.0,3.0,9.0,9.0,6.0,,5.0,,2.0,10.0
+IND6 ,,,,,,,,,,,
+AGR1 ,19.0,25.0,2.0,7.0,4.0,2.0,,7.0,,6.0,28.0
+REL1 ,5.0,9.0,,2.0,4.0,3.0,,12.0,,12.0,53.0
+GOV1 ,24.0,30.0,3.0,9.0,7.0,5.0,,5.0,,3.0,14.0
+GOV2 ,,,,,,,,,,,
+EDU2 ,17.0,23.0,2.0,6.0,10.0,5.0,2.0,8.0,,4.0,23.0
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/fips_region_mapping.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/fips_region_mapping.csv
@@ -0,0 +1,57 @@
+FIPS,Abbreviation,Name,Group
+02,AK,Alaska,WestCoast
+01,AL,Alabama,EastCoast
+05,AR,Arkansas,MidWest
+04,AZ,Arizona,WestCoast
+06,CA,California,WestCoast
+08,CO,Colorado,WestCoast
+09,CT,Connecticut,EastCoast
+11,DC,DistrictofColumbia,EastCoast
+10,DE,Delaware,EastCoast
+12,FL,Florida,EastCoast
+13,GA,Georgia,EastCoast
+15,HI,Hawaii,WestCoast
+19,IA,Iowa,MidWest
+16,ID,Idaho,WestCoast
+17,IL,Illinois,MidWest
+18,IN,Indiana,MidWest
+20,KS,Kansas,MidWest
+21,KY,Kentucky,MidWest
+22,LA,Louisiana,MidWest
+25,MA,Massachusetts,EastCoast
+24,MD,Maryland,EastCoast
+23,ME,Maine,EastCoast
+26,MI,Michigan,MidWest
+27,MN,Minnesota,MidWest
+29,MO,Missouri,MidWest
+28,MS,Mississippi,MidWest
+30,MT,Montana,WestCoast
+37,NC,NorthCarolina,EastCoast
+38,ND,NorthDakota,MidWest
+31,NE,Nebraska,MidWest
+33,NH,NewHampshire,EastCoast
+34,NJ,NewJersey,EastCoast
+35,NM,NewMexico,WestCoast
+32,NV,Nevada,WestCoast
+36,NY,NewYork,EastCoast
+39,OH,Ohio,MidWest
+40,OK,Oklahoma,MidWest
+41,OR,Oregon,WestCoast
+42,PA,Pennsylvania,EastCoast
+44,RI,RhodeIsland,EastCoast
+45,SC,SouthCarolina,EastCoast
+46,SD,SouthDakota,MidWest
+47,TN,Tennessee,MidWest
+48,TX,Texas,MidWest
+49,UT,Utah,WestCoast
+51,VA,Virginia,EastCoast
+50,VT,Vermont,EastCoast
+53,WA,Washington,WestCoast
+55,WI,Wisconsin,MidWest
+54,WV,WestVirginia,EastCoast
+56,WY,Wyoming,WestCoast
+60,AS,AmericanSamoa,WestCoast
+66,GU,Guam,WestCoast
+69,MP,NorthernMarianaIslands,WestCoast
+72,PR,PuertoRico,EastCoast
+78,VI,USVirginIslands,EastCoast
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/midwest/HighRise.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/midwest/HighRise.csv
@@ -0,0 +1,12 @@
+OccClass,S1H ,S2H ,S4H ,S5H ,C1H ,C2H ,C3H ,PC2H ,RM2H 
+RES3 ,3.0,13.0,4.0,,16.0,44.0,7.0,7.0,6.0
+RES4 ,3.0,13.0,4.0,,16.0,44.0,7.0,7.0,6.0
+RES5 ,,,,,26.0,74.0,,,
+COM4 ,7.0,29.0,9.0,,12.0,32.0,4.0,4.0,3.0
+COM5 ,7.0,29.0,9.0,,12.0,32.0,4.0,4.0,3.0
+COM6 ,7.0,29.0,9.0,,13.0,36.0,2.0,2.0,2.0
+COM7 ,7.0,29.0,9.0,,12.0,32.0,4.0,4.0,3.0
+COM10 ,5.0,19.0,6.0,,18.0,52.0,,,
+AGR1 ,2.0,6.0,2.0,,16.0,44.0,11.0,11.0,8.0
+GOV1 ,,,,,,,,,
+EDU2 ,,,,,,,,,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/midwest/LowRise.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/midwest/LowRise.csv
@@ -0,0 +1,28 @@
+OccClass,W1 ,W2 ,S1L ,S2L ,S3 ,S4L ,S5L ,C1L ,C2L ,C3L ,PC1 ,PC2L ,RM1L ,RM2L ,URML ,MH 
+RES2 ,,,,,,,,,,,,,,,,100.0
+RES3 ,75.0,,,,,,,,,,,,2.0,,23.0,
+RES4 ,50.0,,,,,,,,,,,,3.0,2.0,45.0,
+RES5 ,20.0,,,,,,,4.0,13.0,2.0,22.0,4.0,2.0,,33.0,
+RES6 ,90.0,,,,,,,,,,,,,,10.0,
+COM1 ,,30.0,2.0,4.0,11.0,6.0,7.0,,5.0,,5.0,,2.0,,28.0,
+COM2 ,,10.0,2.0,4.0,11.0,6.0,7.0,2.0,10.0,2.0,14.0,2.0,2.0,,28.0,
+COM3 ,,30.0,2.0,4.0,11.0,6.0,7.0,,5.0,,5.0,,2.0,,28.0,
+COM4 ,,30.0,2.0,4.0,11.0,6.0,7.0,,5.0,,5.0,,2.0,,28.0,
+COM5 ,,30.0,2.0,4.0,11.0,6.0,7.0,,5.0,,5.0,,2.0,,28.0,
+COM6 ,,,,2.0,4.0,2.0,2.0,6.0,21.0,4.0,33.0,6.0,2.0,,18.0,
+COM7 ,,30.0,2.0,4.0,11.0,6.0,7.0,,5.0,,5.0,,2.0,,28.0,
+COM8 ,,30.0,2.0,4.0,11.0,6.0,7.0,,5.0,,5.0,,2.0,,28.0,
+COM9 ,,,2.0,6.0,14.0,8.0,10.0,4.0,13.0,2.0,22.0,4.0,,,15.0,
+COM10 ,,,2.0,4.0,11.0,6.0,7.0,6.0,21.0,4.0,33.0,6.0,,,,
+IND1 ,,,5.0,10.0,25.0,13.0,17.0,2.0,7.0,2.0,12.0,2.0,,,5.0,
+IND2 ,,10.0,2.0,4.0,11.0,6.0,7.0,2.0,10.0,2.0,14.0,2.0,3.0,,27.0,
+IND3 ,,10.0,2.0,4.0,11.0,6.0,7.0,2.0,10.0,2.0,14.0,2.0,3.0,,27.0,
+IND4 ,,,5.0,10.0,25.0,13.0,17.0,2.0,7.0,2.0,12.0,2.0,,,5.0,
+IND5 ,,10.0,2.0,4.0,11.0,6.0,7.0,2.0,10.0,2.0,14.0,2.0,2.0,,28.0,
+IND6 ,,30.0,2.0,4.0,11.0,6.0,7.0,,5.0,,5.0,,2.0,,28.0,
+AGR1 ,,10.0,2.0,4.0,11.0,6.0,7.0,2.0,10.0,2.0,14.0,2.0,2.0,,28.0,
+REL1 ,30.0,,,3.0,5.0,3.0,4.0,,5.0,,5.0,,2.0,2.0,41.0,
+GOV1 ,,15.0,14.0,21.0,,,,7.0,6.0,,4.0,,3.0,,30.0,
+GOV2 ,,14.0,7.0,17.0,,,,4.0,12.0,,,,,3.0,43.0,
+EDU1 ,,10.0,5.0,12.0,,,,5.0,7.0,,,,11.0,,50.0,
+EDU2 ,,14.0,6.0,12.0,,,2.0,8.0,11.0,,,,,10.0,37.0,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/midwest/MidRise.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/midwest/MidRise.csv
@@ -0,0 +1,26 @@
+OccClass,S1M ,S2M ,S4M ,S5M ,C1M ,C2M ,C3M ,PC2M ,RM1M ,RM2M ,URMM 
+RES3 ,,10.0,7.0,3.0,14.0,39.0,,7.0,,2.0,18.0
+RES4 ,,10.0,7.0,3.0,14.0,37.0,2.0,7.0,,2.0,18.0
+RES5 ,,,,,25.0,62.0,2.0,11.0,,,
+RES6 ,,,,,,,,,,,
+COM1 ,3.0,20.0,16.0,6.0,11.0,27.0,2.0,5.0,,2.0,8.0
+COM2 ,,7.0,3.0,,14.0,37.0,2.0,7.0,,3.0,27.0
+COM3 ,3.0,20.0,16.0,6.0,11.0,27.0,2.0,5.0,,2.0,8.0
+COM4 ,3.0,20.0,16.0,6.0,11.0,27.0,2.0,5.0,,2.0,8.0
+COM5 ,3.0,20.0,16.0,6.0,11.0,27.0,2.0,5.0,,2.0,8.0
+COM6 ,3.0,20.0,16.0,6.0,12.0,30.0,2.0,6.0,,,5.0
+COM7 ,3.0,20.0,16.0,6.0,11.0,27.0,2.0,5.0,,2.0,8.0
+COM8 ,3.0,20.0,16.0,6.0,11.0,27.0,2.0,5.0,,2.0,8.0
+COM9 ,,,,,,,,,,,
+COM10 ,2.0,14.0,10.0,4.0,17.0,43.0,2.0,8.0,,,
+IND1 ,,,,,,,,,,,
+IND2 ,,7.0,3.0,,14.0,37.0,2.0,7.0,,3.0,27.0
+IND3 ,,7.0,3.0,,14.0,37.0,2.0,7.0,,3.0,27.0
+IND4 ,,,,,,,,,,,
+IND5 ,,7.0,3.0,,14.0,37.0,2.0,7.0,,3.0,27.0
+IND6 ,,,,,,,,,,,
+AGR1 ,,7.0,3.0,,14.0,37.0,2.0,7.0,,3.0,27.0
+REL1 ,3.0,20.0,16.0,6.0,11.0,27.0,2.0,5.0,,2.0,8.0
+GOV1 ,20.0,24.0,,,11.0,9.0,,,,5.0,31.0
+GOV2 ,,,,,,,,,,,
+EDU2 ,7.0,14.0,,,9.0,13.0,,,,13.0,44.0
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/HighRise-1950-1970.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/HighRise-1950-1970.csv
@@ -0,0 +1,12 @@
+OccClass,S1H ,S2H ,S4H ,S5H ,C1H ,C2H ,C3H ,PC2H ,RM2H 
+RES3 ,30.0,21.0,6.0,,13.0,24.0,,3.0,3.0
+RES4 ,48.0,10.0,9.0,,12.0,19.0,,1.0,1.0
+RES5 ,20.0,15.0,25.0,,30.0,5.0,,,5.0
+COM4 ,40.0,26.0,18.0,,6.0,7.0,,1.0,2.0
+COM5 ,40.0,26.0,18.0,,6.0,7.0,,1.0,2.0
+COM6 ,35.0,27.0,17.0,,4.0,15.0,,1.0,1.0
+COM7 ,,,,,,,,,
+COM10 ,,,,,,,,,
+AGR1 ,,,,,,,,,
+GOV1 ,46.0,13.0,22.0,,10.0,8.0,,,1.0
+EDU2 ,35.0,20.0,20.0,,25.0,,,,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/HighRise-Post1970.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/HighRise-Post1970.csv
@@ -0,0 +1,12 @@
+OccClass,S1H ,S2H ,S4H ,S5H ,C1H ,C2H ,C3H ,PC2H ,RM2H 
+RES3 ,44.0,6.0,5.0,,18.0,20.0,,5.0,2.0
+RES4 ,56.0,10.0,6.0,,16.0,9.0,,2.0,1.0
+RES5 ,25.0,18.0,20.0,,37.0,,,,
+COM4 ,56.0,10.0,14.0,,14.0,5.0,,1.0,
+COM5 ,54.0,10.0,15.0,,15.0,5.0,,1.0,
+COM6 ,45.0,6.0,19.0,,13.0,17.0,,,
+COM7 ,,,,,,,,,
+COM10 ,,,,,,,,,
+AGR1 ,,,,,,,,,
+GOV1 ,52.0,14.0,14.0,,14.0,6.0,,,
+EDU2 ,30.0,10.0,10.0,,50.0,,,,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/HighRise-Pre1950.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/HighRise-Pre1950.csv
@@ -0,0 +1,12 @@
+OccClass,S1H ,S2H ,S4H ,S5H ,C1H ,C2H ,C3H ,PC2H ,RM2H 
+RES3 ,39.0,1.0,2.0,,8.0,24.0,23.0,3.0,
+RES4 ,45.0,3.0,3.0,,8.0,20.0,18.0,3.0,
+RES5 ,15.0,5.0,10.0,,,30.0,40.0,,
+COM4 ,47.0,10.0,4.0,,1.0,21.0,16.0,1.0,
+COM5 ,47.0,10.0,4.0,,1.0,21.0,16.0,1.0,
+COM6 ,56.0,9.0,1.0,,1.0,24.0,8.0,1.0,
+COM7 ,,,,,,,,,
+COM10 ,,,,,,,,,
+AGR1 ,,,,,,,,,
+GOV1 ,53.0,5.0,5.0,,3.0,30.0,3.0,1.0,
+EDU2 ,5.0,5.0,35.0,,,40.0,15.0,,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/LowRise-1950-1970.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/LowRise-1950-1970.csv
@@ -0,0 +1,28 @@
+OccClass,W1 ,W2 ,S1L ,S2L ,S3 ,S4L ,S5L ,C1L ,C2L ,C3L ,PC1 ,PC2L ,RM1L ,RM2L ,URML ,MH 
+RES2 ,,,,,,,,,,,,,,,,100.0
+RES3 ,72.0,,1.0,2.0,2.0,,1.0,,6.0,2.0,,,8.0,,3.0,3.0
+RES4 ,55.0,,1.0,2.0,2.0,2.0,3.0,,11.0,2.0,,,18.0,1.0,3.0,
+RES5 ,39.0,,3.0,3.0,,1.0,8.0,,16.0,6.0,,,18.0,1.0,5.0,
+RES6 ,70.0,,,,3.0,1.0,1.0,,5.0,,,,20.0,,,
+COM1 ,,34.0,3.0,1.0,3.0,2.0,4.0,,13.0,5.0,10.0,1.0,18.0,2.0,4.0,
+COM2 ,,12.0,4.0,5.0,5.0,3.0,3.0,,18.0,,22.0,1.0,19.0,4.0,4.0,
+COM3 ,,12.0,3.0,5.0,5.0,2.0,3.0,,23.0,4.0,12.0,1.0,22.0,4.0,4.0,
+COM4 ,,34.0,3.0,3.0,1.0,2.0,3.0,,17.0,5.0,3.0,,23.0,4.0,2.0,
+COM5 ,,34.0,3.0,3.0,1.0,2.0,3.0,,17.0,5.0,3.0,,23.0,4.0,2.0,
+COM6 ,,32.0,5.0,2.0,4.0,3.0,,,16.0,6.0,,,28.0,4.0,,
+COM7 ,,46.0,13.0,1.0,3.0,3.0,,,9.0,,,,20.0,,5.0,
+COM8 ,,13.0,17.0,12.0,3.0,3.0,,,13.0,6.0,,,30.0,3.0,,
+COM9 ,,10.0,10.0,30.0,,,5.0,,10.0,,5.0,,30.0,,,
+COM10 ,,,5.0,8.0,,20.0,,,34.0,,,5.0,20.0,6.0,2.0,
+IND1 ,,10.0,25.0,30.0,3.0,,,7.0,14.0,,,,9.0,2.0,,
+IND2 ,,8.0,5.0,14.0,17.0,4.0,,,10.0,5.0,22.0,3.0,12.0,,,
+IND3 ,,,14.0,16.0,6.0,1.0,,5.0,17.0,,28.0,1.0,10.0,2.0,,
+IND4 ,,,18.0,25.0,9.0,,,11.0,10.0,,7.0,,15.0,3.0,,2.0
+IND5 ,,,4.0,9.0,3.0,2.0,,4.0,20.0,,35.0,3.0,15.0,4.0,,1.0
+IND6 ,,30.0,,1.0,15.0,,,,7.0,,4.0,,20.0,3.0,,20.0
+AGR1 ,51.0,,4.0,8.0,12.0,,,,2.0,,10.0,,11.0,2.0,,
+REL1 ,20.0,,4.0,1.0,3.0,3.0,,,24.0,,4.0,,37.0,4.0,,
+GOV1 ,,21.0,6.0,3.0,2.0,2.0,,,26.0,5.0,4.0,2.0,27.0,2.0,,
+GOV2 ,50.0,,,,,,,,13.0,,7.0,,20.0,10.0,,
+EDU1 ,25.0,,3.0,4.0,5.0,4.0,,,20.0,,4.0,2.0,29.0,4.0,,
+EDU2 ,5.0,,2.0,12.0,,5.0,,,20.0,,,,50.0,6.0,,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/LowRise-Post1970.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/LowRise-Post1970.csv
@@ -0,0 +1,28 @@
+OccClass,W1 ,W2 ,S1L ,S2L ,S3 ,S4L ,S5L ,C1L ,C2L ,C3L ,PC1 ,PC2L ,RM1L ,RM2L ,URML ,MH 
+RES2 ,,,,,,,,,,,,,,,,100.0
+RES3 ,73.0,,,,2.0,3.0,,,6.0,1.0,,1.0,9.0,,,5.0
+RES4 ,53.0,,3.0,,2.0,3.0,,4.0,13.0,,,,20.0,2.0,,
+RES5 ,33.0,,3.0,3.0,,6.0,,5.0,24.0,,,,23.0,3.0,,
+RES6 ,70.0,,,,,,,,5.0,,5.0,,20.0,,,
+COM1 ,,26.0,9.0,1.0,2.0,1.0,,6.0,10.0,1.0,15.0,5.0,21.0,3.0,,
+COM2 ,,8.0,4.0,1.0,3.0,4.0,,2.0,12.0,,41.0,3.0,19.0,3.0,,
+COM3 ,,13.0,3.0,2.0,2.0,3.0,,3.0,13.0,,20.0,5.0,34.0,2.0,,
+COM4 ,,35.0,3.0,2.0,1.0,3.0,,4.0,15.0,,8.0,3.0,24.0,2.0,,
+COM5 ,,35.0,3.0,2.0,1.0,3.0,,4.0,15.0,,8.0,3.0,24.0,2.0,,
+COM6 ,,31.0,6.0,1.0,1.0,7.0,,4.0,13.0,,7.0,,28.0,2.0,,
+COM7 ,,47.0,16.0,,,5.0,,4.0,6.0,,2.0,,20.0,,,
+COM8 ,,4.0,23.0,8.0,1.0,3.0,,2.0,15.0,,4.0,1.0,32.0,7.0,,
+COM9 ,,5.0,27.0,20.0,,,,,12.0,,4.0,,27.0,5.0,,
+COM10 ,,,8.0,8.0,,6.0,,3.0,49.0,,3.0,13.0,7.0,3.0,,
+IND1 ,,11.0,19.0,28.0,3.0,2.0,,1.0,9.0,,11.0,3.0,11.0,1.0,,1.0
+IND2 ,,3.0,13.0,9.0,6.0,3.0,,,10.0,,41.0,3.0,12.0,,,
+IND3 ,,2.0,15.0,10.0,5.0,3.0,,,12.0,,28.0,7.0,18.0,,,
+IND4 ,,1.0,26.0,18.0,5.0,4.0,,1.0,11.0,1.0,12.0,5.0,15.0,1.0,,
+IND5 ,,1.0,12.0,8.0,2.0,3.0,,,10.0,,38.0,7.0,17.0,1.0,,1.0
+IND6 ,,30.0,4.0,6.0,11.0,,,,8.0,,16.0,6.0,14.0,,,5.0
+AGR1 ,40.0,,8.0,11.0,8.0,,,,3.0,,11.0,1.0,15.0,1.0,,2.0
+REL1 ,23.0,,12.0,3.0,1.0,6.0,,,26.0,,1.0,3.0,22.0,3.0,,
+GOV1 ,,8.0,15.0,4.0,3.0,7.0,,2.0,32.0,,,4.0,16.0,9.0,,
+GOV2 ,40.0,,3.0,7.0,,23.0,,,10.0,,,7.0,3.0,7.0,,
+EDU1 ,24.0,,9.0,6.0,1.0,5.0,,3.0,16.0,3.0,4.0,3.0,21.0,5.0,,
+EDU2 ,5.0,,10.0,10.0,,5.0,,,20.0,,5.0,,40.0,5.0,,
diff --git a/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/LowRise-Pre1950.csv b/pyincore_data/utils/data/nsi/occ_bldg_mapping/westcoast/LowRise-Pre1950.csv
@@ -0,0 +1,28 @@
+OccClass,W1 ,W2 ,S1L ,S2L ,S3 ,S4L ,S5L ,C1L ,C2L ,C3L ,PC1 ,PC2L ,RM1L ,RM2L ,URML ,MH 
+RES2 ,,,,,,,,,,,,,,,,100.0
+RES3 ,73.0,,1.0,1.0,1.0,,6.0,,3.0,3.0,,,1.0,,9.0,2.0
+RES4 ,34.0,,2.0,1.0,2.0,1.0,19.0,,16.0,3.0,,,4.0,,18.0,
+RES5 ,20.0,,5.0,1.0,,1.0,,,28.0,18.0,,,6.0,,21.0,
+RES6 ,45.0,,,,10.0,,5.0,,10.0,,,,20.0,,10.0,
+COM1 ,,22.0,2.0,,6.0,3.0,20.0,,17.0,1.0,,,6.0,,23.0,
+COM2 ,,8.0,3.0,,4.0,2.0,41.0,,18.0,1.0,3.0,,5.0,2.0,13.0,
+COM3 ,,28.0,1.0,1.0,3.0,,18.0,,7.0,,1.0,,8.0,,33.0,
+COM4 ,,27.0,2.0,1.0,3.0,,19.0,,15.0,,,,7.0,,26.0,
+COM5 ,,27.0,2.0,1.0,3.0,,19.0,,15.0,,,,7.0,,26.0,
+COM6 ,,8.0,5.0,2.0,11.0,,11.0,,27.0,2.0,1.0,,27.0,,6.0,
+COM7 ,,25.0,5.0,2.0,10.0,,10.0,,15.0,2.0,1.0,,20.0,,10.0,
+COM8 ,,8.0,12.0,1.0,2.0,3.0,16.0,,27.0,4.0,,,5.0,1.0,21.0,
+COM9 ,,5.0,20.0,7.0,,,15.0,,20.0,3.0,,,10.0,,20.0,
+COM10 ,,,,8.0,,8.0,18.0,,43.0,7.0,,1.0,6.0,3.0,6.0,
+IND1 ,,3.0,29.0,13.0,2.0,2.0,15.0,,14.0,7.0,1.0,,4.0,2.0,8.0,
+IND2 ,,4.0,14.0,8.0,22.0,1.0,18.0,,16.0,1.0,1.0,,2.0,,13.0,
+IND3 ,,1.0,18.0,8.0,3.0,3.0,20.0,,22.0,,2.0,,3.0,,20.0,
+IND4 ,,2.0,24.0,12.0,7.0,2.0,13.0,,16.0,,2.0,,2.0,6.0,14.0,
+IND5 ,,,21.0,5.0,5.0,,3.0,,35.0,2.0,10.0,2.0,15.0,,2.0,
+IND6 ,,32.0,3.0,2.0,10.0,,18.0,,8.0,7.0,,,,,13.0,7.0
+AGR1 ,56.0,,3.0,2.0,14.0,,2.0,,9.0,,,,,1.0,13.0,
+REL1 ,22.0,,8.0,,2.0,,21.0,,15.0,5.0,,,8.0,,19.0,
+GOV1 ,,9.0,8.0,1.0,3.0,4.0,12.0,,42.0,4.0,,,6.0,,11.0,
+GOV2 ,45.0,,,,,2.0,,,37.0,,,,3.0,,13.0,
+EDU1 ,11.0,,6.0,,3.0,3.0,21.0,,21.0,4.0,,,9.0,,22.0,
+EDU2 ,2.0,,5.0,10.0,,5.0,15.0,,20.0,,,,20.0,5.0,18.0,