diff --git a/Shapefiles/45019/2021/tl_2021_45019_faces.cpg b/Shapefiles/45019/2021/tl_2021_45019_faces.cpg
new file mode 100644
index 00000000..3ad133c0
--- /dev/null
+++ b/Shapefiles/45019/2021/tl_2021_45019_faces.cpg
@@ -0,0 +1 @@
+UTF-8
\ No newline at end of file
diff --git a/Shapefiles/45019/2021/tl_2021_45019_faces.dbf b/Shapefiles/45019/2021/tl_2021_45019_faces.dbf
new file mode 100644
index 00000000..ea0a2ac5
Binary files /dev/null and b/Shapefiles/45019/2021/tl_2021_45019_faces.dbf differ
diff --git a/Shapefiles/45019/2021/tl_2021_45019_faces.prj b/Shapefiles/45019/2021/tl_2021_45019_faces.prj
new file mode 100644
index 00000000..747df588
--- /dev/null
+++ b/Shapefiles/45019/2021/tl_2021_45019_faces.prj
@@ -0,0 +1 @@
+GEOGCS["GCS_North_American_1983",DATUM["D_North_American_1983",SPHEROID["GRS_1980",6378137,298.257222101]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]]
\ No newline at end of file
diff --git a/Shapefiles/45019/2021/tl_2021_45019_faces.shp b/Shapefiles/45019/2021/tl_2021_45019_faces.shp
new file mode 100644
index 00000000..e1be8045
Binary files /dev/null and b/Shapefiles/45019/2021/tl_2021_45019_faces.shp differ
diff --git a/Shapefiles/45019/2021/tl_2021_45019_faces.shp.ea.iso.xml b/Shapefiles/45019/2021/tl_2021_45019_faces.shp.ea.iso.xml
new file mode 100644
index 00000000..f46eaf03
--- /dev/null
+++ b/Shapefiles/45019/2021/tl_2021_45019_faces.shp.ea.iso.xml
@@ -0,0 +1,1567 @@
+
+
+
+
+
+
+
+
+
+ 2021
+
+
+ 20210523
+
+
+ eng
+
+
+ UTF-8
+
+
+
+
+ U.S. Department of Commerce, U.S. Census Bureau, Geography Division, Spatial Data Collection and Products Branch
+
+
+
+
+
+
+ 301-763-1128
+
+
+ 301-763-4710
+
+
+
+
+
+
+ 4600 Silver Hill Road, Stop 7400
+
+
+ Washington
+
+
+ DC
+
+
+ 20233-7400
+
+
+ United States
+
+
+ geo.geography@census.gov
+
+
+
+
+
+
+ custodian
+
+
+
+
+
+
+
+ FACES.shp
+
+
+ Topological Faces (Polygons With all Geocodes) County-based shapefile
+
+
+
+ false
+
+
+
+
+
+ TFID
+
+
+ Permanent face ID
+
+
+
+
+
+
+ 1
+
+
+ 999999999
+
+
+
+
+
+
+
+
+
+
+
+ STATEFP20
+
+
+ 2020 Census state Federal Information Processing Series (FIPS) codes
+
+
+
+
+
+
+
+ National Standard Codes (ANSI INCITS 38-2009), Federal Information Processing Series (FIPS) – States/State Equivalents
+
+
+
+
+
+
+
+
+
+
+ COUNTYFP20
+
+
+ 2020 Census county Federal Information Processing Series (FIPS) code
+
+
+
+
+
+
+
+ National Standard Codes (ANSI INCITS 31-2009), Federal Information Processing Series (FIPS) - Counties/County Equivalents
+
+
+
+
+
+
+
+
+
+
+ TRACTCE20
+
+
+ 2020 Census census tract code
+
+
+
+
+
+
+ 990000 to 990099
+
+
+ Census tract number
+
+
+
+
+
+
+
+ 990000 to 990099
+
+
+ Water tract (2010 and continuing)
+
+
+
+
+
+
+
+ 990100 to 998999
+
+
+ Census tract number
+
+
+
+
+
+
+
+
+
+ BLKGRPCE20
+
+
+
+ 2020 Census block group number. A block group number of 0 represents a water block group.
+
+
+
+
+
+
+
+ 0
+
+
+ 9
+
+
+
+
+
+
+
+
+
+
+
+ BLOCKCE20
+
+
+ 2020 Census tabulation block number
+
+
+
+
+
+
+ 0001
+
+
+ 9999
+
+
+
+
+
+
+
+
+
+
+
+ SUFFIX1CE
+
+
+ Current census block suffix 1
+
+
+
+
+
+
+ A
+
+
+ Z
+
+
+
+
+
+
+
+
+
+
+
+ ZCTA5CE20
+
+
+ 2020 Census 5-digit ZIP Code Tabulation Area code
+
+
+
+
+
+
+ 00601
+
+
+ 99929
+
+
+
+
+
+
+
+
+
+
+
+ UACE10
+
+
+ 2010 Census urban area code
+
+
+
+
+
+
+ 00001
+
+
+ 98999
+
+
+
+
+
+
+
+
+
+
+
+ PUMACE10
+
+
+ 2010 Census public use microdata area code
+
+
+
+
+
+
+ 00100
+
+
+ 99995
+
+
+
+
+
+
+
+
+
+
+
+ STATEFP
+
+
+ Current state Federal Information Processing Series (FIPS) code
+
+
+
+
+
+
+
+ National Standard Codes (ANSI INCITS 38-2009), Federal Information Processing
+ Series (FIPS) - States/State Equivalents
+
+
+
+
+
+
+
+
+
+
+ COUNTYFP
+
+
+ Current county Federal Information Processing Series (FIPS) code
+
+
+
+
+
+
+
+ National Standard Codes (ANSI INCITS 31-2009), Federal Information Processing
+ Series (FIPS) - Counties/County Equivalents
+
+
+
+
+
+
+
+
+
+
+ TRACTCE
+
+
+ Current census tract code
+
+
+
+
+
+
+ 000100 to 989999
+
+
+ Census tract number
+
+
+
+
+
+
+
+ 990000 to 990099
+
+
+ Water tract
+
+
+
+
+
+
+
+ 990100 to 998999
+
+
+ Census tract number
+
+
+
+
+
+
+
+
+
+ BLKGRPCE
+
+
+
+ Current block group number. A block group number of 0 represents a water block group.
+
+
+
+
+
+
+
+ 0
+
+
+ 9
+
+
+
+
+
+
+
+
+
+
+
+ COUSUBFP
+
+
+ Current county subdivision Federal Information Processing Series (FIPS) code
+
+
+
+
+
+
+
+
+ Federal Information Processing Series Census Codes for Named Populated Places,
+ Primary County Divisions, and other Locational Entities of the United States,
+ Puerto Rico, and the Island Areas (Formerly FIPS 55-3)
+
+
+
+
+
+
+
+
+
+
+ SUBMCDFP
+
+
+ Current subminor civil division Federal Information Processing Series (FIPS) code
+
+
+
+
+
+
+
+ 00001
+
+
+ 89999
+
+
+
+
+
+
+
+
+
+
+
+ ESTATEFP
+
+
+ Current estate Federal Information Processing Series (FIPS) code
+
+
+
+
+
+
+ 00001
+
+
+ 89999
+
+
+
+
+
+
+
+
+
+
+
+ CONCTYFP
+
+
+ Current consolidated city Federal Information Processing Series (FIPS) code
+
+
+
+
+
+
+
+
+ Federal Information Processing Series Census Codes for Named Populated Places,
+ Primary County Divisions, and other Locational Entities of the United States,
+ Puerto Rico, and the Island Areas (Formerly FIPS 55-3)
+
+
+
+
+
+
+
+
+
+
+ PLACEFP
+
+
+ Current place Federal Information Processing Series (FIPS) code
+
+
+
+
+
+
+
+ Federal Information Processing Series Census Codes for Named Populated Places,
+ Primary County Divisions, and other Locational Entities of the United States,
+ Puerto Rico, and the Island Areas (Formerly FIPS 55-3)
+
+
+
+
+
+
+
+
+
+
+ AIANNHFP
+
+
+ Current American Indian/Alaska Native/Native Hawaiian area FIPS code
+
+
+
+
+
+
+
+
+ Federal Information Processing Series Census Codes for Named Populated Places,
+ Primary County Divisions, and other Locational Entities of the United States,
+ Puerto Rico, and the Island Areas (Formerly FIPS 55-3)
+
+
+
+
+
+
+
+
+
+
+ AIANNHCE
+
+
+ Current American Indian/Alaska Native/Native Hawaiian area census code
+
+
+
+
+
+
+
+ 0001 to 4799
+
+
+ Federally recognized legal American Indian area
+
+
+
+
+
+
+
+
+ 4800 to 4989
+
+
+ American Indian Joint-Use Area
+
+
+
+
+
+
+
+ 5000 to 5499
+
+
+ Hawaiian Home Land
+
+
+
+
+
+
+
+ 5500 to 5899
+
+
+ Oklahoma Tribal Statistical Area
+
+
+
+
+
+
+
+ 5900 to 5999
+
+
+ Joint-Use Oklahoma Tribal Statistical Area
+
+
+
+
+
+
+
+
+ 6000 to 7999
+
+
+ Alaska Native Village Statistical Area
+
+
+
+
+
+
+
+
+ 8000 to 8999
+
+
+ Tribal Designated Statistical Area
+
+
+
+
+
+
+
+ 9000 to 9499
+
+
+ State recognized legal American Indian area
+
+
+
+
+
+
+
+
+ 9500 to 9998
+
+
+ State Designated Tribal Statistical Area
+
+
+
+
+
+
+
+
+
+
+ COMPTYP
+
+
+
+ Current American Indian/Alaska Native/Native Hawaiian area reservation/statistical
+ area or off-reservation trust land Hawaiian home land indicator
+
+
+
+
+
+
+
+ R
+
+
+ Reservation or statistical area
+
+
+
+
+
+
+
+ T
+
+
+ Off-reservation trust land
+
+
+
+
+
+
+
+
+
+ TRSUBFP
+
+
+ Current American Indian tribal subdivision FIPS code
+
+
+
+
+
+
+
+ Federal Information Processing Series Census Codes for Named Populated Places,
+ Primary County Divisions, and other Locational Entities of the United States,
+ Puerto Rico, and the Island Areas (Formerly FIPS 55-3)
+
+
+
+
+
+
+
+
+
+
+ TRSUBCE
+
+
+
+ Current American Indian tribal subdivision code. A code of 999 represents the balance
+ of AIAN with at least one tribal subdivision that is not in a tribal subdivision.
+
+
+
+
+
+
+
+ 001
+
+
+ 999
+
+
+
+
+
+
+
+
+
+
+
+ ANRCFP
+
+
+
+ Current Alaska Native Regional Corporation Federal Information Processing Series (FIPS)
+ code
+
+
+
+
+
+
+
+
+ Federal Information Processing Series Census Codes for Named Populated Places,
+ Primary County Divisions, and other Locational Entities of the United States,
+ Puerto Rico, and the Island Areas (Formerly FIPS 55-3)
+
+
+
+
+
+
+
+
+
+
+ TTRACTCE
+
+
+ Current tribal census tract code
+
+
+
+
+
+
+ T00000
+
+
+ T98999
+
+
+
+
+
+
+
+
+
+
+
+ TBLKGPCE
+
+
+ Current tribal block group letter
+
+
+
+
+
+
+ J
+
+
+ Tribal block group letter
+
+
+
+
+
+
+
+ K
+
+
+ Tirbal block group letter
+
+
+
+
+
+
+
+ A to H
+
+
+ Tribal block group letter
+
+
+
+
+
+
+
+
+
+ ELSDLEA
+
+
+ Current elementary school district local education agency code
+
+
+
+
+
+
+ 00001
+
+
+ 99996
+
+
+
+
+
+
+
+
+
+
+
+
+ local school district
+
+
+
+
+
+
+
+
+
+
+
+
+
+ SCSDLEA
+
+
+ Current secondary school district local education agency code
+
+
+
+
+
+
+ 00001
+
+
+ 99996
+
+
+
+
+
+
+
+
+
+
+
+
+ local school district
+
+
+
+
+
+
+
+
+
+
+
+
+
+ UNSDLEA
+
+
+
+ Current unified school district local education agency code. A code of 99997 represents
+ a school district that has not been defined.
+
+
+
+
+
+
+
+ 00001
+
+
+ 99997
+
+
+
+
+
+
+
+
+
+
+
+
+ local school district
+
+
+
+
+
+
+
+
+
+
+
+
+
+ CD116FP
+
+
+ 116th congressional district code
+
+
+
+
+
+
+ 00
+
+
+ At Large Representation
+
+
+
+
+
+
+
+ 98
+
+
+ Non-Voting Delegate
+
+
+
+
+
+
+
+ 01 to 53
+
+
+ Congressional District (in states with more than one district)
+
+
+
+
+
+
+
+
+ ZZ
+
+
+ Congressional District Not Defined
+
+
+
+
+
+
+
+
+
+ SLDUST
+
+
+ Current state legislative district (upper chamber) code
+
+
+
+
+
+
+
+
+ Any ASCII alphabetic or numeric character combination plus hyphens from one to three
+ characters. A code of ZZZ refers to a State legislative district (upper chamber)
+ not defined.
+
+
+
+
+
+
+
+
+
+ SLDLST
+
+
+ Current state legislative district (lower chamber) code
+
+
+
+
+
+
+
+
+ Any ASCII alphabetic or numeric character combination plus hyphens from one to three
+ characters. A code of ZZZ refers to a State legislative district (upper chamber)
+ not defined.
+
+
+
+
+
+
+
+
+
+ CSAFP
+
+
+ Current combined statistical area code
+
+
+
+
+
+
+ 100
+
+
+ 599
+
+
+
+
+
+
+
+
+
+
+
+ CBSAFP
+
+
+ Current metropolitan statistical area/micropolitan statistical area code
+
+
+
+
+
+
+
+ 10000
+
+
+ 49999
+
+
+
+
+
+
+
+
+
+
+
+ METDIVFP
+
+
+ Current metropolitan division code
+
+
+
+
+
+
+ 10004
+
+
+ 49994
+
+
+
+
+
+
+
+
+
+
+
+ CNECTAFP
+
+
+ Current combined New England city and town area code
+
+
+
+
+
+
+ 700
+
+
+ 799
+
+
+
+
+
+
+
+
+
+
+
+ NECTAFP
+
+
+ Current New England city and town area code
+
+
+
+
+
+
+ 70000
+
+
+ 79999
+
+
+
+
+
+
+
+
+
+
+
+ NCTADVFP
+
+
+ Current New England city and town area division code
+
+
+
+
+
+
+ 70004
+
+
+ 79994
+
+
+
+
+
+
+
+
+
+
+
+ LWFLAG
+
+
+ land/water flag
+
+
+
+
+
+
+ G
+
+
+ Glacier
+
+
+
+
+
+
+
+ I
+
+
+ Intermittent Water
+
+
+
+
+
+
+
+ L
+
+
+ Land
+
+
+
+
+
+
+
+ P
+
+
+ Perennial Water
+
+
+
+
+
+
+
+ S
+
+
+ Marsh/Swamp
+
+
+
+
+
+
+
+
+
+ OFFSET
+
+
+ Geographic corridor/offset flag
+
+
+
+
+
+
+ N
+
+
+ Not in a Geographic Corridor/Offset
+
+
+
+
+
+
+
+ Y
+
+
+ This polygon is in a Geographic Corridor/Offset.
+
+
+
+
+
+
+
+
+
+
+ ATOTAL
+
+
+ Total Area
+
+
+
+
+
+
+ 0
+
+
+ 9999999
+
+
+
+
+
+
+
+
+
+
+
+ INTPTLAT
+
+
+ Latitude of the internal point
+
+
+
+
+
+
+ -90.000000
+
+
+ 90.000000
+
+
+
+
+
+
+
+
+
+
+
+ INTPTLON
+
+
+ Longitude of the internal point
+
+
+
+
+
+
+ -180.000000
+
+
+ 180.000000
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/Shapefiles/45019/2021/tl_2021_45019_faces.shp.iso.xml b/Shapefiles/45019/2021/tl_2021_45019_faces.shp.iso.xml
new file mode 100644
index 00000000..6fc3b46d
--- /dev/null
+++ b/Shapefiles/45019/2021/tl_2021_45019_faces.shp.iso.xml
@@ -0,0 +1,640 @@
+
+
+
+ .shp.iso.xml
+
+
+ eng
+
+
+ UTF-8
+
+
+
+
+
+
+
+ U.S. Department of Commerce, U.S. Census Bureau, Geography Division, Spatial Data Collection and Products Branch
+
+
+
+
+
+
+ 301-763-1128
+
+
+ 301-763-4710
+
+
+
+
+
+
+ 4600 Silver Hill Road, Stop 7400
+
+
+ Washington
+
+
+ DC
+
+
+ 20233-7400
+
+
+ United States
+
+
+ geo.geography@census.gov
+
+
+
+
+
+
+ custodian
+
+
+
+
+
+ 20210523
+
+
+ ISO 19115 Geographic Information - Metadata
+
+
+ 2009-02-15
+
+
+ http://www2.census.gov/geo/tiger/TIGER2021/FACES/tl_2021_45019_faces.zip
+
+
+
+
+
+
+ complex
+
+
+ 23290
+
+
+
+
+
+
+
+
+
+
+ Federal Information Processing Series (FIPS), Geographic Names Information System (GNIS), and feature names.
+
+
+ http://www.census.gov/geo/reference/geocodes.html
+
+
+
+
+
+
+
+
+
+
+ TIGER/Line Shapefile, 2021, county, Charleston County, SC, Topological Faces (Polygons With All Geocodes) County-based Shapefile
+
+
+
+ 2021
+
+
+ publication
+
+
+
+
+
+ 2021
+
+
+
+
+ U.S. Department of Commerce, U.S. Census Bureau, Geography Division, Spatial Data Collection and Products Branch
+
+
+
+
+
+
+ 301-763-1128
+
+
+ 301-763-4710
+
+
+
+
+
+
+ 4600 Silver Hill Road, Stop 7400
+
+
+ Washington
+
+
+ DC
+
+
+ 20233-7400
+
+
+ United States
+
+
+ geo.geography@census.gov
+
+
+
+
+
+
+ custodian
+
+
+
+
+
+
+
+
+
+
+ The TIGER/Line shapefiles and related database files (.dbf) are an extract of selected geographic and cartographic information from the U.S. Census Bureau's Master Address File / Topologically Integrated Geographic Encoding and Referencing (MAF/TIGER) Database (MTDB). The MTDB represents a seamless national file with no overlaps or gaps between parts, however, each TIGER/Line shapefile is designed to stand alone as an independent data set, or they can be combined to cover the entire nation.
+
+Face refers to the areal (polygon) topological primitives that make up MTDB. A face is bounded by one or more edges; its boundary includes only the edges that separate it from other faces, not any interior edges contained within the area of the face. The Topological Faces Shapefile contains the attributes of each topological primitive face. Each face has a unique topological face identifier (TFID) value. Each face in the shapefile includes the key geographic area codes for all geographic areas for which the Census Bureau tabulates data for both the 2020 Census and the annual estimates and surveys. The geometries of each of these geographic areas can then be built by dissolving the face geometries on the appropriate key geographic area codes in the Topological Faces Shapefile.
+
+
+ In order for others to use the information in the Census MAF/TIGER database in a geographic information system (GIS) or for othergeographic applications, the Census Bureau releases to the public extracts of the database in the form of TIGER/Line Shapefiles.
+
+
+
+
+
+
+
+
+
+
+
+ County or equivalent entity
+
+
+ Table
+
+
+ Topological Faces
+
+
+ State FIPS Code
+
+
+ County FIPS Code
+
+
+ Census Tract Number
+
+
+ Block Group
+
+
+ Number
+
+
+ Tabulation Block Number
+
+
+ County Subdivision FIPS Code
+
+
+ SubMinor Civil Division FIPS Code in Puerto Rico
+
+
+ FIPS Place Code For All Places
+
+
+ Consolidated City FIPS Code
+
+
+ Urban Area Code
+
+
+ 115th congressional district Code
+
+
+ 5 digit ZIP Code Tabulation Area Code
+
+
+ State Legislative District Upper Chamber Code
+
+
+ State Legislative District Lower Chamber Code
+
+
+ Legislative Session Year
+
+
+ Urban Growth Area Code
+
+
+ American Indian/Alaska Native/Native Hawaiian Areas Census Code
+
+
+ Rreservation or Off-reservation Trust Land Indicator
+
+
+ Alaska Native Regional Corporation FIPS code
+
+
+ Tribal Subdivision Code
+
+
+ Metropolitan Statistical Area/Consolidated Metropolitan Statistical Area FIPS Code
+
+
+ Primary Metropolitan Statistical Area FIPS Code
+
+
+ New England County Metropolitan Area FIPS Code
+
+
+ Elementary School District Local Education Agency Code
+
+
+ Secondary School District Local Education Agency Code
+
+
+ Unified School District Local Education Agency Code
+
+
+ Public Use Microdata Area CodeLand/water Flag
+
+
+
+
+
+
+
+ None
+
+
+
+
+
+
+
+
+
+ United States
+
+
+ U.S.
+
+
+ County or Equivalent Entity
+
+
+ Charleston
+
+
+ 45019
+
+
+
+
+
+
+
+ ANSI INCITS 38:2009 (Formerly FIPS 5-2),
+ ANSI INCITS 31:2009 (Formerly FIPS 6-4),ANSI INCITS 454:2009
+ (Formerly FIPS 8-6), ANSI INCITS 455:2009(Formerly FIPS 9-1), ANSI INCITS 446:2008 (Geographic Names Information System
+ (GNIS))
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ The TIGER/Line Shapefile products are not copyrighted however TIGER/Line and Census TIGER are registered trademarks of the U.S. Census Bureau. These products are free to use in a product or publication, however acknowledgement must be given to the U.S. Census Bureau as the source.
+These products are free to use in a product or publication, however acknowledgement must be given to the U.S. Census Bureau as the source.
+The boundaries in the TIGER/Line Shapefiles are for statistical data collection and tabulation purposes only, their depiction and designation for statistical purposes does not constitute a determination of jurisdictional authority or rights of ownership or entitlement and they are not legal land descriptions. Coordinates in the TIGER/Line shapefiles have six implied decimal places, but the positional accuracy of these coordinates is not as great as the six decimal places suggest.
+
+
+
+
+
+
+
+ eng
+
+
+ UTF-8
+
+
+ boundaries
+
+
+ The TIGER/Line shapefiles contain geographic data only and do not include display mapping software or statistical data. For information on how to use the TIGER/Line shapefile data with specific software package users shall contact the company that produced the software.
+
+
+
+
+
+
+ -80.45363
+
+
+ -79.26183
+
+
+ 32.482565
+
+
+ 33.215136
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ true
+
+
+
+
+
+
+
+
+
+
+
+ TGRSHP (compressed)
+
+
+
+
+
+
+
+
+
+ U.S. Department of Commerce, U.S. Census Bureau,
+ Geography Division, Spatial Data Collection and Products Branch
+
+
+
+
+
+
+
+ 301-763-1128
+
+
+ 301-763-4710
+
+
+
+
+
+
+ 4600 Silver Hill Road, Stop 7400
+
+
+ Washington
+
+
+ DC
+
+
+ 20233-7400
+
+
+ United States
+
+
+ geo.geography@census.gov
+
+
+
+
+
+
+ custodian
+
+
+
+
+
+
+
+ The online copy of the TIGER/Line Shapefiles may be accessed without charge.
+
+
+ To obtain more information about ordering TIGER/Line Shapefiles visit https://www.census.gov/geographies/mapping-files/time-series/geo/tiger-line-file.html
+
+
+
+
+
+
+
+
+
+
+ http://www2.census.gov/geo/tiger/TIGER2021/FACES/tl_2021_45019_faces.zip
+
+
+ http
+
+
+ download!!!
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Non_Quantitative_Attribute_Accuracy_Report: National Standard Codes, Federal Information Processing (FIPS) and the Geographic Names Information System (GNIS) TIGER/Line Shapefile Test
+
+
+ Non_Quantitative_Attribute_Accuracy_Report: Tested against National Standard Codes, Federal Information Processing (FIPS) and the Geographic Names Information System (GNIS)
+
+
+
+
+
+ Non_Quantitative_Attribute_Accuracy_Report: 100% accurate for the codes and base names.
+
+
+
+
+
+
+
+
+
+ Logical Consistency: TIGER/Line Shapefile topological consistency test
+
+
+ The Census Bureau performed automated tests to ensure logical consistency and limits of shapefiles. Segments making up the outer and inner boundaries of a polygon tie end-to-end to completely enclose the area. All polygons are tested for closure.
+
+The Census Bureau uses its internally developed geographic update system to enhance and modify spatial and attribute data in the Census MAF/TIGER database. Standard geographic codes, such as FIPS codes for states, counties, municipalities, county subdivisions, places, American Indian/Alaska Native/Native Hawaiian areas, and congressional districts are used when encoding spatial entities. The Census Bureau performed spatial data tests for logical consistency of the codes during the compilation of the original Census MAF/TIGER database files. Most of the codes for geographic entities except states, counties, urban areas, Core Based Statistical Areas (CBSAs), American Indian Areas (AIAs), and congressional districts were provided to the Census Bureau by the USGS, the agency responsible for maintaining the Geographic Names Information System (GNIS). Feature attribute information has been examined but has not been fully tested for consistency.
+
+
+
+
+
+ For the TIGER/Line Shapefiles, the Point and Vector Object Count for the G-polygon SDTS Point and Vector Object Type reflects the number of records in the shapefile attribute table. For multi-polygon features, only one attribute record exists for each multi-polygon rather than one attribute record per individual G-polygon component of the multi-polygon feature. TIGER/Line Shapefile multi-polygons are an exception to the G-polygon object type classification. Therefore, when multi-polygons exist in a shapefile, the object count will be less than the actual number of G-polygons.
+
+
+
+
+
+
+
+
+
+
+
+ TIGER/Line Shapefiles are extracted from the Census MAF/TIGER database by nation, state, county, and entity. Census MAF/TIGER data for all of the aforementioned geographic entities are then distributed among the shapefiles each containing attributes for line, polygon, or landmark geographic data. 2021
+
+
+
+
+
+
+ All line segments
+
+
+
+
+ Census MAF/TIGER database
+
+
+ MAF/TIGER
+
+
+
+
+ Unpublished material
+
+
+ publication date
+
+
+
+
+
+
+
+ U.S. Department of Commerce, U.S. Census Bureau,
+ Geography Division
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ This was transformed from the Census Geospatial Product Metadata Content Standard.
+
+
+
+
\ No newline at end of file
diff --git a/Shapefiles/45019/2021/tl_2021_45019_faces.shx b/Shapefiles/45019/2021/tl_2021_45019_faces.shx
new file mode 100644
index 00000000..77978e47
Binary files /dev/null and b/Shapefiles/45019/2021/tl_2021_45019_faces.shx differ
diff --git a/envs/hydromt-fiat-dev.yml b/envs/hydromt-fiat-dev.yml
index 7bed2db5..61965ec7 100644
--- a/envs/hydromt-fiat-dev.yml
+++ b/envs/hydromt-fiat-dev.yml
@@ -8,11 +8,12 @@ dependencies:
- pip:
- census
- us
+ - xarray-spatial
- click
- black
- gdal>=3.1
- geopandas
- - hydromt
+ - hydromt=0.8.0
- hydromt_sfincs
- numpy
- osmnx
diff --git a/examples/data/aggregation_zones/fiat_model_aggregation1/exposure/buildings.gpkg b/examples/data/aggregation_zones/fiat_model_aggregation1/exposure/buildings.gpkg
index 8866e92b..8a4c0264 100644
Binary files a/examples/data/aggregation_zones/fiat_model_aggregation1/exposure/buildings.gpkg and b/examples/data/aggregation_zones/fiat_model_aggregation1/exposure/buildings.gpkg differ
diff --git a/examples/data/aggregation_zones/fiat_model_aggregation1/settings.toml b/examples/data/aggregation_zones/fiat_model_aggregation1/settings.toml
index 44b60c5b..3ae7d2ea 100644
--- a/examples/data/aggregation_zones/fiat_model_aggregation1/settings.toml
+++ b/examples/data/aggregation_zones/fiat_model_aggregation1/settings.toml
@@ -15,8 +15,10 @@ file = "./vulnerability/vulnerability_curves.csv"
unit = "feet"
step_size = 0.1
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
[exposure.geom]
-csv = "./exposure/exposure.csv"
crs = "EPSG:4326"
unit = "ft"
file1 = "./exposure/buildings.gpkg"
diff --git a/examples/data/aggregation_zones/fiat_model_aggregation2/exposure/buildings.gpkg b/examples/data/aggregation_zones/fiat_model_aggregation2/exposure/buildings.gpkg
index f0049c09..d70c2a51 100644
Binary files a/examples/data/aggregation_zones/fiat_model_aggregation2/exposure/buildings.gpkg and b/examples/data/aggregation_zones/fiat_model_aggregation2/exposure/buildings.gpkg differ
diff --git a/examples/data/aggregation_zones/fiat_model_aggregation2/settings.toml b/examples/data/aggregation_zones/fiat_model_aggregation2/settings.toml
index 44b60c5b..3ae7d2ea 100644
--- a/examples/data/aggregation_zones/fiat_model_aggregation2/settings.toml
+++ b/examples/data/aggregation_zones/fiat_model_aggregation2/settings.toml
@@ -15,8 +15,10 @@ file = "./vulnerability/vulnerability_curves.csv"
unit = "feet"
step_size = 0.1
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
[exposure.geom]
-csv = "./exposure/exposure.csv"
crs = "EPSG:4326"
unit = "ft"
file1 = "./exposure/buildings.gpkg"
diff --git a/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/buildings.gpkg b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/buildings.gpkg
new file mode 100644
index 00000000..243e8336
Binary files /dev/null and b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/buildings.gpkg differ
diff --git a/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/exposure.csv b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/exposure.csv
new file mode 100644
index 00000000..e1022c4f
--- /dev/null
+++ b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/exposure.csv
@@ -0,0 +1,1995 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Floor Height,Ground Elevation,Aggregation Label: Census Block,Extraction Method,Damage Function: Structure,Damage Function: Content
+574486973,574486973,RES,RES3A,480189.335,240094.667,0.5,2.580267906188965,450190001001006,centroid,RES3A_structure,RES3A_content
+573783417,573783417,COM,RES4,1177614.2,588807.1,8.0,2.580267906188965,450190002002010,centroid,RES4_structure,RES4_content
+573783433,573783433,COM,RES4,476216.254,238108.127,0.5,2.0590968132019043,450190002002010,centroid,RES4_structure,RES4_content
+573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,0.5,2.6374380588531494,450190002002004,centroid,RES1-2SNB_structure,RES1-2SNB_content
+574346729,574346729,RES,RES3A,472285.148,236142.574,0.5,2.0249850749969482,450190002001030,centroid,RES3A_structure,RES3A_content
+574372707,574372707,RES,RES1-3SNB,389363.808,194681.904,0.5,2.0249850749969482,450190002002008,centroid,RES1-3SNB_structure,RES1-3SNB_content
+574372721,574372721,RES,RES3A,503924.421,251962.21,0.5,2.0249850749969482,450190002002008,centroid,RES3A_structure,RES3A_content
+574476728,574476728,RES,RES1-1SNB,96964.414,48482.207,0.5,3.694910764694214,450190002002018,centroid,RES1-1SNB_structure,RES1-1SNB_content
+574476811,574476811,RES,RES1-1SNB,152049.256,76024.6281,0.5,3.694910764694214,450190002002018,centroid,RES1-1SNB_structure,RES1-1SNB_content
+574486899,574486899,RES,RES3A,480189.335,240094.667,0.5,3.694910764694214,450190002001030,centroid,RES3A_structure,RES3A_content
+574486932,574486932,RES,RES1-1SNB,177705.21,88852.6051,0.5,1.6509150266647339,450190002002005,centroid,RES1-1SNB_structure,RES1-1SNB_content
+573827729,573827729,COM,COM8,37755.4885,37755.4885,0.5,1.6509150266647339,450190002001028,centroid,COM8_structure,COM8_content
+574421669,574421669,RES,RES3A,170840.757,85420.3788,8.0,1.6509150266647339,450190002001029,centroid,RES3A_structure,RES3A_content
+574488781,574488781,RES,RES1-3SNB,374871.082,187435.541,0.5,1.6509150266647339,450190002001009,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573467745,573467745,RES,RES3A,516183.793,258091.896,2.0,1.6509150266647339,450190002002011,centroid,RES3A_structure,RES3A_content
+573779323,573779323,RES,RES1-2SWB,437207.93,218603.965,2.0,3.6249663829803467,450190002002000,centroid,RES1-2SWB_structure,RES1-2SWB_content
+573779375,573779375,RES,RES1-1SNB,226202.175,113101.087,0.5,3.6249663829803467,450190002002000,centroid,RES1-1SNB_structure,RES1-1SNB_content
+573779393,573779393,RES,RES3A,200255.163,100127.581,0.5,3.7134814262390137,450190002002000,centroid,RES3A_structure,RES3A_content
+573779405,573779405,RES,RES1-3SNB,398598.966,199299.483,0.5,3.5045104026794434,450190002002000,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573782594,573782594,RES,RES3A,489787.119,244893.559,0.5,1.9962352514266968,450190002002005,centroid,RES3A_structure,RES3A_content
+573782596,573782596,RES,RES3A,675402.418,337701.209,0.5,2.0721724033355713,450190002002005,centroid,RES3A_structure,RES3A_content
+573782413,573782413,RES,RES3A,437002.054,218501.027,0.5,2.1630349159240723,450190002002006,centroid,RES3A_structure,RES3A_content
+573782415,573782415,RES,RES1-3SNB,369429.359,184714.679,0.5,2.247926712036133,450190002002006,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573782419,573782419,RES,RES3A,448799.6,224399.8,0.5,1.5835663080215454,450190002002006,centroid,RES3A_structure,RES3A_content
+573782453,573782453,RES,RES1-3SNB,448326.4,224163.2,0.5,1.6850732564926147,450190002002006,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573782528,573782528,RES,RES3A,677628.089,338814.044,0.5,3.780707597732544,450190002001032,centroid,RES3A_structure,RES3A_content
+573783136,573783136,RES,RES1-1SNB,187137.546,93568.7731,0.5,3.3954412937164307,450190002002001,centroid,RES1-1SNB_structure,RES1-1SNB_content
+573783158,573783158,PUB,EDU1,4297828.09,4297828.09,0.5,3.3954412937164307,450190002002001,centroid,EDU1_structure,EDU1_content
+573783175,573783175,RES,RES3A,327754.263,163877.131,0.5,2.904144763946533,450190002002001,centroid,RES3A_structure,RES3A_content
+573783185,573783185,RES,RES1-2SNB,438110.47,219055.235,0.5,2.0328288078308105,450190002002001,centroid,RES1-2SNB_structure,RES1-2SNB_content
+573783419,573783419,RES,RES1-2SWB,899667.893,449833.946,2.0,2.0328288078308105,450190002002010,centroid,RES1-2SWB_structure,RES1-2SWB_content
+573783425,573783425,RES,RES1-3SWB,615853.155,307926.577,2.0,1.9762399196624756,450190002002010,centroid,RES1-3SWB_structure,RES1-3SWB_content
+573785435,573785435,COM,COM8,988173.174,988173.174,0.5,3.1606128215789795,450190002001022,centroid,COM8_structure,COM8_content
+573785827,573785827,RES,RES1-3SWB,481445.527,240722.763,2.0,3.1606128215789795,450190002001025,centroid,RES1-3SWB_structure,RES1-3SWB_content
+573785950,573785950,RES,RES1-2SNB,472439.483,236219.741,0.5,3.1718673706054688,450190002002003,centroid,RES1-2SNB_structure,RES1-2SNB_content
+573785982,573785982,RES,RES1-3SNB,544883.847,272441.923,0.5,3.1718673706054688,450190002002003,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573785986,573785986,RES,RES3B,409580.853,204790.426,0.5,1.9627610445022583,450190002002003,centroid,RES3B_structure,RES3B_content
+573818743,573818743,RES,RES1-2SNB,280041.982,140020.991,0.5,3.319775342941284,450190002001004,centroid,RES1-2SNB_structure,RES1-2SNB_content
+573818747,573818747,RES,RES1-1SNB,238450.81,119225.405,0.5,3.319775342941284,450190002001004,centroid,RES1-1SNB_structure,RES1-1SNB_content
+573827725,573827725,COM,COM4,212093.854,212093.854,8.0,3.319775342941284,450190002001028,centroid,COM4_structure,COM4_content
+573827727,573827727,PUB,GOV1,1531018.22,1531018.22,8.0,3.3900787830352783,450190002001028,centroid,GOV1_structure,GOV1_content
+573827740,573827740,RES,RES3A,210487.941,105243.97,8.0,3.385042428970337,450190002001028,centroid,RES3A_structure,RES3A_content
+573827758,573827758,COM,COM4,414162.244,414162.244,8.0,3.385042428970337,450190002001028,centroid,COM4_structure,COM4_content
+573831699,573831699,RES,RES1-2SNB,195993.925,97996.9627,0.5,3.385042428970337,450190002001026,centroid,RES1-2SNB_structure,RES1-2SNB_content
+573831713,573831713,COM,COM4,221441.012,221441.012,0.5,3.3632373809814453,450190002001026,centroid,COM4_structure,COM4_content
+573831715,573831715,RES,RES1-2SNB,359315.841,179657.92,0.5,3.3632373809814453,450190002001026,centroid,RES1-2SNB_structure,RES1-2SNB_content
+574267660,574267660,COM,COM2,411264.761,411264.761,8.0,3.442486524581909,450190002001013,centroid,COM2_structure,COM2_content
+574267669,574267669,RES,RES3A,817491.32,408745.66,0.5,3.442486524581909,450190002001013,centroid,RES3A_structure,RES3A_content
+574267743,574267743,RES,RES1-3SNB,345016.887,172508.443,0.5,3.9389076232910156,450190002001016,centroid,RES1-3SNB_structure,RES1-3SNB_content
+574267753,574267753,RES,RES3A,264783.443,132391.721,0.5,4.070433616638184,450190002001016,centroid,RES3A_structure,RES3A_content
+574268223,574268223,RES,RES1-3SNB,414397.057,207198.528,0.5,2.3864593505859375,450190002002009,centroid,RES1-3SNB_structure,RES1-3SNB_content
+574268225,574268225,RES,RES3A,531400.843,265700.421,0.5,2.446042776107788,450190002002009,centroid,RES3A_structure,RES3A_content
+574268229,574268229,RES,RES1-2SNB,440077.672,220038.836,0.5,2.8119096755981445,450190002002009,centroid,RES1-2SNB_structure,RES1-2SNB_content
+574293801,574293801,RES,RES1-1SNB,265814.38,132907.19,0.5,3.941007375717163,450190002002002,centroid,RES1-1SNB_structure,RES1-1SNB_content
+574346714,574346714,RES,RES1-1SNB,269885.626,134942.813,0.5,3.941007375717163,450190002001003,centroid,RES1-1SNB_structure,RES1-1SNB_content
+574346742,574346742,RES,RES1-2SNB,569213.092,284606.546,0.5,3.941007375717163,450190002001030,centroid,RES1-2SNB_structure,RES1-2SNB_content
+574346745,574346745,RES,RES1-2SNB,329762.78,164881.39,0.5,3.941007375717163,450190002001030,centroid,RES1-2SNB_structure,RES1-2SNB_content
+574346752,574346752,RES,RES1-1SNB,310035.415,155017.707,1.5,3.328754186630249,450190002001030,centroid,RES1-1SNB_structure,RES1-1SNB_content
+574372456,574372456,COM,COM1,40694.094,40694.094,0.5,1.7508022785186768,450190002001017,centroid,COM1_structure,COM1_content
+574372466,574372466,COM,COM4,211663.463,211663.463,0.5,1.7508022785186768,450190002001017,centroid,COM4_structure,COM4_content
+574372521,574372521,RES,RES3A,141992.009,70996.0045,0.5,1.7508022785186768,450190002001031,centroid,RES3A_structure,RES3A_content
+574372563,574372563,COM,COM4,653032.622,653032.622,8.0,1.7508022785186768,450190002001031,centroid,COM4_structure,COM4_content
+574372711,574372711,RES,RES1-2SNB,312504.938,156252.469,0.5,1.7508022785186768,450190002002008,centroid,RES1-2SNB_structure,RES1-2SNB_content
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diff --git a/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/region.gpkg b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/region.gpkg
new file mode 100644
index 00000000..5be1ab4b
Binary files /dev/null and b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/exposure/region.gpkg differ
diff --git a/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/settings.toml b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/settings.toml
new file mode 100644
index 00000000..3ae7d2ea
--- /dev/null
+++ b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/settings.toml
@@ -0,0 +1,24 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+unit = "feet"
+step_size = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+unit = "ft"
+file1 = "./exposure/buildings.gpkg"
diff --git a/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_curves.csv b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..b7baee0f
--- /dev/null
+++ b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,37 @@
+#UNIT=feet
+#METHOD,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1_structure,COM1_structure,COM10_structure,COM2_structure,COM3_structure,COM4_structure,COM5_structure,COM6_structure,COM7_structure,COM8_structure,COM9_structure,EDU1_structure,EDU2_structure,GOV1_structure,GOV2_structure,IND1_structure,IND2_structure,IND3_structure,IND4_structure,IND5_structure,IND6_structure,REL1_structure,RES1-1SNB_structure,RES1-1SWB_structure,RES1-2SNB_structure,RES1-2SWB_structure,RES1-3SNB_structure,RES1-3SWB_structure,RES2_structure,RES3A_structure,RES3B_structure,RES3C_structure,RES3D_structure,RES3E_structure,RES3F_structure,RES4_structure,RES5_structure,RES6_structure,AGR1_content,COM1_content,COM10_content,COM2_content,COM3_content,COM4_content,COM5_content,COM6_content,COM7_content,COM8_content,COM9_content,EDU1_content,EDU2_content,GOV1_content,GOV2_content,IND1_content,IND2_content,IND3_content,IND4_content,IND5_content,IND6_content,REL1_content,RES1-1SNB_content,RES1-1SWB_content,RES1-2SNB_content,RES1-2SWB_content,RES1-3SNB_content,RES1-3SWB_content,RES2_content,RES3A_content,RES3B_content,RES3C_content,RES3D_content,RES3E_content,RES3F_content,RES4_content,RES5_content,RES6_content
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+15.0,0.79,0.58,0.52,0.52,0.525,0.624,0.44,0.843,0.41,0.5,0.42,0.52,0.45,0.59,0.52,0.54,0.562,0.43,0.5,0.43,0.69,0.7,0.802,0.811,0.677,0.764,0.48,0.5,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.47,0.77,0.92,1.0,0.87,0.871,1.0,1.0,0.963,0.99,0.93,0.84,0.634,1.0,1.0,1.0,0.73,0.95,0.87,0.63,0.87,0.81,0.971,0.4,0.391,0.369,0.493,0.54,0.55,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+16.0,0.82,0.61,0.58,0.55,0.525,0.624,0.48,0.843,0.44,0.53,0.49,0.52,0.52,0.65,0.56,0.55,0.562,0.43,0.5,0.43,0.7,0.7,0.807,0.811,0.692,0.764,0.5,0.51,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.52,0.78,0.93,1.0,0.88,0.871,1.0,1.0,0.963,1.0,0.94,0.9,0.634,1.0,1.0,1.0,0.73,0.95,0.87,0.64,0.87,0.81,0.971,0.4,0.391,0.372,0.526,0.56,0.57,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+17.0,0.84,0.64,0.65,0.58,0.525,0.624,0.51,0.843,0.48,0.57,0.56,0.52,0.59,0.7,0.6,0.55,0.562,0.44,0.5,0.44,0.71,0.7,0.807,0.811,0.692,0.764,0.52,0.52,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.57,0.78,0.93,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.95,0.97,0.634,1.0,1.0,1.0,0.73,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.58,0.58,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+18.0,0.87,0.67,0.71,0.61,0.525,0.624,0.55,0.843,0.51,0.6,0.62,0.52,0.64,0.74,0.64,0.56,0.562,0.44,0.5,0.44,0.72,0.7,0.807,0.811,0.692,0.764,0.54,0.53,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.62,0.78,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,0.98,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+19.0,0.89,0.69,0.76,0.63,0.525,0.624,0.59,0.843,0.54,0.63,0.68,0.52,0.69,0.79,0.68,0.56,0.562,0.44,0.5,0.44,0.73,0.7,0.807,0.811,0.692,0.764,0.56,0.54,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.67,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+20.0,0.9,0.71,0.81,0.66,0.525,0.624,0.63,0.843,0.56,0.66,0.74,0.52,0.74,0.83,0.72,0.57,0.562,0.44,0.5,0.44,0.74,0.7,0.807,0.811,0.692,0.764,0.58,0.55,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.72,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+21.0,0.92,0.74,0.86,0.68,0.525,0.624,0.67,0.843,0.59,0.69,0.8,0.52,0.79,0.87,0.76,0.57,0.562,0.44,0.5,0.44,0.75,0.7,0.807,0.811,0.692,0.764,0.6,0.56,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.77,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+22.0,0.93,0.76,0.91,0.7,0.525,0.624,0.71,0.843,0.61,0.73,0.86,0.52,0.84,0.91,0.8,0.57,0.562,0.45,0.5,0.45,0.76,0.7,0.807,0.811,0.692,0.764,0.62,0.57,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.82,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+23.0,0.95,0.78,0.96,0.71,0.525,0.624,0.75,0.843,0.64,0.76,0.92,0.52,0.89,0.95,0.84,0.58,0.562,0.45,0.5,0.45,0.76,0.7,0.807,0.811,0.692,0.764,0.64,0.58,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.87,0.8,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+24.0,0.96,0.8,1.0,0.73,0.525,0.624,0.79,0.843,0.66,0.78,0.98,0.52,0.94,0.98,0.88,0.58,0.562,0.45,0.5,0.45,0.77,0.7,0.807,0.811,0.692,0.764,0.66,0.59,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.92,0.8,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
diff --git a/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_identifiers.csv b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_identifiers.csv
new file mode 100644
index 00000000..b33d4845
--- /dev/null
+++ b/examples/data/setup_exposure_buildings/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_identifiers.csv
@@ -0,0 +1,77 @@
+FIAT Damage Function Name,Exposure Link,Damage Type,ID,Occupancy,Description,Source,full_identifier,Damage function name
+AGR1,AGR1,structure,616,AGR1,"Average Agriculture, structure",USACE - Galveston,"616AGR1AverageAgriculture,structureUSACE-Galveston",AGR1_structure
+COM1,COM1,structure,217,COM1,"Average Retail, Structure",USACE - Galveston,"217COM1AverageRetail,StructureUSACE-Galveston",COM1_structure
+COM10,COM10,structure,543,COM10,"Garage, structure",USACE - Galveston,"543COM10Garage,structureUSACE-Galveston",COM10_structure
+COM2,COM2,structure,341,COM2,"Average wholesale, Structure",USACE - Galveston,"341COM2Averagewholesale,StructureUSACE-Galveston",COM2_structure
+COM3,COM3,structure,32,COM3-S-MostLikely,Average Personal & Repair Services,USACE - IWR,32COM3-S-MostLikelyAveragePersonal&RepairServicesUSACE-IWR,COM3_structure
+COM4,COM4,structure,35,COM4-S-MostLikely,Average Prof/Tech Services,USACE - IWR,35COM4-S-MostLikelyAverageProf/TechServicesUSACE-IWR,COM4_structure
+COM5,COM5,structure,467,COM5,"Bank, Structure",USACE - Galveston,"467COM5Bank,StructureUSACE-Galveston",COM5_structure
+COM6,COM6,structure,38,COM6-S-MostLikely,Hospital,USACE - IWR,38COM6-S-MostLikelyHospitalUSACE-IWR,COM6_structure
+COM7,COM7,structure,475,COM7,"Average Medical Office, Structure",USACE - Galveston,"475COM7AverageMedicalOffice,StructureUSACE-Galveston",COM7_structure
+COM8,COM8,structure,493,COM8,"Average Entertainment/Recreation, Structure",USACE - Galveston,"493COM8AverageEntertainment/Recreation,StructureUSACE-Galveston",COM8_structure
+COM9,COM9,structure,532,COM9,"Average theatre, Structure",USACE - Galveston,"532COM9Averagetheatre,StructureUSACE-Galveston",COM9_structure
+EDU1,EDU1,structure,53,EDU1-S-MostLikely,Average school,USACE - IWR,53EDU1-S-MostLikelyAverageschoolUSACE-IWR,EDU1_structure
+EDU2,EDU2,structure,652,EDU2,"Average college/university, structure",USACE - Galveston,"652EDU2Averagecollege/university,structureUSACE-Galveston",EDU2_structure
+GOV1,GOV1,structure,631,GOV1,"Average government services, structure",USACE - Galveston,"631GOV1Averagegovernmentservices,structureUSACE-Galveston",GOV1_structure
+GOV2,GOV2,structure,640,GOV2,"Average emergency response, Structure",USACE - Galveston,"640GOV2Averageemergencyresponse,StructureUSACE-Galveston",GOV2_structure
+IND1,IND1,structure,545,IND1,"Average heavy industrial, Structure",USACE - Galveston,"545IND1Averageheavyindustrial,StructureUSACE-Galveston",IND1_structure
+IND2,IND2,structure,44,IND2-S-MostLikely,Average light industrial,USACE - IWR,44IND2-S-MostLikelyAveragelightindustrialUSACE-IWR,IND2_structure
+IND3,IND3,structure,575,IND3,"Average Food/Drug/Chem, Structure",USACE - Galveston,"575IND3AverageFood/Drug/Chem,StructureUSACE-Galveston",IND3_structure
+IND4,IND4,structure,586,IND4,"Average Metals/Minerals processing, structure",USACE - Galveston,"586IND4AverageMetals/Mineralsprocessing,structureUSACE-Galveston",IND4_structure
+IND5,IND5,structure,591,IND5,"Average High Technology, structure",USACE - Galveston,"591IND5AverageHighTechnology,structureUSACE-Galveston",IND5_structure
+IND6,IND6,structure,592,IND6,"Average Construction, structure",USACE - Galveston,"592IND6AverageConstruction,structureUSACE-Galveston",IND6_structure
+REL1,REL1,structure,47,REL1-S-MostLikely,Church,USACE - IWR,47REL1-S-MostLikelyChurchUSACE-IWR,REL1_structure
+RES1-1SNB,RES1-1SNB,structure,2,RES1-1SNB-S-MostLikely,"Res 1, 1 Story no Basement",USACE - IWR,"2RES1-1SNB-S-MostLikelyRes1,1StorynoBasementUSACE-IWR",RES1-1SNB_structure
+RES1-1SWB,RES1-1SWB,structure,5,RES1-1SWB-S-MostLikely,"Res 1, 1 Story w/ Basement",USACE - IWR,"5RES1-1SWB-S-MostLikelyRes1,1Storyw/BasementUSACE-IWR",RES1-1SWB_structure
+RES1-2SNB,RES1-2SNB,structure,8,RES1-2SNB-S-MostLikely,"Res 1, 2 Story no Basement",USACE - IWR,"8RES1-2SNB-S-MostLikelyRes1,2StorynoBasementUSACE-IWR",RES1-2SNB_structure
+RES1-2SWB,RES1-2SWB,structure,11,RES1-2SWB-S-MostLikely,"Res 1, 2 Story w/ Basement",USACE - IWR,"11RES1-2SWB-S-MostLikelyRes1,2Storyw/BasementUSACE-IWR",RES1-2SWB_structure
+RES1-3SNB,RES1-3SNB,structure,117,RES1,"three or more floors, no basement, Structure, V-Zone",FIA,"117RES1threeormorefloors,nobasement,Structure,V-ZoneFIA",RES1-3SNB_structure
+RES1-3SWB,RES1-3SWB,structure,127,RES1,"three or more floors, w/ basement, Structure, V-Zone",FIA,"127RES1threeormorefloors,w/basement,Structure,V-ZoneFIA",RES1-3SWB_structure
+RES2,RES2,structure,20,RES2-S-MostLikely,Mobile home,USACE - IWR,20RES2-S-MostLikelyMobilehomeUSACE-IWR,RES2_structure
+RES3A,RES3A,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3A_structure
+RES3B,RES3B,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3B_structure
+RES3C,RES3C,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3C_structure
+RES3D,RES3D,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3D_structure
+RES3E,RES3E,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3E_structure
+RES3F,RES3F,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3F_structure
+RES4,RES4,structure,26,RES4-S-MostLikely,"Average Hotel, & Motel",USACE - IWR,"26RES4-S-MostLikelyAverageHotel,&MotelUSACE-IWR",RES4_structure
+RES5,RES5,structure,50,RES5-PRO-SVC-S-MostLikely,Nursing Home,USACE - IWR,50RES5-PRO-SVC-S-MostLikelyNursingHomeUSACE-IWR,RES5_structure
+RES6,RES6,structure,215,RES6,"Nursing Home, structure",USACE - Galveston,"215RES6NursingHome,structureUSACE-Galveston",RES6_structure
+AGR1,AGR1,content,460,AGR1 ,"Average Agriculture, Contents (Equipment/Inventory)",USACE - Galveston,"460AGR1AverageAgriculture,Contents(Equipment/Inventory)USACE-Galveston",AGR1_content
+COM1,COM1,content,90,COM1 ,Average retail trade contents (Inventory/Equipment),USACE - Galveston,90COM1Averageretailtradecontents(Inventory/Equipment)USACE-Galveston,COM1_content
+COM10,COM10,content,357,COM10,"Garage, Contents (Inventory)",USACE - Galveston,"357COM10Garage,Contents(Inventory)USACE-Galveston",COM10_content
+COM2,COM2,content,195,COM2 ,"Average wholesale trade, Contents",USACE - Galveston,"195COM2Averagewholesaletrade,ContentsUSACE-Galveston",COM2_content
+COM3,COM3,content,92,COM3-C-MostLikely,Average Personal & Repair Services,USACE - IWR,92COM3-C-MostLikelyAveragePersonal&RepairServicesUSACE-IWR,COM3_content
+COM4,COM4,content,95,COM4-C-MostLikely,Average Prof/Tech Services,USACE - IWR,95COM4-C-MostLikelyAverageProf/TechServicesUSACE-IWR,COM4_content
+COM5,COM5,content,304,COM5 ,"Bank, Contents",USACE - Galveston,"304COM5Bank,ContentsUSACE-Galveston",COM5_content
+COM6,COM6,content,98,COM6-C-MostLikely,Hospital,USACE - IWR,98COM6-C-MostLikelyHospitalUSACE-IWR,COM6_content
+COM7,COM7,content,312,COM7 ,"Average Medical Offic/Clinic, Contents (Equipment/Inventory)",USACE - Galveston,"312COM7AverageMedicalOffic/Clinic,Contents(Equipment/Inventory)USACE-Galveston",COM7_content
+COM8,COM8,content,322,COM8 ,"Average Entertainment/Recreation, Contents (Equipment/Inventory)",USACE - Galveston,"322COM8AverageEntertainment/Recreation,Contents(Equipment/Inventory)USACE-Galveston",COM8_content
+COM9,COM9,content,352,COM9 ,"Theater, Contents (Equipment)",USACE - Galveston,"352COM9Theater,Contents(Equipment)USACE-Galveston",COM9_content
+EDU1,EDU1,content,113,EDU1-C-MostLikely,Average school,USACE - IWR,113EDU1-C-MostLikelyAverageschoolUSACE-IWR,EDU1_content
+EDU2,EDU2,content,485,EDU2 ,"Average College/University, Contents (Equipment/Inventory)",USACE - Galveston,"485EDU2AverageCollege/University,Contents(Equipment/Inventory)USACE-Galveston",EDU2_content
+GOV1,GOV1,content,472,GOV1 ,"Average Govt Services, contents (Equipment)",USACE - Galveston,"472GOV1AverageGovtServices,contents(Equipment)USACE-Galveston",GOV1_content
+GOV2,GOV2,content,477,GOV2 ,"Average emergency response, contents (Equipment/Inventory)",USACE - Galveston,"477GOV2Averageemergencyresponse,contents(Equipment/Inventory)USACE-Galveston",GOV2_content
+IND1,IND1,content,358,IND1 ,"Average Heavy Industrial, Contents (Equipment/Inventory)",USACE - Galveston,"358IND1AverageHeavyIndustrial,Contents(Equipment/Inventory)USACE-Galveston",IND1_content
+IND2,IND2,content,104,IND2-C-MostLikely,Average light industrial,USACE - IWR,104IND2-C-MostLikelyAveragelightindustrialUSACE-IWR,IND2_content
+IND3,IND3,content,408,IND3 ,"Average Food/Drugs/Chemicals, Contents (Equipment/Inventory)",USACE - Galveston,"408IND3AverageFood/Drugs/Chemicals,Contents(Equipment/Inventory)USACE-Galveston",IND3_content
+IND4,IND4,content,433,IND4 ,"Average Metals/Minerals Processing, Contents (Equipment/Inventory)",USACE - Galveston,"433IND4AverageMetals/MineralsProcessing,Contents(Equipment/Inventory)USACE-Galveston",IND4_content
+IND5,IND5,content,442,IND5 ,"Average High Technology, contents (Equipment/Inventory)",USACE - Galveston,"442IND5AverageHighTechnology,contents(Equipment/Inventory)USACE-Galveston",IND5_content
+IND6,IND6,content,443,IND6 ,"Average Construction, contents (Equipment/Inventory)",USACE - Galveston,"443IND6AverageConstruction,contents(Equipment/Inventory)USACE-Galveston",IND6_content
+REL1,REL1,content,107,REL1-C-MostLikely,Church,USACE - IWR,107REL1-C-MostLikelyChurchUSACE-IWR,REL1_content
+RES1-1SNB,RES1-1SNB,content,62,RES1-1SNB-C-MostLikely,"Res 1, 1 Story no Basement",USACE - IWR,"62RES1-1SNB-C-MostLikelyRes1,1StorynoBasementUSACE-IWR",RES1-1SNB_content
+RES1-1SWB,RES1-1SWB,content,65,RES1-1SWB-C-MostLikely,"Res 1, 1 Story w/ Basement",USACE - IWR,"65RES1-1SWB-C-MostLikelyRes1,1Storyw/BasementUSACE-IWR",RES1-1SWB_content
+RES1-2SNB,RES1-2SNB,content,68,RES1-2SNB-C-MostLikely,"Res 1, 2 Story no Basement",USACE - IWR,"68RES1-2SNB-C-MostLikelyRes1,2StorynoBasementUSACE-IWR",RES1-2SNB_content
+RES1-2SWB,RES1-2SWB,content,71,RES1-2SWB-C-MostLikely,"Res 1, 2 Story w/ Basement",USACE - IWR,"71RES1-2SWB-C-MostLikelyRes1,2Storyw/BasementUSACE-IWR",RES1-2SWB_content
+RES1-3SNB,RES1-3SNB,content,33,RES1 ,"three or more floors, no basement, Contents, V-Zone",FIA (MOD.),"33RES1threeormorefloors,nobasement,Contents,V-ZoneFIA(MOD.)",RES1-3SNB_content
+RES1-3SWB,RES1-3SWB,content,34,RES1 ,"three or more floors, w/ basement, Contents, V-Zone",FIA (MOD.),"34RES1threeormorefloors,w/basement,Contents,V-ZoneFIA(MOD.)",RES1-3SWB_content
+RES2,RES2,content,80,RES2-C-MostLikely,Mobile home,USACE - IWR,80RES2-C-MostLikelyMobilehomeUSACE-IWR,RES2_content
+RES3A,RES3A,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3A_content
+RES3B,RES3B,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3B_content
+RES3C,RES3C,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3C_content
+RES3D,RES3D,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3D_content
+RES3E,RES3E,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3E_content
+RES3F,RES3F,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3F_content
+RES4,RES4,content,86,RES4-C-MostLikely,"Average Hotel, & Motel",USACE - IWR,"86RES4-C-MostLikelyAverageHotel,&MotelUSACE-IWR",RES4_content
+RES5,RES5,content,110,RES5-PRO-SVC-C-MostLikely,Nursing Home,USACE - IWR,110RES5-PRO-SVC-C-MostLikelyNursingHomeUSACE-IWR,RES5_content
+RES6,RES6,content,89,RES6 ,"Nursing Home, contents (Equipment)",USACE - Galveston,"89RES6NursingHome,contents(Equipment)USACE-Galveston",RES6_content
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/buildings.gpkg b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/buildings.gpkg
new file mode 100644
index 00000000..cceee861
Binary files /dev/null and b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/buildings.gpkg differ
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/exposure.csv b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/exposure.csv
new file mode 100644
index 00000000..9d493c9e
--- /dev/null
+++ b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/exposure.csv
@@ -0,0 +1,1995 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Floor Height,Ground Elevation,Aggregation Label: Census Block,Extraction Method,Damage Function: Structure,Damage Function: Content
+574486973,574486973,RES,RES3A,480189.335,240094.667,0.5,7.298348064632416,450190001001006,centroid,RES3A_structure,RES3A_content
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+574476811,574476811,RES,RES1-1SNB,152049.256,76024.6281,0.5,5.8671571920728685,450190002002018,centroid,RES1-1SNB_structure,RES1-1SNB_content
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+574268005,574268005,RES,RES1-1SNB,257591.82,128795.91,0.5,12.590552342433929,450190002001016,centroid,RES1-1SNB_structure,RES1-1SNB_content
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diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/region.gpkg b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/region.gpkg
new file mode 100644
index 00000000..e966481c
Binary files /dev/null and b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/exposure/region.gpkg differ
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/settings.toml b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/settings.toml
new file mode 100644
index 00000000..3ae7d2ea
--- /dev/null
+++ b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/settings.toml
@@ -0,0 +1,24 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+unit = "feet"
+step_size = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+unit = "ft"
+file1 = "./exposure/buildings.gpkg"
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_curves.csv b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..b7baee0f
--- /dev/null
+++ b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,37 @@
+#UNIT=feet
+#METHOD,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1_structure,COM1_structure,COM10_structure,COM2_structure,COM3_structure,COM4_structure,COM5_structure,COM6_structure,COM7_structure,COM8_structure,COM9_structure,EDU1_structure,EDU2_structure,GOV1_structure,GOV2_structure,IND1_structure,IND2_structure,IND3_structure,IND4_structure,IND5_structure,IND6_structure,REL1_structure,RES1-1SNB_structure,RES1-1SWB_structure,RES1-2SNB_structure,RES1-2SWB_structure,RES1-3SNB_structure,RES1-3SWB_structure,RES2_structure,RES3A_structure,RES3B_structure,RES3C_structure,RES3D_structure,RES3E_structure,RES3F_structure,RES4_structure,RES5_structure,RES6_structure,AGR1_content,COM1_content,COM10_content,COM2_content,COM3_content,COM4_content,COM5_content,COM6_content,COM7_content,COM8_content,COM9_content,EDU1_content,EDU2_content,GOV1_content,GOV2_content,IND1_content,IND2_content,IND3_content,IND4_content,IND5_content,IND6_content,REL1_content,RES1-1SNB_content,RES1-1SWB_content,RES1-2SNB_content,RES1-2SWB_content,RES1-3SNB_content,RES1-3SWB_content,RES2_content,RES3A_content,RES3B_content,RES3C_content,RES3D_content,RES3E_content,RES3F_content,RES4_content,RES5_content,RES6_content
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+-8.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.017,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1e-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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+-6.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.019,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.021,0.0,0.023,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-5.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.024,0.0,0.029,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.037,0.0,0.037,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.052,0.0,0.047,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.057,0.0,0.052,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.09,0.0,0.072,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.08,0.0,0.068,0.0,0.05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.138,0.0,0.102,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.105,0.0,0.084,0.0,0.07,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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+1.0,0.06,0.09,0.03,0.05,0.113,0.128,0.11,0.141,0.11,0.09,0.02,0.136,0.05,0.05,0.07,0.1,0.115,0.13,0.1,0.13,0.22,0.15,0.233,0.32,0.152,0.223,0.08,0.09,0.44,0.12,0.12,0.12,0.12,0.12,0.12,0.113,0.11,0.07,0.2,0.26,0.11,0.16,0.164,0.2,0.5,0.146,0.28,0.45,0.04,0.217,0.27,0.3,0.08,0.15,0.193,0.2,0.2,0.2,0.2,0.293,0.133,0.189,0.087,0.138,0.11,0.18,0.27,0.217,0.217,0.217,0.217,0.217,0.217,0.161,0.15,0.38
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+7.0,0.35,0.26,0.13,0.22,0.413,0.453,0.19,0.714,0.18,0.2,0.08,0.432,0.13,0.17,0.2,0.3,0.409,0.3,0.41,0.3,0.54,0.615,0.632,0.698,0.449,0.518,0.25,0.36,0.82,0.387,0.387,0.387,0.387,0.387,0.387,0.385,0.416,0.18,0.67,0.85,0.35,0.69,0.793,0.838,1.0,0.856,0.72,0.82,0.17,0.557,0.72,1.0,0.89,0.57,0.821,0.73,0.48,0.73,0.69,0.884,0.338,0.345,0.263,0.267,0.32,0.36,0.79,0.557,0.557,0.557,0.557,0.557,0.557,0.584,0.78,1.0
+8.0,0.41,0.3,0.17,0.25,0.485,0.568,0.22,0.77,0.2,0.22,0.1,0.52,0.15,0.19,0.23,0.35,0.518,0.33,0.42,0.33,0.57,0.675,0.672,0.742,0.488,0.564,0.3,0.39,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.438,0.488,0.2,0.7,0.87,0.42,0.72,0.843,1.0,1.0,0.925,0.74,0.83,0.22,0.593,0.75,1.0,0.98,0.6,0.907,0.76,0.53,0.76,0.71,0.943,0.357,0.363,0.284,0.291,0.35,0.39,0.81,0.593,0.593,0.593,0.593,0.593,0.593,0.613,0.9,1.0
+9.0,0.46,0.34,0.21,0.29,0.5,0.624,0.24,0.843,0.22,0.26,0.12,0.52,0.17,0.22,0.27,0.39,0.562,0.34,0.42,0.34,0.61,0.7,0.705,0.777,0.524,0.608,0.35,0.42,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.463,0.488,0.23,0.75,0.88,0.51,0.76,0.871,1.0,1.0,0.956,0.77,0.85,0.3,0.606,0.79,1.0,1.0,0.63,0.943,0.78,0.56,0.78,0.72,0.971,0.372,0.377,0.303,0.317,0.41,0.44,0.83,0.606,0.606,0.606,0.606,0.606,0.606,0.631,0.9,1.0
+10.0,0.51,0.38,0.25,0.32,0.525,0.624,0.28,0.843,0.24,0.29,0.15,0.52,0.2,0.26,0.31,0.42,0.562,0.36,0.45,0.36,0.63,0.7,0.732,0.801,0.557,0.648,0.38,0.45,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.26,0.76,0.89,0.63,0.8,0.871,1.0,1.0,0.963,0.81,0.87,0.41,0.634,0.83,1.0,1.0,0.64,0.95,0.79,0.57,0.79,0.78,0.971,0.384,0.386,0.32,0.344,0.43,0.46,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+11.0,0.57,0.42,0.3,0.37,0.525,0.624,0.31,0.843,0.27,0.33,0.2,0.52,0.24,0.31,0.35,0.48,0.562,0.39,0.47,0.39,0.64,0.7,0.754,0.811,0.587,0.684,0.4,0.46,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.3,0.76,0.9,0.77,0.82,0.871,1.0,1.0,0.963,0.86,0.89,0.57,0.634,0.88,1.0,1.0,0.66,0.95,0.82,0.6,0.82,0.79,0.971,0.392,0.391,0.334,0.372,0.45,0.47,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+12.0,0.63,0.47,0.35,0.41,0.525,0.624,0.34,0.843,0.3,0.37,0.24,0.52,0.28,0.37,0.4,0.5,0.562,0.4,0.49,0.4,0.65,0.7,0.772,0.811,0.614,0.714,0.42,0.47,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.34,0.76,0.91,0.93,0.84,0.871,1.0,1.0,0.963,0.92,0.9,0.66,0.634,0.94,1.0,1.0,0.68,0.95,0.83,0.62,0.83,0.8,0.971,0.397,0.391,0.347,0.4,0.48,0.5,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+13.0,0.7,0.51,0.41,0.45,0.525,0.624,0.37,0.843,0.34,0.41,0.29,0.52,0.33,0.44,0.44,0.51,0.562,0.42,0.5,0.42,0.67,0.7,0.785,0.811,0.638,0.737,0.44,0.48,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.38,0.77,0.92,1.0,0.86,0.871,1.0,1.0,0.963,0.94,0.91,0.73,0.634,1.0,1.0,1.0,0.69,0.95,0.84,0.63,0.84,0.8,0.971,0.4,0.391,0.356,0.43,0.5,0.52,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+14.0,0.75,0.55,0.47,0.49,0.525,0.624,0.4,0.843,0.37,0.45,0.35,0.52,0.39,0.51,0.48,0.53,0.562,0.42,0.5,0.42,0.68,0.7,0.795,0.811,0.659,0.754,0.46,0.49,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.42,0.77,0.92,1.0,0.87,0.871,1.0,1.0,0.963,0.97,0.92,0.79,0.634,1.0,1.0,1.0,0.72,0.95,0.86,0.63,0.86,0.81,0.971,0.4,0.391,0.364,0.461,0.52,0.53,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+15.0,0.79,0.58,0.52,0.52,0.525,0.624,0.44,0.843,0.41,0.5,0.42,0.52,0.45,0.59,0.52,0.54,0.562,0.43,0.5,0.43,0.69,0.7,0.802,0.811,0.677,0.764,0.48,0.5,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.47,0.77,0.92,1.0,0.87,0.871,1.0,1.0,0.963,0.99,0.93,0.84,0.634,1.0,1.0,1.0,0.73,0.95,0.87,0.63,0.87,0.81,0.971,0.4,0.391,0.369,0.493,0.54,0.55,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+16.0,0.82,0.61,0.58,0.55,0.525,0.624,0.48,0.843,0.44,0.53,0.49,0.52,0.52,0.65,0.56,0.55,0.562,0.43,0.5,0.43,0.7,0.7,0.807,0.811,0.692,0.764,0.5,0.51,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.52,0.78,0.93,1.0,0.88,0.871,1.0,1.0,0.963,1.0,0.94,0.9,0.634,1.0,1.0,1.0,0.73,0.95,0.87,0.64,0.87,0.81,0.971,0.4,0.391,0.372,0.526,0.56,0.57,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+17.0,0.84,0.64,0.65,0.58,0.525,0.624,0.51,0.843,0.48,0.57,0.56,0.52,0.59,0.7,0.6,0.55,0.562,0.44,0.5,0.44,0.71,0.7,0.807,0.811,0.692,0.764,0.52,0.52,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.57,0.78,0.93,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.95,0.97,0.634,1.0,1.0,1.0,0.73,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.58,0.58,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+18.0,0.87,0.67,0.71,0.61,0.525,0.624,0.55,0.843,0.51,0.6,0.62,0.52,0.64,0.74,0.64,0.56,0.562,0.44,0.5,0.44,0.72,0.7,0.807,0.811,0.692,0.764,0.54,0.53,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.62,0.78,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,0.98,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+19.0,0.89,0.69,0.76,0.63,0.525,0.624,0.59,0.843,0.54,0.63,0.68,0.52,0.69,0.79,0.68,0.56,0.562,0.44,0.5,0.44,0.73,0.7,0.807,0.811,0.692,0.764,0.56,0.54,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.67,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+20.0,0.9,0.71,0.81,0.66,0.525,0.624,0.63,0.843,0.56,0.66,0.74,0.52,0.74,0.83,0.72,0.57,0.562,0.44,0.5,0.44,0.74,0.7,0.807,0.811,0.692,0.764,0.58,0.55,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.72,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+21.0,0.92,0.74,0.86,0.68,0.525,0.624,0.67,0.843,0.59,0.69,0.8,0.52,0.79,0.87,0.76,0.57,0.562,0.44,0.5,0.44,0.75,0.7,0.807,0.811,0.692,0.764,0.6,0.56,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.77,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+22.0,0.93,0.76,0.91,0.7,0.525,0.624,0.71,0.843,0.61,0.73,0.86,0.52,0.84,0.91,0.8,0.57,0.562,0.45,0.5,0.45,0.76,0.7,0.807,0.811,0.692,0.764,0.62,0.57,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.82,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+23.0,0.95,0.78,0.96,0.71,0.525,0.624,0.75,0.843,0.64,0.76,0.92,0.52,0.89,0.95,0.84,0.58,0.562,0.45,0.5,0.45,0.76,0.7,0.807,0.811,0.692,0.764,0.64,0.58,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.87,0.8,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+24.0,0.96,0.8,1.0,0.73,0.525,0.624,0.79,0.843,0.66,0.78,0.98,0.52,0.94,0.98,0.88,0.58,0.562,0.45,0.5,0.45,0.77,0.7,0.807,0.811,0.692,0.764,0.66,0.59,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.92,0.8,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_identifiers.csv b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_identifiers.csv
new file mode 100644
index 00000000..b33d4845
--- /dev/null
+++ b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI/vulnerability/vulnerability_identifiers.csv
@@ -0,0 +1,77 @@
+FIAT Damage Function Name,Exposure Link,Damage Type,ID,Occupancy,Description,Source,full_identifier,Damage function name
+AGR1,AGR1,structure,616,AGR1,"Average Agriculture, structure",USACE - Galveston,"616AGR1AverageAgriculture,structureUSACE-Galveston",AGR1_structure
+COM1,COM1,structure,217,COM1,"Average Retail, Structure",USACE - Galveston,"217COM1AverageRetail,StructureUSACE-Galveston",COM1_structure
+COM10,COM10,structure,543,COM10,"Garage, structure",USACE - Galveston,"543COM10Garage,structureUSACE-Galveston",COM10_structure
+COM2,COM2,structure,341,COM2,"Average wholesale, Structure",USACE - Galveston,"341COM2Averagewholesale,StructureUSACE-Galveston",COM2_structure
+COM3,COM3,structure,32,COM3-S-MostLikely,Average Personal & Repair Services,USACE - IWR,32COM3-S-MostLikelyAveragePersonal&RepairServicesUSACE-IWR,COM3_structure
+COM4,COM4,structure,35,COM4-S-MostLikely,Average Prof/Tech Services,USACE - IWR,35COM4-S-MostLikelyAverageProf/TechServicesUSACE-IWR,COM4_structure
+COM5,COM5,structure,467,COM5,"Bank, Structure",USACE - Galveston,"467COM5Bank,StructureUSACE-Galveston",COM5_structure
+COM6,COM6,structure,38,COM6-S-MostLikely,Hospital,USACE - IWR,38COM6-S-MostLikelyHospitalUSACE-IWR,COM6_structure
+COM7,COM7,structure,475,COM7,"Average Medical Office, Structure",USACE - Galveston,"475COM7AverageMedicalOffice,StructureUSACE-Galveston",COM7_structure
+COM8,COM8,structure,493,COM8,"Average Entertainment/Recreation, Structure",USACE - Galveston,"493COM8AverageEntertainment/Recreation,StructureUSACE-Galveston",COM8_structure
+COM9,COM9,structure,532,COM9,"Average theatre, Structure",USACE - Galveston,"532COM9Averagetheatre,StructureUSACE-Galveston",COM9_structure
+EDU1,EDU1,structure,53,EDU1-S-MostLikely,Average school,USACE - IWR,53EDU1-S-MostLikelyAverageschoolUSACE-IWR,EDU1_structure
+EDU2,EDU2,structure,652,EDU2,"Average college/university, structure",USACE - Galveston,"652EDU2Averagecollege/university,structureUSACE-Galveston",EDU2_structure
+GOV1,GOV1,structure,631,GOV1,"Average government services, structure",USACE - Galveston,"631GOV1Averagegovernmentservices,structureUSACE-Galveston",GOV1_structure
+GOV2,GOV2,structure,640,GOV2,"Average emergency response, Structure",USACE - Galveston,"640GOV2Averageemergencyresponse,StructureUSACE-Galveston",GOV2_structure
+IND1,IND1,structure,545,IND1,"Average heavy industrial, Structure",USACE - Galveston,"545IND1Averageheavyindustrial,StructureUSACE-Galveston",IND1_structure
+IND2,IND2,structure,44,IND2-S-MostLikely,Average light industrial,USACE - IWR,44IND2-S-MostLikelyAveragelightindustrialUSACE-IWR,IND2_structure
+IND3,IND3,structure,575,IND3,"Average Food/Drug/Chem, Structure",USACE - Galveston,"575IND3AverageFood/Drug/Chem,StructureUSACE-Galveston",IND3_structure
+IND4,IND4,structure,586,IND4,"Average Metals/Minerals processing, structure",USACE - Galveston,"586IND4AverageMetals/Mineralsprocessing,structureUSACE-Galveston",IND4_structure
+IND5,IND5,structure,591,IND5,"Average High Technology, structure",USACE - Galveston,"591IND5AverageHighTechnology,structureUSACE-Galveston",IND5_structure
+IND6,IND6,structure,592,IND6,"Average Construction, structure",USACE - Galveston,"592IND6AverageConstruction,structureUSACE-Galveston",IND6_structure
+REL1,REL1,structure,47,REL1-S-MostLikely,Church,USACE - IWR,47REL1-S-MostLikelyChurchUSACE-IWR,REL1_structure
+RES1-1SNB,RES1-1SNB,structure,2,RES1-1SNB-S-MostLikely,"Res 1, 1 Story no Basement",USACE - IWR,"2RES1-1SNB-S-MostLikelyRes1,1StorynoBasementUSACE-IWR",RES1-1SNB_structure
+RES1-1SWB,RES1-1SWB,structure,5,RES1-1SWB-S-MostLikely,"Res 1, 1 Story w/ Basement",USACE - IWR,"5RES1-1SWB-S-MostLikelyRes1,1Storyw/BasementUSACE-IWR",RES1-1SWB_structure
+RES1-2SNB,RES1-2SNB,structure,8,RES1-2SNB-S-MostLikely,"Res 1, 2 Story no Basement",USACE - IWR,"8RES1-2SNB-S-MostLikelyRes1,2StorynoBasementUSACE-IWR",RES1-2SNB_structure
+RES1-2SWB,RES1-2SWB,structure,11,RES1-2SWB-S-MostLikely,"Res 1, 2 Story w/ Basement",USACE - IWR,"11RES1-2SWB-S-MostLikelyRes1,2Storyw/BasementUSACE-IWR",RES1-2SWB_structure
+RES1-3SNB,RES1-3SNB,structure,117,RES1,"three or more floors, no basement, Structure, V-Zone",FIA,"117RES1threeormorefloors,nobasement,Structure,V-ZoneFIA",RES1-3SNB_structure
+RES1-3SWB,RES1-3SWB,structure,127,RES1,"three or more floors, w/ basement, Structure, V-Zone",FIA,"127RES1threeormorefloors,w/basement,Structure,V-ZoneFIA",RES1-3SWB_structure
+RES2,RES2,structure,20,RES2-S-MostLikely,Mobile home,USACE - IWR,20RES2-S-MostLikelyMobilehomeUSACE-IWR,RES2_structure
+RES3A,RES3A,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3A_structure
+RES3B,RES3B,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3B_structure
+RES3C,RES3C,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3C_structure
+RES3D,RES3D,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3D_structure
+RES3E,RES3E,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3E_structure
+RES3F,RES3F,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3F_structure
+RES4,RES4,structure,26,RES4-S-MostLikely,"Average Hotel, & Motel",USACE - IWR,"26RES4-S-MostLikelyAverageHotel,&MotelUSACE-IWR",RES4_structure
+RES5,RES5,structure,50,RES5-PRO-SVC-S-MostLikely,Nursing Home,USACE - IWR,50RES5-PRO-SVC-S-MostLikelyNursingHomeUSACE-IWR,RES5_structure
+RES6,RES6,structure,215,RES6,"Nursing Home, structure",USACE - Galveston,"215RES6NursingHome,structureUSACE-Galveston",RES6_structure
+AGR1,AGR1,content,460,AGR1 ,"Average Agriculture, Contents (Equipment/Inventory)",USACE - Galveston,"460AGR1AverageAgriculture,Contents(Equipment/Inventory)USACE-Galveston",AGR1_content
+COM1,COM1,content,90,COM1 ,Average retail trade contents (Inventory/Equipment),USACE - Galveston,90COM1Averageretailtradecontents(Inventory/Equipment)USACE-Galveston,COM1_content
+COM10,COM10,content,357,COM10,"Garage, Contents (Inventory)",USACE - Galveston,"357COM10Garage,Contents(Inventory)USACE-Galveston",COM10_content
+COM2,COM2,content,195,COM2 ,"Average wholesale trade, Contents",USACE - Galveston,"195COM2Averagewholesaletrade,ContentsUSACE-Galveston",COM2_content
+COM3,COM3,content,92,COM3-C-MostLikely,Average Personal & Repair Services,USACE - IWR,92COM3-C-MostLikelyAveragePersonal&RepairServicesUSACE-IWR,COM3_content
+COM4,COM4,content,95,COM4-C-MostLikely,Average Prof/Tech Services,USACE - IWR,95COM4-C-MostLikelyAverageProf/TechServicesUSACE-IWR,COM4_content
+COM5,COM5,content,304,COM5 ,"Bank, Contents",USACE - Galveston,"304COM5Bank,ContentsUSACE-Galveston",COM5_content
+COM6,COM6,content,98,COM6-C-MostLikely,Hospital,USACE - IWR,98COM6-C-MostLikelyHospitalUSACE-IWR,COM6_content
+COM7,COM7,content,312,COM7 ,"Average Medical Offic/Clinic, Contents (Equipment/Inventory)",USACE - Galveston,"312COM7AverageMedicalOffic/Clinic,Contents(Equipment/Inventory)USACE-Galveston",COM7_content
+COM8,COM8,content,322,COM8 ,"Average Entertainment/Recreation, Contents (Equipment/Inventory)",USACE - Galveston,"322COM8AverageEntertainment/Recreation,Contents(Equipment/Inventory)USACE-Galveston",COM8_content
+COM9,COM9,content,352,COM9 ,"Theater, Contents (Equipment)",USACE - Galveston,"352COM9Theater,Contents(Equipment)USACE-Galveston",COM9_content
+EDU1,EDU1,content,113,EDU1-C-MostLikely,Average school,USACE - IWR,113EDU1-C-MostLikelyAverageschoolUSACE-IWR,EDU1_content
+EDU2,EDU2,content,485,EDU2 ,"Average College/University, Contents (Equipment/Inventory)",USACE - Galveston,"485EDU2AverageCollege/University,Contents(Equipment/Inventory)USACE-Galveston",EDU2_content
+GOV1,GOV1,content,472,GOV1 ,"Average Govt Services, contents (Equipment)",USACE - Galveston,"472GOV1AverageGovtServices,contents(Equipment)USACE-Galveston",GOV1_content
+GOV2,GOV2,content,477,GOV2 ,"Average emergency response, contents (Equipment/Inventory)",USACE - Galveston,"477GOV2Averageemergencyresponse,contents(Equipment/Inventory)USACE-Galveston",GOV2_content
+IND1,IND1,content,358,IND1 ,"Average Heavy Industrial, Contents (Equipment/Inventory)",USACE - Galveston,"358IND1AverageHeavyIndustrial,Contents(Equipment/Inventory)USACE-Galveston",IND1_content
+IND2,IND2,content,104,IND2-C-MostLikely,Average light industrial,USACE - IWR,104IND2-C-MostLikelyAveragelightindustrialUSACE-IWR,IND2_content
+IND3,IND3,content,408,IND3 ,"Average Food/Drugs/Chemicals, Contents (Equipment/Inventory)",USACE - Galveston,"408IND3AverageFood/Drugs/Chemicals,Contents(Equipment/Inventory)USACE-Galveston",IND3_content
+IND4,IND4,content,433,IND4 ,"Average Metals/Minerals Processing, Contents (Equipment/Inventory)",USACE - Galveston,"433IND4AverageMetals/MineralsProcessing,Contents(Equipment/Inventory)USACE-Galveston",IND4_content
+IND5,IND5,content,442,IND5 ,"Average High Technology, contents (Equipment/Inventory)",USACE - Galveston,"442IND5AverageHighTechnology,contents(Equipment/Inventory)USACE-Galveston",IND5_content
+IND6,IND6,content,443,IND6 ,"Average Construction, contents (Equipment/Inventory)",USACE - Galveston,"443IND6AverageConstruction,contents(Equipment/Inventory)USACE-Galveston",IND6_content
+REL1,REL1,content,107,REL1-C-MostLikely,Church,USACE - IWR,107REL1-C-MostLikelyChurchUSACE-IWR,REL1_content
+RES1-1SNB,RES1-1SNB,content,62,RES1-1SNB-C-MostLikely,"Res 1, 1 Story no Basement",USACE - IWR,"62RES1-1SNB-C-MostLikelyRes1,1StorynoBasementUSACE-IWR",RES1-1SNB_content
+RES1-1SWB,RES1-1SWB,content,65,RES1-1SWB-C-MostLikely,"Res 1, 1 Story w/ Basement",USACE - IWR,"65RES1-1SWB-C-MostLikelyRes1,1Storyw/BasementUSACE-IWR",RES1-1SWB_content
+RES1-2SNB,RES1-2SNB,content,68,RES1-2SNB-C-MostLikely,"Res 1, 2 Story no Basement",USACE - IWR,"68RES1-2SNB-C-MostLikelyRes1,2StorynoBasementUSACE-IWR",RES1-2SNB_content
+RES1-2SWB,RES1-2SWB,content,71,RES1-2SWB-C-MostLikely,"Res 1, 2 Story w/ Basement",USACE - IWR,"71RES1-2SWB-C-MostLikelyRes1,2Storyw/BasementUSACE-IWR",RES1-2SWB_content
+RES1-3SNB,RES1-3SNB,content,33,RES1 ,"three or more floors, no basement, Contents, V-Zone",FIA (MOD.),"33RES1threeormorefloors,nobasement,Contents,V-ZoneFIA(MOD.)",RES1-3SNB_content
+RES1-3SWB,RES1-3SWB,content,34,RES1 ,"three or more floors, w/ basement, Contents, V-Zone",FIA (MOD.),"34RES1threeormorefloors,w/basement,Contents,V-ZoneFIA(MOD.)",RES1-3SWB_content
+RES2,RES2,content,80,RES2-C-MostLikely,Mobile home,USACE - IWR,80RES2-C-MostLikelyMobilehomeUSACE-IWR,RES2_content
+RES3A,RES3A,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3A_content
+RES3B,RES3B,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3B_content
+RES3C,RES3C,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3C_content
+RES3D,RES3D,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3D_content
+RES3E,RES3E,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3E_content
+RES3F,RES3F,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3F_content
+RES4,RES4,content,86,RES4-C-MostLikely,"Average Hotel, & Motel",USACE - IWR,"86RES4-C-MostLikelyAverageHotel,&MotelUSACE-IWR",RES4_content
+RES5,RES5,content,110,RES5-PRO-SVC-C-MostLikely,Nursing Home,USACE - IWR,110RES5-PRO-SVC-C-MostLikelyNursingHomeUSACE-IWR,RES5_content
+RES6,RES6,content,89,RES6 ,"Nursing Home, contents (Equipment)",USACE - Galveston,"89RES6NursingHome,contents(Equipment)USACE-Galveston",RES6_content
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/buildings.gpkg b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/buildings.gpkg
new file mode 100644
index 00000000..3739ccbf
Binary files /dev/null and b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/buildings.gpkg differ
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/exposure.csv b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/exposure.csv
new file mode 100644
index 00000000..e1022c4f
--- /dev/null
+++ b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/exposure.csv
@@ -0,0 +1,1995 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Floor Height,Ground Elevation,Aggregation Label: Census Block,Extraction Method,Damage Function: Structure,Damage Function: Content
+574486973,574486973,RES,RES3A,480189.335,240094.667,0.5,2.580267906188965,450190001001006,centroid,RES3A_structure,RES3A_content
+573783417,573783417,COM,RES4,1177614.2,588807.1,8.0,2.580267906188965,450190002002010,centroid,RES4_structure,RES4_content
+573783433,573783433,COM,RES4,476216.254,238108.127,0.5,2.0590968132019043,450190002002010,centroid,RES4_structure,RES4_content
+573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,0.5,2.6374380588531494,450190002002004,centroid,RES1-2SNB_structure,RES1-2SNB_content
+574346729,574346729,RES,RES3A,472285.148,236142.574,0.5,2.0249850749969482,450190002001030,centroid,RES3A_structure,RES3A_content
+574372707,574372707,RES,RES1-3SNB,389363.808,194681.904,0.5,2.0249850749969482,450190002002008,centroid,RES1-3SNB_structure,RES1-3SNB_content
+574372721,574372721,RES,RES3A,503924.421,251962.21,0.5,2.0249850749969482,450190002002008,centroid,RES3A_structure,RES3A_content
+574476728,574476728,RES,RES1-1SNB,96964.414,48482.207,0.5,3.694910764694214,450190002002018,centroid,RES1-1SNB_structure,RES1-1SNB_content
+574476811,574476811,RES,RES1-1SNB,152049.256,76024.6281,0.5,3.694910764694214,450190002002018,centroid,RES1-1SNB_structure,RES1-1SNB_content
+574486899,574486899,RES,RES3A,480189.335,240094.667,0.5,3.694910764694214,450190002001030,centroid,RES3A_structure,RES3A_content
+574486932,574486932,RES,RES1-1SNB,177705.21,88852.6051,0.5,1.6509150266647339,450190002002005,centroid,RES1-1SNB_structure,RES1-1SNB_content
+573827729,573827729,COM,COM8,37755.4885,37755.4885,0.5,1.6509150266647339,450190002001028,centroid,COM8_structure,COM8_content
+574421669,574421669,RES,RES3A,170840.757,85420.3788,8.0,1.6509150266647339,450190002001029,centroid,RES3A_structure,RES3A_content
+574488781,574488781,RES,RES1-3SNB,374871.082,187435.541,0.5,1.6509150266647339,450190002001009,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573467745,573467745,RES,RES3A,516183.793,258091.896,2.0,1.6509150266647339,450190002002011,centroid,RES3A_structure,RES3A_content
+573779323,573779323,RES,RES1-2SWB,437207.93,218603.965,2.0,3.6249663829803467,450190002002000,centroid,RES1-2SWB_structure,RES1-2SWB_content
+573779375,573779375,RES,RES1-1SNB,226202.175,113101.087,0.5,3.6249663829803467,450190002002000,centroid,RES1-1SNB_structure,RES1-1SNB_content
+573779393,573779393,RES,RES3A,200255.163,100127.581,0.5,3.7134814262390137,450190002002000,centroid,RES3A_structure,RES3A_content
+573779405,573779405,RES,RES1-3SNB,398598.966,199299.483,0.5,3.5045104026794434,450190002002000,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573782594,573782594,RES,RES3A,489787.119,244893.559,0.5,1.9962352514266968,450190002002005,centroid,RES3A_structure,RES3A_content
+573782596,573782596,RES,RES3A,675402.418,337701.209,0.5,2.0721724033355713,450190002002005,centroid,RES3A_structure,RES3A_content
+573782413,573782413,RES,RES3A,437002.054,218501.027,0.5,2.1630349159240723,450190002002006,centroid,RES3A_structure,RES3A_content
+573782415,573782415,RES,RES1-3SNB,369429.359,184714.679,0.5,2.247926712036133,450190002002006,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573782419,573782419,RES,RES3A,448799.6,224399.8,0.5,1.5835663080215454,450190002002006,centroid,RES3A_structure,RES3A_content
+573782453,573782453,RES,RES1-3SNB,448326.4,224163.2,0.5,1.6850732564926147,450190002002006,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573782528,573782528,RES,RES3A,677628.089,338814.044,0.5,3.780707597732544,450190002001032,centroid,RES3A_structure,RES3A_content
+573783136,573783136,RES,RES1-1SNB,187137.546,93568.7731,0.5,3.3954412937164307,450190002002001,centroid,RES1-1SNB_structure,RES1-1SNB_content
+573783158,573783158,PUB,EDU1,4297828.09,4297828.09,0.5,3.3954412937164307,450190002002001,centroid,EDU1_structure,EDU1_content
+573783175,573783175,RES,RES3A,327754.263,163877.131,0.5,2.904144763946533,450190002002001,centroid,RES3A_structure,RES3A_content
+573783185,573783185,RES,RES1-2SNB,438110.47,219055.235,0.5,2.0328288078308105,450190002002001,centroid,RES1-2SNB_structure,RES1-2SNB_content
+573783419,573783419,RES,RES1-2SWB,899667.893,449833.946,2.0,2.0328288078308105,450190002002010,centroid,RES1-2SWB_structure,RES1-2SWB_content
+573783425,573783425,RES,RES1-3SWB,615853.155,307926.577,2.0,1.9762399196624756,450190002002010,centroid,RES1-3SWB_structure,RES1-3SWB_content
+573785435,573785435,COM,COM8,988173.174,988173.174,0.5,3.1606128215789795,450190002001022,centroid,COM8_structure,COM8_content
+573785827,573785827,RES,RES1-3SWB,481445.527,240722.763,2.0,3.1606128215789795,450190002001025,centroid,RES1-3SWB_structure,RES1-3SWB_content
+573785950,573785950,RES,RES1-2SNB,472439.483,236219.741,0.5,3.1718673706054688,450190002002003,centroid,RES1-2SNB_structure,RES1-2SNB_content
+573785982,573785982,RES,RES1-3SNB,544883.847,272441.923,0.5,3.1718673706054688,450190002002003,centroid,RES1-3SNB_structure,RES1-3SNB_content
+573785986,573785986,RES,RES3B,409580.853,204790.426,0.5,1.9627610445022583,450190002002003,centroid,RES3B_structure,RES3B_content
+573818743,573818743,RES,RES1-2SNB,280041.982,140020.991,0.5,3.319775342941284,450190002001004,centroid,RES1-2SNB_structure,RES1-2SNB_content
+573818747,573818747,RES,RES1-1SNB,238450.81,119225.405,0.5,3.319775342941284,450190002001004,centroid,RES1-1SNB_structure,RES1-1SNB_content
+573827725,573827725,COM,COM4,212093.854,212093.854,8.0,3.319775342941284,450190002001028,centroid,COM4_structure,COM4_content
+573827727,573827727,PUB,GOV1,1531018.22,1531018.22,8.0,3.3900787830352783,450190002001028,centroid,GOV1_structure,GOV1_content
+573827740,573827740,RES,RES3A,210487.941,105243.97,8.0,3.385042428970337,450190002001028,centroid,RES3A_structure,RES3A_content
+573827758,573827758,COM,COM4,414162.244,414162.244,8.0,3.385042428970337,450190002001028,centroid,COM4_structure,COM4_content
+573831699,573831699,RES,RES1-2SNB,195993.925,97996.9627,0.5,3.385042428970337,450190002001026,centroid,RES1-2SNB_structure,RES1-2SNB_content
+573831713,573831713,COM,COM4,221441.012,221441.012,0.5,3.3632373809814453,450190002001026,centroid,COM4_structure,COM4_content
+573831715,573831715,RES,RES1-2SNB,359315.841,179657.92,0.5,3.3632373809814453,450190002001026,centroid,RES1-2SNB_structure,RES1-2SNB_content
+574267660,574267660,COM,COM2,411264.761,411264.761,8.0,3.442486524581909,450190002001013,centroid,COM2_structure,COM2_content
+574267669,574267669,RES,RES3A,817491.32,408745.66,0.5,3.442486524581909,450190002001013,centroid,RES3A_structure,RES3A_content
+574267743,574267743,RES,RES1-3SNB,345016.887,172508.443,0.5,3.9389076232910156,450190002001016,centroid,RES1-3SNB_structure,RES1-3SNB_content
+574267753,574267753,RES,RES3A,264783.443,132391.721,0.5,4.070433616638184,450190002001016,centroid,RES3A_structure,RES3A_content
+574268223,574268223,RES,RES1-3SNB,414397.057,207198.528,0.5,2.3864593505859375,450190002002009,centroid,RES1-3SNB_structure,RES1-3SNB_content
+574268225,574268225,RES,RES3A,531400.843,265700.421,0.5,2.446042776107788,450190002002009,centroid,RES3A_structure,RES3A_content
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diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/region.gpkg b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/region.gpkg
new file mode 100644
index 00000000..c84cd753
Binary files /dev/null and b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/exposure/region.gpkg differ
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/settings.toml b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/settings.toml
new file mode 100644
index 00000000..3ae7d2ea
--- /dev/null
+++ b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/settings.toml
@@ -0,0 +1,24 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+unit = "feet"
+step_size = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+unit = "ft"
+file1 = "./exposure/buildings.gpkg"
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/vulnerability/vulnerability_curves.csv b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..b7baee0f
--- /dev/null
+++ b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,37 @@
+#UNIT=feet
+#METHOD,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1_structure,COM1_structure,COM10_structure,COM2_structure,COM3_structure,COM4_structure,COM5_structure,COM6_structure,COM7_structure,COM8_structure,COM9_structure,EDU1_structure,EDU2_structure,GOV1_structure,GOV2_structure,IND1_structure,IND2_structure,IND3_structure,IND4_structure,IND5_structure,IND6_structure,REL1_structure,RES1-1SNB_structure,RES1-1SWB_structure,RES1-2SNB_structure,RES1-2SWB_structure,RES1-3SNB_structure,RES1-3SWB_structure,RES2_structure,RES3A_structure,RES3B_structure,RES3C_structure,RES3D_structure,RES3E_structure,RES3F_structure,RES4_structure,RES5_structure,RES6_structure,AGR1_content,COM1_content,COM10_content,COM2_content,COM3_content,COM4_content,COM5_content,COM6_content,COM7_content,COM8_content,COM9_content,EDU1_content,EDU2_content,GOV1_content,GOV2_content,IND1_content,IND2_content,IND3_content,IND4_content,IND5_content,IND6_content,REL1_content,RES1-1SNB_content,RES1-1SWB_content,RES1-2SNB_content,RES1-2SWB_content,RES1-3SNB_content,RES1-3SWB_content,RES2_content,RES3A_content,RES3B_content,RES3C_content,RES3D_content,RES3E_content,RES3F_content,RES4_content,RES5_content,RES6_content
+-9.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-8.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.017,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1e-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-7.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.007,0.0,0.017,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-6.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.008,0.0,0.019,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.021,0.0,0.023,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-5.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.024,0.0,0.029,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.037,0.0,0.037,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.052,0.0,0.047,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.057,0.0,0.052,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.09,0.0,0.072,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.08,0.0,0.068,0.0,0.05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.138,0.0,0.102,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.105,0.0,0.084,0.0,0.07,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.025,0.194,0.03,0.139,0.0,0.05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.024,0.132,0.01,0.101,0.0,0.08,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.134,0.255,0.093,0.179,0.04,0.06,0.08,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.06,0.02,0.0,0.03,0.004,0.0,0.0,0.0,0.0,0.13,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.15,0.02,0.0,0.0,0.081,0.16,0.05,0.119,0.06,0.14,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+1.0,0.06,0.09,0.03,0.05,0.113,0.128,0.11,0.141,0.11,0.09,0.02,0.136,0.05,0.05,0.07,0.1,0.115,0.13,0.1,0.13,0.22,0.15,0.233,0.32,0.152,0.223,0.08,0.09,0.44,0.12,0.12,0.12,0.12,0.12,0.12,0.113,0.11,0.07,0.2,0.26,0.11,0.16,0.164,0.2,0.5,0.146,0.28,0.45,0.04,0.217,0.27,0.3,0.08,0.15,0.193,0.2,0.2,0.2,0.2,0.293,0.133,0.189,0.087,0.138,0.11,0.18,0.27,0.217,0.217,0.217,0.217,0.217,0.217,0.161,0.15,0.38
+2.0,0.11,0.14,0.05,0.08,0.175,0.184,0.11,0.242,0.12,0.11,0.04,0.24,0.07,0.08,0.1,0.12,0.179,0.14,0.14,0.14,0.31,0.25,0.321,0.387,0.209,0.27,0.12,0.15,0.63,0.2,0.2,0.2,0.2,0.2,0.2,0.175,0.17,0.1,0.43,0.42,0.17,0.27,0.289,0.3,0.74,0.27,0.51,0.55,0.06,0.304,0.38,0.59,0.2,0.24,0.31,0.41,0.26,0.41,0.35,0.484,0.179,0.218,0.122,0.157,0.15,0.22,0.49,0.304,0.304,0.304,0.304,0.304,0.304,0.263,0.25,0.6
+3.0,0.15,0.16,0.06,0.11,0.225,0.256,0.12,0.311,0.13,0.12,0.05,0.32,0.09,0.13,0.11,0.15,0.244,0.19,0.18,0.19,0.37,0.325,0.401,0.455,0.263,0.319,0.17,0.2,0.73,0.267,0.267,0.267,0.267,0.267,0.267,0.225,0.22,0.14,0.58,0.56,0.2,0.36,0.409,0.4,0.83,0.37,0.6,0.64,0.08,0.39,0.53,0.74,0.38,0.34,0.423,0.51,0.31,0.51,0.47,0.6,0.22,0.247,0.155,0.177,0.19,0.25,0.64,0.39,0.39,0.39,0.39,0.39,0.39,0.341,0.4,0.73
+4.0,0.19,0.18,0.07,0.13,0.25,0.256,0.13,0.422,0.14,0.14,0.05,0.35,0.09,0.14,0.12,0.19,0.265,0.22,0.22,0.22,0.43,0.4,0.471,0.522,0.314,0.369,0.19,0.26,0.78,0.283,0.283,0.283,0.283,0.283,0.283,0.25,0.26,0.15,0.65,0.68,0.23,0.49,0.577,0.575,1.0,0.534,0.63,0.73,0.09,0.45,0.64,0.83,0.55,0.41,0.523,0.62,0.37,0.62,0.56,0.693,0.257,0.274,0.185,0.198,0.23,0.29,0.7,0.45,0.45,0.45,0.45,0.45,0.45,0.397,0.5,0.81
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+6.0,0.3,0.23,0.1,0.19,0.363,0.367,0.17,0.633,0.17,0.18,0.06,0.42,0.11,0.15,0.17,0.26,0.388,0.28,0.34,0.28,0.5,0.55,0.586,0.645,0.407,0.469,0.24,0.33,0.81,0.367,0.367,0.367,0.367,0.367,0.367,0.35,0.35,0.16,0.66,0.83,0.29,0.63,0.707,0.8,1.0,0.791,0.71,0.8,0.12,0.519,0.7,1.0,0.81,0.52,0.72,0.71,0.44,0.71,0.66,0.814,0.315,0.324,0.239,0.243,0.29,0.34,0.78,0.519,0.519,0.519,0.519,0.519,0.519,0.524,0.65,0.94
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+8.0,0.41,0.3,0.17,0.25,0.485,0.568,0.22,0.77,0.2,0.22,0.1,0.52,0.15,0.19,0.23,0.35,0.518,0.33,0.42,0.33,0.57,0.675,0.672,0.742,0.488,0.564,0.3,0.39,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.438,0.488,0.2,0.7,0.87,0.42,0.72,0.843,1.0,1.0,0.925,0.74,0.83,0.22,0.593,0.75,1.0,0.98,0.6,0.907,0.76,0.53,0.76,0.71,0.943,0.357,0.363,0.284,0.291,0.35,0.39,0.81,0.593,0.593,0.593,0.593,0.593,0.593,0.613,0.9,1.0
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+12.0,0.63,0.47,0.35,0.41,0.525,0.624,0.34,0.843,0.3,0.37,0.24,0.52,0.28,0.37,0.4,0.5,0.562,0.4,0.49,0.4,0.65,0.7,0.772,0.811,0.614,0.714,0.42,0.47,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.34,0.76,0.91,0.93,0.84,0.871,1.0,1.0,0.963,0.92,0.9,0.66,0.634,0.94,1.0,1.0,0.68,0.95,0.83,0.62,0.83,0.8,0.971,0.397,0.391,0.347,0.4,0.48,0.5,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+13.0,0.7,0.51,0.41,0.45,0.525,0.624,0.37,0.843,0.34,0.41,0.29,0.52,0.33,0.44,0.44,0.51,0.562,0.42,0.5,0.42,0.67,0.7,0.785,0.811,0.638,0.737,0.44,0.48,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.38,0.77,0.92,1.0,0.86,0.871,1.0,1.0,0.963,0.94,0.91,0.73,0.634,1.0,1.0,1.0,0.69,0.95,0.84,0.63,0.84,0.8,0.971,0.4,0.391,0.356,0.43,0.5,0.52,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+14.0,0.75,0.55,0.47,0.49,0.525,0.624,0.4,0.843,0.37,0.45,0.35,0.52,0.39,0.51,0.48,0.53,0.562,0.42,0.5,0.42,0.68,0.7,0.795,0.811,0.659,0.754,0.46,0.49,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.42,0.77,0.92,1.0,0.87,0.871,1.0,1.0,0.963,0.97,0.92,0.79,0.634,1.0,1.0,1.0,0.72,0.95,0.86,0.63,0.86,0.81,0.971,0.4,0.391,0.364,0.461,0.52,0.53,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+15.0,0.79,0.58,0.52,0.52,0.525,0.624,0.44,0.843,0.41,0.5,0.42,0.52,0.45,0.59,0.52,0.54,0.562,0.43,0.5,0.43,0.69,0.7,0.802,0.811,0.677,0.764,0.48,0.5,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.47,0.77,0.92,1.0,0.87,0.871,1.0,1.0,0.963,0.99,0.93,0.84,0.634,1.0,1.0,1.0,0.73,0.95,0.87,0.63,0.87,0.81,0.971,0.4,0.391,0.369,0.493,0.54,0.55,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+16.0,0.82,0.61,0.58,0.55,0.525,0.624,0.48,0.843,0.44,0.53,0.49,0.52,0.52,0.65,0.56,0.55,0.562,0.43,0.5,0.43,0.7,0.7,0.807,0.811,0.692,0.764,0.5,0.51,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.52,0.78,0.93,1.0,0.88,0.871,1.0,1.0,0.963,1.0,0.94,0.9,0.634,1.0,1.0,1.0,0.73,0.95,0.87,0.64,0.87,0.81,0.971,0.4,0.391,0.372,0.526,0.56,0.57,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+17.0,0.84,0.64,0.65,0.58,0.525,0.624,0.51,0.843,0.48,0.57,0.56,0.52,0.59,0.7,0.6,0.55,0.562,0.44,0.5,0.44,0.71,0.7,0.807,0.811,0.692,0.764,0.52,0.52,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.57,0.78,0.93,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.95,0.97,0.634,1.0,1.0,1.0,0.73,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.58,0.58,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+18.0,0.87,0.67,0.71,0.61,0.525,0.624,0.55,0.843,0.51,0.6,0.62,0.52,0.64,0.74,0.64,0.56,0.562,0.44,0.5,0.44,0.72,0.7,0.807,0.811,0.692,0.764,0.54,0.53,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.62,0.78,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,0.98,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+19.0,0.89,0.69,0.76,0.63,0.525,0.624,0.59,0.843,0.54,0.63,0.68,0.52,0.69,0.79,0.68,0.56,0.562,0.44,0.5,0.44,0.73,0.7,0.807,0.811,0.692,0.764,0.56,0.54,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.67,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.82,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+20.0,0.9,0.71,0.81,0.66,0.525,0.624,0.63,0.843,0.56,0.66,0.74,0.52,0.74,0.83,0.72,0.57,0.562,0.44,0.5,0.44,0.74,0.7,0.807,0.811,0.692,0.764,0.58,0.55,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.72,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+21.0,0.92,0.74,0.86,0.68,0.525,0.624,0.67,0.843,0.59,0.69,0.8,0.52,0.79,0.87,0.76,0.57,0.562,0.44,0.5,0.44,0.75,0.7,0.807,0.811,0.692,0.764,0.6,0.56,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.77,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.74,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+22.0,0.93,0.76,0.91,0.7,0.525,0.624,0.71,0.843,0.61,0.73,0.86,0.52,0.84,0.91,0.8,0.57,0.562,0.45,0.5,0.45,0.76,0.7,0.807,0.811,0.692,0.764,0.62,0.57,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.82,0.79,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+23.0,0.95,0.78,0.96,0.71,0.525,0.624,0.75,0.843,0.64,0.76,0.92,0.52,0.89,0.95,0.84,0.58,0.562,0.45,0.5,0.45,0.76,0.7,0.807,0.811,0.692,0.764,0.64,0.58,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.87,0.8,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
+24.0,0.96,0.8,1.0,0.73,0.525,0.624,0.79,0.843,0.66,0.78,0.98,0.52,0.94,0.98,0.88,0.58,0.562,0.45,0.5,0.45,0.77,0.7,0.807,0.811,0.692,0.764,0.66,0.59,0.82,0.467,0.467,0.467,0.467,0.467,0.467,0.475,0.508,0.92,0.8,0.94,1.0,0.89,0.871,1.0,1.0,0.963,1.0,0.96,1.0,0.634,1.0,1.0,1.0,0.75,0.95,0.88,0.65,0.88,0.83,0.971,0.4,0.391,0.372,0.526,0.6,0.6,0.83,0.634,0.634,0.634,0.634,0.634,0.634,0.649,0.92,1.0
diff --git a/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/vulnerability/vulnerability_identifiers.csv b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/vulnerability/vulnerability_identifiers.csv
new file mode 100644
index 00000000..b33d4845
--- /dev/null
+++ b/examples/data/setup_exposure_buildings_with_dem_data/test_vulnerability_and_exposure_NSI_with_dem_data/vulnerability/vulnerability_identifiers.csv
@@ -0,0 +1,77 @@
+FIAT Damage Function Name,Exposure Link,Damage Type,ID,Occupancy,Description,Source,full_identifier,Damage function name
+AGR1,AGR1,structure,616,AGR1,"Average Agriculture, structure",USACE - Galveston,"616AGR1AverageAgriculture,structureUSACE-Galveston",AGR1_structure
+COM1,COM1,structure,217,COM1,"Average Retail, Structure",USACE - Galveston,"217COM1AverageRetail,StructureUSACE-Galveston",COM1_structure
+COM10,COM10,structure,543,COM10,"Garage, structure",USACE - Galveston,"543COM10Garage,structureUSACE-Galveston",COM10_structure
+COM2,COM2,structure,341,COM2,"Average wholesale, Structure",USACE - Galveston,"341COM2Averagewholesale,StructureUSACE-Galveston",COM2_structure
+COM3,COM3,structure,32,COM3-S-MostLikely,Average Personal & Repair Services,USACE - IWR,32COM3-S-MostLikelyAveragePersonal&RepairServicesUSACE-IWR,COM3_structure
+COM4,COM4,structure,35,COM4-S-MostLikely,Average Prof/Tech Services,USACE - IWR,35COM4-S-MostLikelyAverageProf/TechServicesUSACE-IWR,COM4_structure
+COM5,COM5,structure,467,COM5,"Bank, Structure",USACE - Galveston,"467COM5Bank,StructureUSACE-Galveston",COM5_structure
+COM6,COM6,structure,38,COM6-S-MostLikely,Hospital,USACE - IWR,38COM6-S-MostLikelyHospitalUSACE-IWR,COM6_structure
+COM7,COM7,structure,475,COM7,"Average Medical Office, Structure",USACE - Galveston,"475COM7AverageMedicalOffice,StructureUSACE-Galveston",COM7_structure
+COM8,COM8,structure,493,COM8,"Average Entertainment/Recreation, Structure",USACE - Galveston,"493COM8AverageEntertainment/Recreation,StructureUSACE-Galveston",COM8_structure
+COM9,COM9,structure,532,COM9,"Average theatre, Structure",USACE - Galveston,"532COM9Averagetheatre,StructureUSACE-Galveston",COM9_structure
+EDU1,EDU1,structure,53,EDU1-S-MostLikely,Average school,USACE - IWR,53EDU1-S-MostLikelyAverageschoolUSACE-IWR,EDU1_structure
+EDU2,EDU2,structure,652,EDU2,"Average college/university, structure",USACE - Galveston,"652EDU2Averagecollege/university,structureUSACE-Galveston",EDU2_structure
+GOV1,GOV1,structure,631,GOV1,"Average government services, structure",USACE - Galveston,"631GOV1Averagegovernmentservices,structureUSACE-Galveston",GOV1_structure
+GOV2,GOV2,structure,640,GOV2,"Average emergency response, Structure",USACE - Galveston,"640GOV2Averageemergencyresponse,StructureUSACE-Galveston",GOV2_structure
+IND1,IND1,structure,545,IND1,"Average heavy industrial, Structure",USACE - Galveston,"545IND1Averageheavyindustrial,StructureUSACE-Galveston",IND1_structure
+IND2,IND2,structure,44,IND2-S-MostLikely,Average light industrial,USACE - IWR,44IND2-S-MostLikelyAveragelightindustrialUSACE-IWR,IND2_structure
+IND3,IND3,structure,575,IND3,"Average Food/Drug/Chem, Structure",USACE - Galveston,"575IND3AverageFood/Drug/Chem,StructureUSACE-Galveston",IND3_structure
+IND4,IND4,structure,586,IND4,"Average Metals/Minerals processing, structure",USACE - Galveston,"586IND4AverageMetals/Mineralsprocessing,structureUSACE-Galveston",IND4_structure
+IND5,IND5,structure,591,IND5,"Average High Technology, structure",USACE - Galveston,"591IND5AverageHighTechnology,structureUSACE-Galveston",IND5_structure
+IND6,IND6,structure,592,IND6,"Average Construction, structure",USACE - Galveston,"592IND6AverageConstruction,structureUSACE-Galveston",IND6_structure
+REL1,REL1,structure,47,REL1-S-MostLikely,Church,USACE - IWR,47REL1-S-MostLikelyChurchUSACE-IWR,REL1_structure
+RES1-1SNB,RES1-1SNB,structure,2,RES1-1SNB-S-MostLikely,"Res 1, 1 Story no Basement",USACE - IWR,"2RES1-1SNB-S-MostLikelyRes1,1StorynoBasementUSACE-IWR",RES1-1SNB_structure
+RES1-1SWB,RES1-1SWB,structure,5,RES1-1SWB-S-MostLikely,"Res 1, 1 Story w/ Basement",USACE - IWR,"5RES1-1SWB-S-MostLikelyRes1,1Storyw/BasementUSACE-IWR",RES1-1SWB_structure
+RES1-2SNB,RES1-2SNB,structure,8,RES1-2SNB-S-MostLikely,"Res 1, 2 Story no Basement",USACE - IWR,"8RES1-2SNB-S-MostLikelyRes1,2StorynoBasementUSACE-IWR",RES1-2SNB_structure
+RES1-2SWB,RES1-2SWB,structure,11,RES1-2SWB-S-MostLikely,"Res 1, 2 Story w/ Basement",USACE - IWR,"11RES1-2SWB-S-MostLikelyRes1,2Storyw/BasementUSACE-IWR",RES1-2SWB_structure
+RES1-3SNB,RES1-3SNB,structure,117,RES1,"three or more floors, no basement, Structure, V-Zone",FIA,"117RES1threeormorefloors,nobasement,Structure,V-ZoneFIA",RES1-3SNB_structure
+RES1-3SWB,RES1-3SWB,structure,127,RES1,"three or more floors, w/ basement, Structure, V-Zone",FIA,"127RES1threeormorefloors,w/basement,Structure,V-ZoneFIA",RES1-3SWB_structure
+RES2,RES2,structure,20,RES2-S-MostLikely,Mobile home,USACE - IWR,20RES2-S-MostLikelyMobilehomeUSACE-IWR,RES2_structure
+RES3A,RES3A,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3A_structure
+RES3B,RES3B,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3B_structure
+RES3C,RES3C,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3C_structure
+RES3D,RES3D,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3D_structure
+RES3E,RES3E,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3E_structure
+RES3F,RES3F,structure,23,RES3-S-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"23RES3-S-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3F_structure
+RES4,RES4,structure,26,RES4-S-MostLikely,"Average Hotel, & Motel",USACE - IWR,"26RES4-S-MostLikelyAverageHotel,&MotelUSACE-IWR",RES4_structure
+RES5,RES5,structure,50,RES5-PRO-SVC-S-MostLikely,Nursing Home,USACE - IWR,50RES5-PRO-SVC-S-MostLikelyNursingHomeUSACE-IWR,RES5_structure
+RES6,RES6,structure,215,RES6,"Nursing Home, structure",USACE - Galveston,"215RES6NursingHome,structureUSACE-Galveston",RES6_structure
+AGR1,AGR1,content,460,AGR1 ,"Average Agriculture, Contents (Equipment/Inventory)",USACE - Galveston,"460AGR1AverageAgriculture,Contents(Equipment/Inventory)USACE-Galveston",AGR1_content
+COM1,COM1,content,90,COM1 ,Average retail trade contents (Inventory/Equipment),USACE - Galveston,90COM1Averageretailtradecontents(Inventory/Equipment)USACE-Galveston,COM1_content
+COM10,COM10,content,357,COM10,"Garage, Contents (Inventory)",USACE - Galveston,"357COM10Garage,Contents(Inventory)USACE-Galveston",COM10_content
+COM2,COM2,content,195,COM2 ,"Average wholesale trade, Contents",USACE - Galveston,"195COM2Averagewholesaletrade,ContentsUSACE-Galveston",COM2_content
+COM3,COM3,content,92,COM3-C-MostLikely,Average Personal & Repair Services,USACE - IWR,92COM3-C-MostLikelyAveragePersonal&RepairServicesUSACE-IWR,COM3_content
+COM4,COM4,content,95,COM4-C-MostLikely,Average Prof/Tech Services,USACE - IWR,95COM4-C-MostLikelyAverageProf/TechServicesUSACE-IWR,COM4_content
+COM5,COM5,content,304,COM5 ,"Bank, Contents",USACE - Galveston,"304COM5Bank,ContentsUSACE-Galveston",COM5_content
+COM6,COM6,content,98,COM6-C-MostLikely,Hospital,USACE - IWR,98COM6-C-MostLikelyHospitalUSACE-IWR,COM6_content
+COM7,COM7,content,312,COM7 ,"Average Medical Offic/Clinic, Contents (Equipment/Inventory)",USACE - Galveston,"312COM7AverageMedicalOffic/Clinic,Contents(Equipment/Inventory)USACE-Galveston",COM7_content
+COM8,COM8,content,322,COM8 ,"Average Entertainment/Recreation, Contents (Equipment/Inventory)",USACE - Galveston,"322COM8AverageEntertainment/Recreation,Contents(Equipment/Inventory)USACE-Galveston",COM8_content
+COM9,COM9,content,352,COM9 ,"Theater, Contents (Equipment)",USACE - Galveston,"352COM9Theater,Contents(Equipment)USACE-Galveston",COM9_content
+EDU1,EDU1,content,113,EDU1-C-MostLikely,Average school,USACE - IWR,113EDU1-C-MostLikelyAverageschoolUSACE-IWR,EDU1_content
+EDU2,EDU2,content,485,EDU2 ,"Average College/University, Contents (Equipment/Inventory)",USACE - Galveston,"485EDU2AverageCollege/University,Contents(Equipment/Inventory)USACE-Galveston",EDU2_content
+GOV1,GOV1,content,472,GOV1 ,"Average Govt Services, contents (Equipment)",USACE - Galveston,"472GOV1AverageGovtServices,contents(Equipment)USACE-Galveston",GOV1_content
+GOV2,GOV2,content,477,GOV2 ,"Average emergency response, contents (Equipment/Inventory)",USACE - Galveston,"477GOV2Averageemergencyresponse,contents(Equipment/Inventory)USACE-Galveston",GOV2_content
+IND1,IND1,content,358,IND1 ,"Average Heavy Industrial, Contents (Equipment/Inventory)",USACE - Galveston,"358IND1AverageHeavyIndustrial,Contents(Equipment/Inventory)USACE-Galveston",IND1_content
+IND2,IND2,content,104,IND2-C-MostLikely,Average light industrial,USACE - IWR,104IND2-C-MostLikelyAveragelightindustrialUSACE-IWR,IND2_content
+IND3,IND3,content,408,IND3 ,"Average Food/Drugs/Chemicals, Contents (Equipment/Inventory)",USACE - Galveston,"408IND3AverageFood/Drugs/Chemicals,Contents(Equipment/Inventory)USACE-Galveston",IND3_content
+IND4,IND4,content,433,IND4 ,"Average Metals/Minerals Processing, Contents (Equipment/Inventory)",USACE - Galveston,"433IND4AverageMetals/MineralsProcessing,Contents(Equipment/Inventory)USACE-Galveston",IND4_content
+IND5,IND5,content,442,IND5 ,"Average High Technology, contents (Equipment/Inventory)",USACE - Galveston,"442IND5AverageHighTechnology,contents(Equipment/Inventory)USACE-Galveston",IND5_content
+IND6,IND6,content,443,IND6 ,"Average Construction, contents (Equipment/Inventory)",USACE - Galveston,"443IND6AverageConstruction,contents(Equipment/Inventory)USACE-Galveston",IND6_content
+REL1,REL1,content,107,REL1-C-MostLikely,Church,USACE - IWR,107REL1-C-MostLikelyChurchUSACE-IWR,REL1_content
+RES1-1SNB,RES1-1SNB,content,62,RES1-1SNB-C-MostLikely,"Res 1, 1 Story no Basement",USACE - IWR,"62RES1-1SNB-C-MostLikelyRes1,1StorynoBasementUSACE-IWR",RES1-1SNB_content
+RES1-1SWB,RES1-1SWB,content,65,RES1-1SWB-C-MostLikely,"Res 1, 1 Story w/ Basement",USACE - IWR,"65RES1-1SWB-C-MostLikelyRes1,1Storyw/BasementUSACE-IWR",RES1-1SWB_content
+RES1-2SNB,RES1-2SNB,content,68,RES1-2SNB-C-MostLikely,"Res 1, 2 Story no Basement",USACE - IWR,"68RES1-2SNB-C-MostLikelyRes1,2StorynoBasementUSACE-IWR",RES1-2SNB_content
+RES1-2SWB,RES1-2SWB,content,71,RES1-2SWB-C-MostLikely,"Res 1, 2 Story w/ Basement",USACE - IWR,"71RES1-2SWB-C-MostLikelyRes1,2Storyw/BasementUSACE-IWR",RES1-2SWB_content
+RES1-3SNB,RES1-3SNB,content,33,RES1 ,"three or more floors, no basement, Contents, V-Zone",FIA (MOD.),"33RES1threeormorefloors,nobasement,Contents,V-ZoneFIA(MOD.)",RES1-3SNB_content
+RES1-3SWB,RES1-3SWB,content,34,RES1 ,"three or more floors, w/ basement, Contents, V-Zone",FIA (MOD.),"34RES1threeormorefloors,w/basement,Contents,V-ZoneFIA(MOD.)",RES1-3SWB_content
+RES2,RES2,content,80,RES2-C-MostLikely,Mobile home,USACE - IWR,80RES2-C-MostLikelyMobilehomeUSACE-IWR,RES2_content
+RES3A,RES3A,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3A_content
+RES3B,RES3B,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3B_content
+RES3C,RES3C,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3C_content
+RES3D,RES3D,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3D_content
+RES3E,RES3E,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3E_content
+RES3F,RES3F,content,83,RES3-C-MostLikely,"Condominium, living area on multiple floors",USACE - IWR,"83RES3-C-MostLikelyCondominium,livingareaonmultiplefloorsUSACE-IWR",RES3F_content
+RES4,RES4,content,86,RES4-C-MostLikely,"Average Hotel, & Motel",USACE - IWR,"86RES4-C-MostLikelyAverageHotel,&MotelUSACE-IWR",RES4_content
+RES5,RES5,content,110,RES5-PRO-SVC-C-MostLikely,Nursing Home,USACE - IWR,110RES5-PRO-SVC-C-MostLikelyNursingHomeUSACE-IWR,RES5_content
+RES6,RES6,content,89,RES6 ,"Nursing Home, contents (Equipment)",USACE - Galveston,"89RES6NursingHome,contents(Equipment)USACE-Galveston",RES6_content
diff --git a/examples/data/setup_new_composite_area/test_read/exposure/building_points.gpkg b/examples/data/setup_new_composite_area/test_read/exposure/building_points.gpkg
new file mode 100644
index 00000000..eb21a7ca
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_read/exposure/building_points.gpkg differ
diff --git a/examples/data/setup_new_composite_area/test_read/exposure/exposure.csv b/examples/data/setup_new_composite_area/test_read/exposure/exposure.csv
new file mode 100644
index 00000000..e25d0547
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_read/exposure/exposure.csv
@@ -0,0 +1,1995 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Elevation,X Coordinate,Y Coordinate,Aggregation Label: Census Block,Ground Floor Height,Extraction Method,Damage Function: Structure,Damage Function: Content
+574486973,574486973,RES,RES3A,480189.335,240094.667,7.298348065,-79.93682513,32.77688289,4.5019E+14,1,centroid,RES3A,RES3A
+573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748562,-79.93000008,32.77054524,4.5019E+14,1,centroid,RES4,RES4
+573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635,-79.92968382,32.7712713,4.5019E+14,1,centroid,RES4,RES4
+573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.36403129,-79.93179589,32.77336473,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574346729,574346729,RES,RES3A,472285.148,236142.574,10.90203092,-79.93064525,32.77485433,4.5019E+14,1,centroid,RES3A,RES3A
+574372707,574372707,RES,RES1-3SNB,389363.808,194681.904,6.365223632,-79.93187273,32.77098914,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574372721,574372721,RES,RES3A,503924.421,251962.21,7.12000971,-79.93191719,32.77164194,4.5019E+14,1,centroid,RES3A,RES3A
+574476728,574476728,RES,RES1-1SNB,96964.414,48482.207,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574476811,574476811,RES,RES1-1SNB,152049.256,76024.6281,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574486899,574486899,RES,RES3A,480189.335,240094.667,12.33366492,-79.93027436,32.77536076,4.5019E+14,1,centroid,RES3A,RES3A
+574486932,574486932,RES,RES1-1SNB,177705.21,88852.6051,6.460120566,-79.92998998,32.77314466,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573827729,573827729,COM,COM8,37755.4885,37755.4885,11.17279794,-79.93080905,32.77672792,4.5019E+14,1,centroid,COM8,COM8
+574421669,574421669,RES,RES3A,170840.757,85420.3788,11.52017961,-79.92907633,32.7771126,4.5019E+14,1,centroid,RES3A,RES3A
+574488781,574488781,RES,RES1-3SNB,374871.082,187435.541,5.99898202,-79.92578441,32.77724701,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573467745,573467745,RES,RES3A,516183.793,258091.896,5.893531857,-79.92827685,32.77200663,4.5019E+14,1,centroid,RES3A,RES3A
+573779323,573779323,RES,RES1-2SWB,437207.93,218603.965,6.975060909,-79.92874432,32.77330072,4.5019E+14,1,centroid,RES1-2SWB,RES1-2SWB
+573779375,573779375,RES,RES1-1SNB,226202.175,113101.087,12.12123537,-79.92780556,32.7743702,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573779393,573779393,RES,RES3A,200255.163,100127.581,12.16771917,-79.92811631,32.77473003,4.5019E+14,1,centroid,RES3A,RES3A
+573779405,573779405,RES,RES1-3SNB,398598.966,199299.483,10.82060957,-79.92862217,32.77481123,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573782594,573782594,RES,RES3A,489787.119,244893.559,6.500304423,-79.92975812,32.77311597,4.5019E+14,1,centroid,RES3A,RES3A
+573782596,573782596,RES,RES3A,675402.418,337701.209,6.887255912,-79.93036119,32.77318439,4.5019E+14,1,centroid,RES3A,RES3A
+573782413,573782413,RES,RES3A,437002.054,218501.027,7.119138325,-79.92871845,32.77219172,4.5019E+14,1,centroid,RES3A,RES3A
+573782415,573782415,RES,RES1-3SNB,369429.359,184714.679,7.403951541,-79.92887994,32.77219043,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573782419,573782419,RES,RES3A,448799.6,224399.8,5.554710338,-79.92834819,32.77223276,4.5019E+14,1,centroid,RES3A,RES3A
+573782453,573782453,RES,RES1-3SNB,448326.4,224163.2,5.318573467,-79.928964,32.77290941,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573782528,573782528,RES,RES3A,677628.089,338814.044,12.29409979,-79.9284514,32.77542131,4.5019E+14,1,centroid,RES3A,RES3A
+573783136,573783136,RES,RES1-1SNB,187137.546,93568.7731,6.356549279,-79.92955844,32.7733371,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573783158,573783158,PUB,EDU1,4297828.09,4297828.09,11.21253906,-79.92936283,32.77416934,4.5019E+14,1,centroid,EDU1,EDU1
+573783175,573783175,RES,RES3A,327754.263,163877.131,9.728631321,-79.93046822,32.77447171,4.5019E+14,1,centroid,RES3A,RES3A
+573783185,573783185,RES,RES1-2SNB,438110.47,219055.235,10.55727514,-79.93039775,32.77458916,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573783419,573783419,RES,RES1-2SWB,899667.893,449833.946,7.065387762,-79.92958184,32.77059715,4.5019E+14,1,centroid,RES1-2SWB,RES1-2SWB
+573783425,573783425,RES,RES1-3SWB,615853.155,307926.577,6.638645869,-79.92967987,32.77098975,4.5019E+14,1,centroid,RES1-3SWB,RES1-3SWB
+573785435,573785435,COM,COM8,988173.174,988173.174,11.90498236,-79.93155196,32.77744925,4.5019E+14,1,centroid,COM8,COM8
+573785827,573785827,RES,RES1-3SWB,481445.527,240722.763,10.28449237,-79.93273414,32.77520953,4.5019E+14,1,centroid,RES1-3SWB,RES1-3SWB
+573785950,573785950,RES,RES1-2SNB,472439.483,236219.741,9.125092034,-79.93278733,32.7738393,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573785982,573785982,RES,RES1-3SNB,544883.847,272441.923,10.69242829,-79.93262251,32.77438286,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573785986,573785986,RES,RES3B,409580.853,204790.426,6.962971022,-79.93332761,32.77233853,4.5019E+14,1,centroid,RES3B,RES3B
+573818743,573818743,RES,RES1-2SNB,280041.982,140020.991,4.967063277,-79.92587104,32.77601644,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573818747,573818747,RES,RES1-1SNB,238450.81,119225.405,6.334944159,-79.9257632,32.77629841,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573827725,573827725,COM,COM4,212093.854,212093.854,12.08352487,-79.929484,32.777288,4.5019E+14,1,centroid,COM4,COM4
+573827727,573827727,PUB,GOV1,1531018.22,1531018.22,11.17279794,-79.93080905,32.77672792,4.5019E+14,1,centroid,GOV1,GOV1
+573827740,573827740,RES,RES3A,210487.941,105243.97,12.13528704,-79.92972682,32.77680666,4.5019E+14,1,centroid,RES3A,RES3A
+573827758,573827758,COM,COM4,414162.244,414162.244,12.28739544,-79.92947989,32.77702812,4.5019E+14,1,centroid,COM4,COM4
+573831699,573831699,RES,RES1-2SNB,195993.925,97996.9627,10.66339723,-79.93245507,32.77518981,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573831713,573831713,COM,COM4,221441.012,221441.012,10.54490679,-79.93193054,32.7752842,4.5019E+14,1,centroid,COM4,COM4
+573831715,573831715,RES,RES1-2SNB,359315.841,179657.92,10.38239652,-79.93244164,32.77533365,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574267660,574267660,COM,COM2,411264.761,411264.761,11.4503749,-79.92712901,32.77418197,4.5019E+14,1,centroid,COM2,COM2
+574267669,574267669,RES,RES3A,817491.32,408745.66,11.51114896,-79.9270412,32.77465035,4.5019E+14,1,centroid,RES3A,RES3A
+574267743,574267743,RES,RES1-3SNB,345016.887,172508.443,12.8122167,-79.92810606,32.77541377,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574267753,574267753,RES,RES3A,264783.443,132391.721,13.26529259,-79.92802961,32.77570753,4.5019E+14,1,centroid,RES3A,RES3A
+574268223,574268223,RES,RES1-3SNB,414397.057,207198.528,7.626446614,-79.9320608,32.77205654,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574268225,574268225,RES,RES3A,531400.843,265700.421,8.909513291,-79.93161077,32.77204931,4.5019E+14,1,centroid,RES3A,RES3A
+574268229,574268229,RES,RES1-2SNB,440077.672,220038.836,9.528821214,-79.93134554,32.77208614,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574293801,574293801,RES,RES1-1SNB,265814.38,132907.19,10.87996078,-79.93220346,32.77440051,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574346714,574346714,RES,RES1-1SNB,269885.626,134942.813,5.855410696,-79.92566411,32.77661119,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574346742,574346742,RES,RES1-2SNB,569213.092,284606.546,10.3783955,-79.93054012,32.77538017,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574346745,574346745,RES,RES1-2SNB,329762.78,164881.39,13.35160981,-79.92938432,32.77552901,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574346752,574346752,RES,RES1-1SNB,310035.415,155017.707,11.07670304,-79.93066427,32.77579367,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574372456,574372456,COM,COM1,40694.094,40694.094,12.8802145,-79.92780897,32.77626052,4.5019E+14,1,centroid,COM1,COM1
+574372466,574372466,COM,COM4,211663.463,211663.463,13.51930538,-79.92834043,32.77655435,4.5019E+14,1,centroid,COM4,COM4
+574372521,574372521,RES,RES3A,141992.009,70996.0045,12.42805615,-79.93005346,32.77625511,4.5019E+14,1,centroid,RES3A,RES3A
+574372563,574372563,COM,COM4,653032.622,653032.622,12.37584968,-79.92989155,32.77635293,4.5019E+14,1,centroid,COM4,COM4
+574372711,574372711,RES,RES1-2SNB,312504.938,156252.469,5.944548194,-79.93193579,32.77121503,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574409649,574409649,COM,COM2,421925.305,421925.305,12.52613552,-79.93305761,32.77698208,4.5019E+14,1,centroid,COM2,COM2
+574421679,574421679,COM,COM4,2764995.14,2764995.14,13.54457556,-79.92846361,32.77697303,4.5019E+14,1,centroid,COM4,COM4
+574437151,574437151,COM,COM1,164588.602,164588.602,11.64761778,-79.92686154,32.77684937,4.5019E+14,1,centroid,COM1,COM1
+574461085,574461085,RES,RES3A,266985.928,133492.964,12.85600578,-79.92799481,32.77708356,4.5019E+14,1,centroid,RES3A,RES3A
+574461093,574461093,COM,COM4,177990.619,177990.619,13.42665848,-79.92826226,32.77651931,4.5019E+14,1,centroid,COM4,COM4
+574476710,574476710,RES,RES1-1SNB,201344.079,100672.039,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574476767,574476767,RES,RES1-2SNB,214533.891,107266.945,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574476775,574476775,RES,RES1-1SNB,206797.159,103398.579,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574476781,574476781,RES,RES1-1SNB,108849.157,54424.5787,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574476804,574476804,RES,RES1-1SNB,96964.414,48482.207,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574476806,574476806,RES,RES1-2SNB,214533.891,107266.945,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574486936,574486936,RES,RES1-2SNB,248128.867,124064.433,7.072415947,-79.93068697,32.77123266,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488778,574488778,RES,RES1-2SNB,305105.785,152552.892,8.240444092,-79.92621897,32.77724125,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488798,574488798,RES,RES3A,472384.782,236192.391,12.29002837,-79.92736548,32.77640732,4.5019E+14,1,centroid,RES3A,RES3A
+574488832,574488832,RES,RES1-3SNB,351839.338,175919.669,13.07748476,-79.92933268,32.77504199,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574488833,574488833,RES,RES1-2SNB,272662.957,136331.478,13.07342507,-79.92938167,32.77513948,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488839,574488839,RES,RES1-2SNB,260395.912,130197.956,11.84605589,-79.92884854,32.77443466,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488841,574488841,RES,RES1-3SWB,564363.457,282181.728,13.07962802,-79.92753232,32.77561989,4.5019E+14,1,centroid,RES1-3SWB,RES1-3SWB
+574488844,574488844,RES,RES1-2SNB,294782.511,147391.255,12.30197042,-79.9269903,32.77550468,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488873,574488873,RES,RES1-3SNB,600978.283,300489.141,8.972024642,-79.92919442,32.77184944,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573800807,573800807,RES,RES1-1SNB,256157.938,128078.969,5.226897297,-79.94241985,32.77717317,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573800811,573800811,RES,RES1-1SNB,237173.622,118586.811,5.930733526,-79.9435405,32.77730455,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573800973,573800973,RES,RES1-1SNB,211291.939,105645.969,6.177311379,-79.94230703,32.77414008,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573807476,573807476,RES,RES1-1SWB,192481.423,96240.7118,5.986681326,-79.94603104,32.77667642,4.5019E+14,1,centroid,RES1-1SWB,RES1-1SWB
+574348018,574348018,RES,RES1-1SNB,138618.164,69309.0824,4.793219911,-79.94417646,32.77734911,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574431605,574431605,RES,RES1-1SNB,164122.646,82061.3232,4.131415517,-79.9439425,32.77714381,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574486724,574486724,RES,RES1-2SWB,196133.824,98066.9122,6.404274062,-79.94615591,32.776934,4.5019E+14,1,centroid,RES1-2SWB,RES1-2SWB
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+574486751,574486751,RES,RES1-2SNB,281101.742,140550.871,7.857602351,-79.9427401,32.7774164,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
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diff --git a/examples/data/setup_new_composite_area/test_read/exposure/region.gpkg b/examples/data/setup_new_composite_area/test_read/exposure/region.gpkg
new file mode 100644
index 00000000..2c06a9ef
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_read/exposure/region.gpkg differ
diff --git a/examples/data/setup_new_composite_area/test_read/hazard/Current_prob_event_set_combined_doNothing_withSeaWall_RP=100_max_flood_depth.nc b/examples/data/setup_new_composite_area/test_read/hazard/Current_prob_event_set_combined_doNothing_withSeaWall_RP=100_max_flood_depth.nc
new file mode 100644
index 00000000..81dddd9f
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_read/hazard/Current_prob_event_set_combined_doNothing_withSeaWall_RP=100_max_flood_depth.nc differ
diff --git a/examples/data/setup_new_composite_area/test_read/new_development_area_test.gpkg b/examples/data/setup_new_composite_area/test_read/new_development_area_test.gpkg
new file mode 100644
index 00000000..dc9519cb
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_read/new_development_area_test.gpkg differ
diff --git a/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.cpg b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.cpg
new file mode 100644
index 00000000..3ad133c0
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.cpg
@@ -0,0 +1 @@
+UTF-8
\ No newline at end of file
diff --git a/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.dbf b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.dbf
new file mode 100644
index 00000000..ce5d81d9
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.dbf differ
diff --git a/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.prj b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.prj
new file mode 100644
index 00000000..f45cbadf
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.prj
@@ -0,0 +1 @@
+GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137.0,298.257223563]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]]
\ No newline at end of file
diff --git a/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.qix b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.qix
new file mode 100644
index 00000000..54c17c12
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.qix differ
diff --git a/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.shp b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.shp
new file mode 100644
index 00000000..89f3e873
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.shp differ
diff --git a/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.shx b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.shx
new file mode 100644
index 00000000..33153795
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_read/reference_groundHeight_test.shx differ
diff --git a/examples/data/setup_new_composite_area/test_read/settings.toml b/examples/data/setup_new_composite_area/test_read/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_read/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/setup_new_composite_area/test_read/vulnerability/vulnerability_curves.csv b/examples/data/setup_new_composite_area/test_read/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..81d37acf
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_read/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.08,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11,0.0,0.14,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.18,0.17,0.11,0.19,0.05,0.12,0.11,0.12,0.12,0.12,0.12,0.12,0.12,0.0,0.0,0.0
+1.0,0.06,0.09,0.03,0.05,0.09,0.11,0.11,0.0,0.11,0.09,0.02,0.05,0.05,0.07,0.1,0.09,0.13,0.1,0.13,0.22,0.1,0.22,0.21,0.12,0.21,0.08,0.14,0.44,0.25,0.25,0.25,0.25,0.25,0.25,0.03,0.07,0.07
+2.0,0.11,0.14,0.05,0.08,0.12,0.16,0.11,0.0,0.12,0.11,0.04,0.07,0.08,0.1,0.12,0.14,0.14,0.14,0.14,0.31,0.11,0.25,0.29,0.14,0.26,0.12,0.2,0.63,0.5,0.5,0.5,0.5,0.5,0.5,0.05,0.1,0.1
+3.0,0.15,0.16,0.06,0.11,0.13,0.22,0.12,0.2,0.13,0.12,0.05,0.09,0.13,0.11,0.15,0.17,0.19,0.18,0.19,0.37,0.11,0.28,0.34,0.18,0.29,0.17,0.25,0.73,0.75,0.75,0.75,0.75,0.75,0.75,0.06,0.14,0.14
+4.0,0.19,0.18,0.07,0.13,0.16,0.28,0.13,0.25,0.14,0.14,0.05,0.09,0.14,0.12,0.19,0.22,0.22,0.22,0.22,0.43,0.12,0.3,0.38,0.2,0.34,0.19,0.31,0.78,1.0,1.0,1.0,1.0,1.0,1.0,0.07,0.15,0.15
+5.0,0.25,0.2,0.08,0.16,0.19,0.35,0.15,0.3,0.16,0.16,0.05,0.1,0.14,0.15,0.22,0.26,0.25,0.26,0.25,0.47,0.12,0.31,0.43,0.22,0.39,0.22,0.36,0.79,1.0,1.0,1.0,1.0,1.0,1.0,0.09,0.15,0.15
+6.0,0.3,0.23,0.1,0.19,0.22,0.38,0.17,0.35,0.17,0.18,0.06,0.11,0.15,0.17,0.26,0.3,0.28,0.34,0.28,0.5,0.13,0.4,0.5,0.24,0.44,0.24,0.38,0.81,1.0,1.0,1.0,1.0,1.0,1.0,0.12,0.16,0.16
+7.0,0.35,0.26,0.13,0.22,0.25,0.41,0.19,0.4,0.18,0.2,0.08,0.13,0.17,0.2,0.3,0.32,0.3,0.41,0.3,0.54,0.14,0.43,0.5,0.26,0.5,0.25,0.41,0.82,1.0,1.0,1.0,1.0,1.0,1.0,0.14,0.18,0.18
+8.0,0.41,0.3,0.17,0.25,0.28,0.44,0.22,0.43,0.2,0.22,0.1,0.15,0.19,0.23,0.35,0.35,0.33,0.42,0.33,0.57,0.14,0.43,0.54,0.3,0.55,0.3,0.44,0.83,1.0,1.0,1.0,1.0,1.0,1.0,0.18,0.2,0.2
+9.0,0.46,0.34,0.21,0.29,0.32,0.47,0.24,0.47,0.22,0.26,0.12,0.17,0.22,0.27,0.39,0.37,0.34,0.42,0.34,0.61,0.15,0.45,0.55,0.34,0.57,0.35,0.48,0.84,1.0,1.0,1.0,1.0,1.0,1.0,0.21,0.23,0.23
+10.0,0.51,0.38,0.25,0.32,0.35,0.5,0.28,0.5,0.24,0.29,0.15,0.2,0.26,0.31,0.42,0.39,0.36,0.45,0.36,0.63,0.17,0.46,0.55,0.38,0.59,0.38,0.5,0.85,1.0,1.0,1.0,1.0,1.0,1.0,0.26,0.26,0.26
+11.0,0.57,0.42,0.3,0.37,0.39,0.54,0.31,0.53,0.27,0.33,0.2,0.24,0.31,0.35,0.48,0.43,0.39,0.47,0.39,0.64,0.19,0.47,0.57,0.39,0.61,0.39,0.52,0.86,1.0,1.0,1.0,1.0,1.0,1.0,0.31,0.3,0.3
+12.0,0.63,0.47,0.35,0.41,0.43,0.57,0.34,0.55,0.3,0.37,0.24,0.28,0.37,0.4,0.5,0.46,0.4,0.49,0.4,0.65,0.24,0.47,0.58,0.4,0.63,0.4,0.54,0.88,1.0,1.0,1.0,1.0,1.0,1.0,0.36,0.34,0.34
+13.0,0.7,0.51,0.41,0.45,0.47,0.59,0.37,0.57,0.34,0.41,0.29,0.33,0.44,0.44,0.51,0.48,0.42,0.5,0.42,0.67,0.3,0.49,0.6,0.42,0.65,0.42,0.56,0.89,1.0,1.0,1.0,1.0,1.0,1.0,0.41,0.38,0.38
+14.0,0.75,0.55,0.47,0.49,0.5,0.62,0.4,0.6,0.37,0.45,0.35,0.39,0.51,0.48,0.53,0.5,0.42,0.5,0.42,0.68,0.38,0.5,0.62,0.43,0.66,0.43,0.57,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.46,0.42,0.42
+15.0,0.79,0.58,0.52,0.52,0.54,0.66,0.44,0.6,0.41,0.5,0.42,0.45,0.59,0.52,0.54,0.51,0.43,0.5,0.43,0.69,0.45,0.5,0.63,0.44,0.68,0.44,0.59,0.91,1.0,1.0,1.0,1.0,1.0,1.0,0.5,0.47,0.47
+16.0,0.82,0.61,0.58,0.55,0.57,0.68,0.48,0.6,0.44,0.53,0.49,0.52,0.65,0.56,0.55,0.54,0.43,0.5,0.43,0.7,0.52,0.5,0.65,0.45,0.69,0.45,0.61,0.92,1.0,1.0,1.0,1.0,1.0,1.0,0.54,0.52,0.52
+17.0,0.84,0.64,0.65,0.58,0.61,0.7,0.51,0.6,0.48,0.57,0.56,0.59,0.7,0.6,0.55,0.55,0.44,0.5,0.44,0.71,0.58,0.51,0.67,0.47,0.71,0.47,0.63,0.94,1.0,1.0,1.0,1.0,1.0,1.0,0.58,0.57,0.57
+18.0,0.87,0.67,0.71,0.61,0.64,0.72,0.55,0.6,0.51,0.6,0.62,0.64,0.74,0.64,0.56,0.57,0.44,0.5,0.44,0.72,0.64,0.51,0.69,0.48,0.72,0.48,0.65,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.62,0.62,0.62
+19.0,0.89,0.69,0.76,0.63,0.68,0.74,0.59,0.6,0.54,0.63,0.68,0.69,0.79,0.68,0.56,0.59,0.44,0.5,0.44,0.73,0.69,0.52,0.7,0.49,0.74,0.49,0.67,0.96,1.0,1.0,1.0,1.0,1.0,1.0,0.66,0.67,0.67
+20.0,0.9,0.71,0.81,0.66,0.71,0.76,0.63,0.6,0.56,0.66,0.74,0.74,0.83,0.72,0.57,0.6,0.44,0.5,0.44,0.74,0.74,0.52,0.72,0.5,0.75,0.5,0.69,0.97,1.0,1.0,1.0,1.0,1.0,1.0,0.7,0.72,0.72
+21.0,0.92,0.74,0.86,0.68,0.75,0.77,0.67,0.6,0.59,0.69,0.8,0.79,0.87,0.76,0.57,0.62,0.44,0.5,0.44,0.75,0.78,0.53,0.74,0.52,0.77,0.52,0.71,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.74,0.77,0.77
+22.0,0.93,0.76,0.91,0.7,0.78,0.78,0.71,0.6,0.61,0.73,0.86,0.84,0.91,0.8,0.57,0.63,0.45,0.5,0.45,0.76,0.82,0.53,0.76,0.53,0.79,0.53,0.73,0.99,1.0,1.0,1.0,1.0,1.0,1.0,0.78,0.82,0.82
+23.0,0.95,0.78,0.96,0.71,0.82,0.79,0.75,0.6,0.64,0.76,0.92,0.89,0.95,0.84,0.58,0.65,0.45,0.5,0.45,0.76,0.85,0.54,0.77,0.54,0.8,0.54,0.75,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.82,0.87,0.87
+24.0,0.96,0.8,1.0,0.73,0.85,0.8,0.79,0.6,0.66,0.78,0.98,0.94,0.98,0.88,0.58,0.66,0.45,0.5,0.45,0.77,0.88,0.54,0.79,0.56,0.82,0.56,0.77,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.86,0.92,0.92
diff --git a/examples/data/setup_new_composite_area/test_read/vulnerability/vulnerability_identifiers.csv b/examples/data/setup_new_composite_area/test_read/vulnerability/vulnerability_identifiers.csv
new file mode 100644
index 00000000..7d7fbb72
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_read/vulnerability/vulnerability_identifiers.csv
@@ -0,0 +1,38 @@
+,Name,Link,BldgDmgFnID,Occupancy,Source,Description,full_identifier
+0,AGR1,AGR1,616,AGR1 ,USACE - Galveston,"Average Agriculture, structure","616AGR1USACE-GalvestonAverageAgriculture,structure"
+1,COM1,COM1,217,COM1 ,USACE - Galveston,"Average Retail, Structure","217COM1USACE-GalvestonAverageRetail,Structure"
+2,COM10,COM10,543,COM10,USACE - Galveston,"Garage, structure","543COM10USACE-GalvestonGarage,structure"
+3,COM2,COM2,341,COM2 ,USACE - Galveston,"Average wholesale, Structure","341COM2USACE-GalvestonAveragewholesale,Structure"
+4,COM3,COM3,375,COM3 ,USACE - Galveston,"Average Personal & Repair Services, Structure","375COM3USACE-GalvestonAveragePersonal&RepairServices,Structure"
+5,COM4,COM4,431,COM4 ,USACE - Galveston,"Average Prof/Tech Services, Structure","431COM4USACE-GalvestonAverageProf/TechServices,Structure"
+6,COM5,COM5,467,COM5 ,USACE - Galveston,"Bank, Structure","467COM5USACE-GalvestonBank,Structure"
+7,COM6,COM6,474,COM6 ,USACE - Galveston,"Hospital, Structure","474COM6USACE-GalvestonHospital,Structure"
+8,COM7,COM7,475,COM7 ,USACE - Galveston,"Average Medical Office, Structure","475COM7USACE-GalvestonAverageMedicalOffice,Structure"
+9,COM8,COM8,493,COM8 ,USACE - Galveston,"Average Entertainment/Recreation, Structure","493COM8USACE-GalvestonAverageEntertainment/Recreation,Structure"
+10,COM9,COM9,532,COM9 ,USACE - Galveston,"Average theatre, Structure","532COM9USACE-GalvestonAveragetheatre,Structure"
+11,EDU1,EDU1,643,EDU1 ,USACE - Galveston,"Average school, structure","643EDU1USACE-GalvestonAverageschool,structure"
+12,GOV1,GOV1,631,GOV1 ,USACE - Galveston,"Average government services, structure","631GOV1USACE-GalvestonAveragegovernmentservices,structure"
+13,GOV2,GOV2,640,GOV2 ,USACE - Galveston,"Average emergency response, Structure","640GOV2USACE-GalvestonAverageemergencyresponse,Structure"
+14,IND1,IND1,545,IND1 ,USACE - Galveston,"Average heavy industrial, Structure","545IND1USACE-GalvestonAverageheavyindustrial,Structure"
+15,IND2,IND2,559,IND2 ,USACE - Galveston,"Average light industrial, structure","559IND2USACE-GalvestonAveragelightindustrial,structure"
+16,IND3,IND3,575,IND3 ,USACE - Galveston,"Average Food/Drug/Chem, Structure","575IND3USACE-GalvestonAverageFood/Drug/Chem,Structure"
+17,IND4,IND4,586,IND4 ,USACE - Galveston,"Average Metals/Minerals processing, structure","586IND4USACE-GalvestonAverageMetals/Mineralsprocessing,structure"
+18,IND5,IND5,591,IND5 ,USACE - Galveston,"Average High Technology, structure","591IND5USACE-GalvestonAverageHighTechnology,structure"
+19,IND6,IND6,592,IND6 ,USACE - Galveston,"Average Construction, structure","592IND6USACE-GalvestonAverageConstruction,structure"
+20,REL1,REL1,624,REL1 ,USACE - Galveston,"Church, structure","624REL1USACE-GalvestonChurch,structure"
+21,RES1-1SNB,RES1-1SNB,105,RES1 ,FIA,"one floor, no basement, Structure, A-Zone","105RES1FIAonefloor,nobasement,Structure,A-Zone"
+22,RES1-1SWB,RES1-1SWB,106,RES1 ,FIA (MOD.),"one floor, w/ basement, Structure, A-Zone","106RES1FIA(MOD.)onefloor,w/basement,Structure,A-Zone"
+23,RES1-2SNB,RES1-2SNB,107,RES1 ,FIA,"two floors, no basement, Structure, A-Zone","107RES1FIAtwofloors,nobasement,Structure,A-Zone"
+24,RES1-2SWB,RES1-2SWB,108,RES1 ,FIA (MOD.),"two floors, w/ basement, Structure, A-Zone","108RES1FIA(MOD.)twofloors,w/basement,Structure,A-Zone"
+25,RES1-3SNB,RES1-3SNB,109,RES1 ,FIA,"three or more floors, no basement, Structure, A-Zone","109RES1FIAthreeormorefloors,nobasement,Structure,A-Zone"
+26,RES1-3SWB,RES1-3SWB,110,RES1 ,FIA (MOD.),"three or more floors, w/ basement, Structure, A-Zone","110RES1FIA(MOD.)threeormorefloors,w/basement,Structure,A-Zone"
+27,RES2,RES2,189,RES2 ,FIA,"Mobile home, structure, A-Zone","189RES2FIAMobilehome,structure,A-Zone"
+28,RES3A,RES3A,659,RES3A,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","659RES3ABCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+29,RES3B,RES3B,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+30,RES3C,RES3C,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+31,RES3D,RES3D,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+32,RES3E,RES3E,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+33,RES3F,RES3F,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+34,RES4,RES4,209,RES4 ,USACE - Galveston,"Average Hotel & Motel, structure","209RES4USACE-GalvestonAverageHotel&Motel,structure"
+35,RES5,RES5,214,RES5 ,USACE - Galveston,"Average institutional dormitory, structure","214RES5USACE-GalvestonAverageinstitutionaldormitory,structure"
+36,RES6,RES6,215,RES6 ,USACE - Galveston,"Nursing Home, structure","215RES6USACE-GalvestonNursingHome,structure"
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/exposure/building_points.gpkg b/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/exposure/building_points.gpkg
new file mode 100644
index 00000000..7d434010
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/exposure/building_points.gpkg differ
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/exposure/exposure.csv b/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/exposure/exposure.csv
new file mode 100644
index 00000000..5ce06eaa
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/exposure/exposure.csv
@@ -0,0 +1,1998 @@
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+573779319,573779319,RES,RES3A,471108.706,235554.353,7.738122412,-79.92765306,32.77323472,450190000000000.0,1,centroid,RES3A,RES3A
+573779335,573779335,RES,RES1-1SNB,256055.142,128027.571,9.352340616,-79.92764858,32.77351557,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+573779357,573779357,RES,RES1-3SNB,380946.441,190473.22,10.36516436,-79.92840483,32.77411255,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573779369,573779369,RES,RES1-2SNB,374450.35,187225.175,11.93594548,-79.92751869,32.77433957,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573779385,573779385,RES,RES3A,581713.203,290856.601,12.28355087,-79.92749568,32.77453773,450190000000000.0,1,centroid,RES3A,RES3A
+573779415,573779415,RES,RES1-3SNB,431428.087,215714.043,12.26185305,-79.92743299,32.77502193,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782417,573782417,RES,RES1-3SNB,363979.656,181989.828,9.372612453,-79.92933255,32.77226794,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782425,573782425,RES,RES1-2SNB,366466.821,183233.41,9.011924555,-79.92929796,32.77237201,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573782443,573782443,RES,RES3A,543712.387,271856.193,5.378797627,-79.92831106,32.77264062,450190000000000.0,1,centroid,RES3A,RES3A
+573782449,573782449,RES,RES1-2SNB,472033.925,236016.962,5.179306272,-79.92864422,32.77279569,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573782516,573782516,RES,RES1-3SNB,451364.729,225682.364,11.94115424,-79.92865918,32.7750572,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782540,573782540,RES,RES1-2SNB,278796.48,139398.24,12.30676852,-79.9284404,32.77566618,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573782554,573782554,COM,COM4,426627.449,426627.449,13.15236603,-79.92852646,32.77599619,450190000000000.0,1,centroid,COM4,COM4
+573782586,573782586,RES,RES3A,421325.574,210662.787,8.191982072,-79.93017261,32.77290957,450190000000000.0,1,centroid,RES3A,RES3A
+573783169,573783169,RES,RES3A,512267.747,256133.873,11.97290897,-79.92919073,32.77440531,450190000000000.0,1,centroid,RES3A,RES3A
+573783179,573783179,RES,RES3A,606289.125,303144.562,12.5249974,-79.92928354,32.77452729,450190000000000.0,1,centroid,RES3A,RES3A
+573783187,573783187,RES,RES1-2SNB,386160.703,193080.351,11.5436022,-79.93016895,32.77463032,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573783189,573783189,COM,COM3,1640307.87,1640307.87,10.78047343,-79.93028267,32.7746644,450190000000000.0,1,centroid,COM3,COM3
+573783199,573783199,RES,RES1-2SNB,551102.006,275551.003,12.75948849,-79.92921208,32.77472151,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573783443,573783443,RES,RES1-2SNB,311772.137,155886.068,10.10444409,-79.93015806,32.77191319,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573783445,573783445,RES,RES1-2SNB,680463.744,340231.872,8.827352744,-79.92996727,32.77182933,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573827136,573827136,COM,COM5,2936504.86,2936504.86,13.54706299,-79.92746902,32.77712292,450190000000000.0,1,centroid,COM5,COM5
+573827731,573827731,COM,COM1,194515.404,194515.404,12.23108548,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM1,COM1
+573827733,573827733,COM,COM3,145886.553,145886.553,12.23108548,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM3,COM3
+573827735,573827735,COM,COM4,81048.0852,81048.0852,12.23108548,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM4,COM4
+573827754,573827754,COM,COM4,95724.6697,95724.6697,11.99108448,-79.93017988,32.77681959,450190000000000.0,1,centroid,COM4,COM4
+574267735,574267735,RES,RES1-1SNB,381021.716,190510.858,12.98996214,-79.92744398,32.77522114,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574267737,574267737,RES,RES1-1SNB,273325.341,136662.67,12.70973817,-79.92811401,32.77515289,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574267739,574267739,RES,RES1-2SNB,413187.234,206593.617,13.5823017,-79.92800828,32.77526518,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574267749,574267749,RES,RES3A,491247.521,245623.76,13.51820246,-79.92788864,32.77557876,450190000000000.0,1,centroid,RES3A,RES3A
+574267976,574267976,RES,RES1-2SNB,385155.033,192577.516,13.53189744,-79.92794047,32.77603579,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574268005,574268005,RES,RES1-1SNB,257591.82,128795.91,12.59055234,-79.92772127,32.77604828,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574346733,574346733,RES,RES1-2SNB,345561.158,172780.579,13.16675875,-79.92987341,32.77497559,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574346737,574346737,COM,COM3,128711.316,128711.316,12.62985934,-79.92934753,32.77496936,450190000000000.0,1,centroid,COM3,COM3
+574346738,574346738,RES,RES1-3SNB,569110.405,284555.202,12.57429248,-79.92997655,32.77497829,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574346740,574346740,RES,RES1-2SNB,272662.957,136331.478,12.62266219,-79.92924438,32.77514479,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574346744,574346744,PUB,REL1,1281715.19,1281715.19,13.0151455,-79.92929333,32.77533709,450190000000000.0,1,centroid,REL1,REL1
+574346753,574346753,RES,RES1-2SNB,311698.604,155849.302,13.77097465,-79.92981335,32.77577007,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574372447,574372447,COM,COM1,227020.051,227020.051,12.85938964,-79.92900036,32.77610772,450190000000000.0,1,centroid,COM1,COM1
+574372448,574372448,IND,IND2,134849.922,202274.884,12.85938964,-79.92900036,32.77610772,450190000000000.0,1,centroid,IND2,IND2
+574372473,574372473,COM,COM1,424486.831,424486.831,13.03663915,-79.92881546,32.7764473,450190000000000.0,1,centroid,COM1,COM1
+574372533,574372533,COM,COM7,393804.35,590706.525,11.22623405,-79.93032633,32.7759983,450190000000000.0,1,centroid,COM7,COM7
+574372543,574372543,RES,RES3A,338190.212,169095.106,12.60003902,-79.92938805,32.77623669,450190000000000.0,1,centroid,RES3A,RES3A
+574372567,574372567,COM,COM8,284295.791,284295.791,12.21837608,-79.92958905,32.77638171,450190000000000.0,1,centroid,COM8,COM8
+574421681,574421681,COM,COM8,778149.815,778149.815,13.54457556,-79.92846361,32.77697303,450190000000000.0,1,centroid,COM8,COM8
+574421683,574421683,COM,COM1,360197.146,360197.146,13.54457556,-79.92846361,32.77697303,450190000000000.0,1,centroid,COM1,COM1
+574431298,574431298,COM,COM4,1338267.91,1338267.91,10.1165989,-79.92646291,32.77728981,450190000000000.0,1,centroid,COM4,COM4
+574461065,574461065,RES,RES3A,266985.928,133492.964,12.13528704,-79.9297417,32.77681823,450190000000000.0,1,centroid,RES3A,RES3A
+574461073,574461073,COM,COM4,177990.619,177990.619,12.27511783,-79.92950828,32.77642489,450190000000000.0,1,centroid,COM4,COM4
+574461077,574461077,RES,RES3A,273660.577,136830.288,12.4406709,-79.92903083,32.7763684,450190000000000.0,1,centroid,RES3A,RES3A
+574461079,574461079,COM,COM4,177990.619,177990.619,12.86096032,-79.92860499,32.77648743,450190000000000.0,1,centroid,COM4,COM4
+574488771,574488771,RES,RES1-1SNB,222806.066,111403.033,13.26134397,-79.92896336,32.77597596,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574488793,574488793,RES,RES1-2SNB,216903.661,108451.83,12.29002837,-79.92736548,32.77640732,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488804,574488804,RES,RES1-2SNB,292527.098,146263.549,13.21022478,-79.92816916,32.77627743,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488806,574488806,RES,RES1-3SNB,358700.469,179350.234,13.36457265,-79.92824222,32.77627542,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574488816,574488816,RES,RES1-1SNB,221789.878,110894.939,6.334944159,-79.92574958,32.77633187,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574488819,574488819,RES,RES1-3SNB,416126.362,208063.181,6.052678219,-79.9267068,32.77616474,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574488830,574488830,RES,RES1-1SNB,182232.731,91116.3657,12.69306217,-79.92898379,32.77518059,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574488834,574488834,RES,RES1-3SNB,384398.576,192199.288,12.90637406,-79.92951787,32.77470617,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574488837,574488837,RES,RES3A,480189.335,240094.667,13.25912718,-79.92891,32.77509288,450190000000000.0,1,centroid,RES3A,RES3A
+574488848,574488848,RES,RES1-2SNB,322415.251,161207.625,13.14323291,-79.92763108,32.77497895,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488851,574488851,RES,RES1-2SNB,222897.785,111448.892,10.150554,-79.92671547,32.7755542,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488874,574488874,RES,RES3A,480189.335,240094.667,8.900641428,-79.92914469,32.77176507,450190000000000.0,1,centroid,RES3A,RES3A
+574507807,New development area: 574507807,New development area,New development area,42804025.98393736,26468929.704139814,5.35474157333374,,,,2,area,new_composite_area_structure,new_composite_area_content
+574507808,New development area: 574507808,New development area,New development area,34126193.93100962,21102777.308113553,1.2411025762557983,,,,2,area,new_composite_area_structure,new_composite_area_content
+574507809,New development area: 574507809,New development area,New development area,6629114.270542782,4099277.009446545,4.435575485229492,,,,2,area,new_composite_area_structure,new_composite_area_content
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/settings.toml b/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/vulnerability/vulnerability_curves.csv b/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..8d9e73a3
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_datum/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6,new_composite_area_structure,new_composite_area_content
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0025426278836509528,0.0025426278836509528
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0025426278836509528,0.0025426278836509528
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.08,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.004663991975927783,0.004663991975927783
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11,0.0,0.14,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.007913741223671014,0.007913741223671014
+0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.18,0.17,0.11,0.19,0.05,0.12,0.11,0.12,0.12,0.12,0.12,0.12,0.12,0.0,0.0,0.0,0.10625376128385156,0.10625376128385156
+1.0,0.06,0.09,0.03,0.05,0.09,0.11,0.11,0.0,0.11,0.09,0.02,0.05,0.05,0.07,0.1,0.09,0.13,0.1,0.13,0.22,0.1,0.22,0.21,0.12,0.21,0.08,0.14,0.44,0.25,0.25,0.25,0.25,0.25,0.25,0.03,0.07,0.07,0.16183049147442324,0.16183049147442324
+2.0,0.11,0.14,0.05,0.08,0.12,0.16,0.11,0.0,0.12,0.11,0.04,0.07,0.08,0.1,0.12,0.14,0.14,0.14,0.14,0.31,0.11,0.25,0.29,0.14,0.26,0.12,0.2,0.63,0.5,0.5,0.5,0.5,0.5,0.5,0.05,0.1,0.1,0.24248244734202612,0.24248244734202612
+3.0,0.15,0.16,0.06,0.11,0.13,0.22,0.12,0.2,0.13,0.12,0.05,0.09,0.13,0.11,0.15,0.17,0.19,0.18,0.19,0.37,0.11,0.28,0.34,0.18,0.29,0.17,0.25,0.73,0.75,0.75,0.75,0.75,0.75,0.75,0.06,0.14,0.14,0.32801404212637914,0.32801404212637914
+4.0,0.19,0.18,0.07,0.13,0.16,0.28,0.13,0.25,0.14,0.14,0.05,0.09,0.14,0.12,0.19,0.22,0.22,0.22,0.22,0.43,0.12,0.3,0.38,0.2,0.34,0.19,0.31,0.78,1.0,1.0,1.0,1.0,1.0,1.0,0.07,0.15,0.15,0.40343530591775323,0.40343530591775323
+5.0,0.25,0.2,0.08,0.16,0.19,0.35,0.15,0.3,0.16,0.16,0.05,0.1,0.14,0.15,0.22,0.26,0.25,0.26,0.25,0.47,0.12,0.31,0.43,0.22,0.39,0.22,0.36,0.79,1.0,1.0,1.0,1.0,1.0,1.0,0.09,0.15,0.15,0.422753259779338,0.422753259779338
+6.0,0.3,0.23,0.1,0.19,0.22,0.38,0.17,0.35,0.17,0.18,0.06,0.11,0.15,0.17,0.26,0.3,0.28,0.34,0.28,0.5,0.13,0.4,0.5,0.24,0.44,0.24,0.38,0.81,1.0,1.0,1.0,1.0,1.0,1.0,0.12,0.16,0.16,0.4530842527582749,0.4530842527582749
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+8.0,0.41,0.3,0.17,0.25,0.28,0.44,0.22,0.43,0.2,0.22,0.1,0.15,0.19,0.23,0.35,0.35,0.33,0.42,0.33,0.57,0.14,0.43,0.54,0.3,0.55,0.3,0.44,0.83,1.0,1.0,1.0,1.0,1.0,1.0,0.18,0.2,0.2,0.49450852557673025,0.49450852557673025
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diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/exposure/building_points.gpkg b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/exposure/building_points.gpkg
new file mode 100644
index 00000000..0f0045de
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/exposure/building_points.gpkg differ
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/exposure/exposure.csv b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/exposure/exposure.csv
new file mode 100644
index 00000000..5ce06eaa
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/exposure/exposure.csv
@@ -0,0 +1,1998 @@
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+573782449,573782449,RES,RES1-2SNB,472033.925,236016.962,5.179306272,-79.92864422,32.77279569,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573782516,573782516,RES,RES1-3SNB,451364.729,225682.364,11.94115424,-79.92865918,32.7750572,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782540,573782540,RES,RES1-2SNB,278796.48,139398.24,12.30676852,-79.9284404,32.77566618,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573782554,573782554,COM,COM4,426627.449,426627.449,13.15236603,-79.92852646,32.77599619,450190000000000.0,1,centroid,COM4,COM4
+573782586,573782586,RES,RES3A,421325.574,210662.787,8.191982072,-79.93017261,32.77290957,450190000000000.0,1,centroid,RES3A,RES3A
+573783169,573783169,RES,RES3A,512267.747,256133.873,11.97290897,-79.92919073,32.77440531,450190000000000.0,1,centroid,RES3A,RES3A
+573783179,573783179,RES,RES3A,606289.125,303144.562,12.5249974,-79.92928354,32.77452729,450190000000000.0,1,centroid,RES3A,RES3A
+573783187,573783187,RES,RES1-2SNB,386160.703,193080.351,11.5436022,-79.93016895,32.77463032,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
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+573827731,573827731,COM,COM1,194515.404,194515.404,12.23108548,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM1,COM1
+573827733,573827733,COM,COM3,145886.553,145886.553,12.23108548,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM3,COM3
+573827735,573827735,COM,COM4,81048.0852,81048.0852,12.23108548,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM4,COM4
+573827754,573827754,COM,COM4,95724.6697,95724.6697,11.99108448,-79.93017988,32.77681959,450190000000000.0,1,centroid,COM4,COM4
+574267735,574267735,RES,RES1-1SNB,381021.716,190510.858,12.98996214,-79.92744398,32.77522114,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
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+574372448,574372448,IND,IND2,134849.922,202274.884,12.85938964,-79.92900036,32.77610772,450190000000000.0,1,centroid,IND2,IND2
+574372473,574372473,COM,COM1,424486.831,424486.831,13.03663915,-79.92881546,32.7764473,450190000000000.0,1,centroid,COM1,COM1
+574372533,574372533,COM,COM7,393804.35,590706.525,11.22623405,-79.93032633,32.7759983,450190000000000.0,1,centroid,COM7,COM7
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+574421681,574421681,COM,COM8,778149.815,778149.815,13.54457556,-79.92846361,32.77697303,450190000000000.0,1,centroid,COM8,COM8
+574421683,574421683,COM,COM1,360197.146,360197.146,13.54457556,-79.92846361,32.77697303,450190000000000.0,1,centroid,COM1,COM1
+574431298,574431298,COM,COM4,1338267.91,1338267.91,10.1165989,-79.92646291,32.77728981,450190000000000.0,1,centroid,COM4,COM4
+574461065,574461065,RES,RES3A,266985.928,133492.964,12.13528704,-79.9297417,32.77681823,450190000000000.0,1,centroid,RES3A,RES3A
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+574461077,574461077,RES,RES3A,273660.577,136830.288,12.4406709,-79.92903083,32.7763684,450190000000000.0,1,centroid,RES3A,RES3A
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+574488837,574488837,RES,RES3A,480189.335,240094.667,13.25912718,-79.92891,32.77509288,450190000000000.0,1,centroid,RES3A,RES3A
+574488848,574488848,RES,RES1-2SNB,322415.251,161207.625,13.14323291,-79.92763108,32.77497895,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488851,574488851,RES,RES1-2SNB,222897.785,111448.892,10.150554,-79.92671547,32.7755542,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488874,574488874,RES,RES3A,480189.335,240094.667,8.900641428,-79.92914469,32.77176507,450190000000000.0,1,centroid,RES3A,RES3A
+574507807,New development area: 574507807,New development area,New development area,42804025.98393736,26468929.704139814,5.35474157333374,,,,2,area,new_composite_area_structure,new_composite_area_content
+574507808,New development area: 574507808,New development area,New development area,34126193.93100962,21102777.308113553,1.2411025762557983,,,,2,area,new_composite_area_structure,new_composite_area_content
+574507809,New development area: 574507809,New development area,New development area,6629114.270542782,4099277.009446545,4.435575485229492,,,,2,area,new_composite_area_structure,new_composite_area_content
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/settings.toml b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/vulnerability/vulnerability_curves.csv b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..8d9e73a3
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6,new_composite_area_structure,new_composite_area_content
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0025426278836509528,0.0025426278836509528
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0025426278836509528,0.0025426278836509528
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.08,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.004663991975927783,0.004663991975927783
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11,0.0,0.14,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.007913741223671014,0.007913741223671014
+0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.18,0.17,0.11,0.19,0.05,0.12,0.11,0.12,0.12,0.12,0.12,0.12,0.12,0.0,0.0,0.0,0.10625376128385156,0.10625376128385156
+1.0,0.06,0.09,0.03,0.05,0.09,0.11,0.11,0.0,0.11,0.09,0.02,0.05,0.05,0.07,0.1,0.09,0.13,0.1,0.13,0.22,0.1,0.22,0.21,0.12,0.21,0.08,0.14,0.44,0.25,0.25,0.25,0.25,0.25,0.25,0.03,0.07,0.07,0.16183049147442324,0.16183049147442324
+2.0,0.11,0.14,0.05,0.08,0.12,0.16,0.11,0.0,0.12,0.11,0.04,0.07,0.08,0.1,0.12,0.14,0.14,0.14,0.14,0.31,0.11,0.25,0.29,0.14,0.26,0.12,0.2,0.63,0.5,0.5,0.5,0.5,0.5,0.5,0.05,0.1,0.1,0.24248244734202612,0.24248244734202612
+3.0,0.15,0.16,0.06,0.11,0.13,0.22,0.12,0.2,0.13,0.12,0.05,0.09,0.13,0.11,0.15,0.17,0.19,0.18,0.19,0.37,0.11,0.28,0.34,0.18,0.29,0.17,0.25,0.73,0.75,0.75,0.75,0.75,0.75,0.75,0.06,0.14,0.14,0.32801404212637914,0.32801404212637914
+4.0,0.19,0.18,0.07,0.13,0.16,0.28,0.13,0.25,0.14,0.14,0.05,0.09,0.14,0.12,0.19,0.22,0.22,0.22,0.22,0.43,0.12,0.3,0.38,0.2,0.34,0.19,0.31,0.78,1.0,1.0,1.0,1.0,1.0,1.0,0.07,0.15,0.15,0.40343530591775323,0.40343530591775323
+5.0,0.25,0.2,0.08,0.16,0.19,0.35,0.15,0.3,0.16,0.16,0.05,0.1,0.14,0.15,0.22,0.26,0.25,0.26,0.25,0.47,0.12,0.31,0.43,0.22,0.39,0.22,0.36,0.79,1.0,1.0,1.0,1.0,1.0,1.0,0.09,0.15,0.15,0.422753259779338,0.422753259779338
+6.0,0.3,0.23,0.1,0.19,0.22,0.38,0.17,0.35,0.17,0.18,0.06,0.11,0.15,0.17,0.26,0.3,0.28,0.34,0.28,0.5,0.13,0.4,0.5,0.24,0.44,0.24,0.38,0.81,1.0,1.0,1.0,1.0,1.0,1.0,0.12,0.16,0.16,0.4530842527582749,0.4530842527582749
+7.0,0.35,0.26,0.13,0.22,0.25,0.41,0.19,0.4,0.18,0.2,0.08,0.13,0.17,0.2,0.3,0.32,0.3,0.41,0.3,0.54,0.14,0.43,0.5,0.26,0.5,0.25,0.41,0.82,1.0,1.0,1.0,1.0,1.0,1.0,0.14,0.18,0.18,0.47121364092276835,0.47121364092276835
+8.0,0.41,0.3,0.17,0.25,0.28,0.44,0.22,0.43,0.2,0.22,0.1,0.15,0.19,0.23,0.35,0.35,0.33,0.42,0.33,0.57,0.14,0.43,0.54,0.3,0.55,0.3,0.44,0.83,1.0,1.0,1.0,1.0,1.0,1.0,0.18,0.2,0.2,0.49450852557673025,0.49450852557673025
+9.0,0.46,0.34,0.21,0.29,0.32,0.47,0.24,0.47,0.22,0.26,0.12,0.17,0.22,0.27,0.39,0.37,0.34,0.42,0.34,0.61,0.15,0.45,0.55,0.34,0.57,0.35,0.48,0.84,1.0,1.0,1.0,1.0,1.0,1.0,0.21,0.23,0.23,0.5212788365095286,0.5212788365095286
+10.0,0.51,0.38,0.25,0.32,0.35,0.5,0.28,0.5,0.24,0.29,0.15,0.2,0.26,0.31,0.42,0.39,0.36,0.45,0.36,0.63,0.17,0.46,0.55,0.38,0.59,0.38,0.5,0.85,1.0,1.0,1.0,1.0,1.0,1.0,0.26,0.26,0.26,0.5430892678034104,0.5430892678034104
+11.0,0.57,0.42,0.3,0.37,0.39,0.54,0.31,0.53,0.27,0.33,0.2,0.24,0.31,0.35,0.48,0.43,0.39,0.47,0.39,0.64,0.19,0.47,0.57,0.39,0.61,0.39,0.52,0.86,1.0,1.0,1.0,1.0,1.0,1.0,0.31,0.3,0.3,0.5556469408224675,0.5556469408224675
+12.0,0.63,0.47,0.35,0.41,0.43,0.57,0.34,0.55,0.3,0.37,0.24,0.28,0.37,0.4,0.5,0.46,0.4,0.49,0.4,0.65,0.24,0.47,0.58,0.4,0.63,0.4,0.54,0.88,1.0,1.0,1.0,1.0,1.0,1.0,0.36,0.34,0.34,0.5663691073219658,0.5663691073219658
+13.0,0.7,0.51,0.41,0.45,0.47,0.59,0.37,0.57,0.34,0.41,0.29,0.33,0.44,0.44,0.51,0.48,0.42,0.5,0.42,0.67,0.3,0.49,0.6,0.42,0.65,0.42,0.56,0.89,1.0,1.0,1.0,1.0,1.0,1.0,0.41,0.38,0.38,0.5843029087261786,0.5843029087261786
+14.0,0.75,0.55,0.47,0.49,0.5,0.62,0.4,0.6,0.37,0.45,0.35,0.39,0.51,0.48,0.53,0.5,0.42,0.5,0.42,0.68,0.38,0.5,0.62,0.43,0.66,0.43,0.57,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.46,0.42,0.42,0.5964844533600802,0.5964844533600802
+15.0,0.79,0.58,0.52,0.52,0.54,0.66,0.44,0.6,0.41,0.5,0.42,0.45,0.59,0.52,0.54,0.51,0.43,0.5,0.43,0.69,0.45,0.5,0.63,0.44,0.68,0.44,0.59,0.91,1.0,1.0,1.0,1.0,1.0,1.0,0.5,0.47,0.47,0.6077281845536611,0.6077281845536611
+16.0,0.82,0.61,0.58,0.55,0.57,0.68,0.48,0.6,0.44,0.53,0.49,0.52,0.65,0.56,0.55,0.54,0.43,0.5,0.43,0.7,0.52,0.5,0.65,0.45,0.69,0.45,0.61,0.92,1.0,1.0,1.0,1.0,1.0,1.0,0.54,0.52,0.52,0.6172266800401202,0.6172266800401202
+17.0,0.84,0.64,0.65,0.58,0.61,0.7,0.51,0.6,0.48,0.57,0.56,0.59,0.7,0.6,0.55,0.55,0.44,0.5,0.44,0.71,0.58,0.51,0.67,0.47,0.71,0.47,0.63,0.94,1.0,1.0,1.0,1.0,1.0,1.0,0.58,0.57,0.57,0.6326479438314945,0.6326479438314945
+18.0,0.87,0.67,0.71,0.61,0.64,0.72,0.55,0.6,0.51,0.6,0.62,0.64,0.74,0.64,0.56,0.57,0.44,0.5,0.44,0.72,0.64,0.51,0.69,0.48,0.72,0.48,0.65,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.62,0.62,0.62,0.6418154463390171,0.6418154463390171
+19.0,0.89,0.69,0.76,0.63,0.68,0.74,0.59,0.6,0.54,0.63,0.68,0.69,0.79,0.68,0.56,0.59,0.44,0.5,0.44,0.73,0.69,0.52,0.7,0.49,0.74,0.49,0.67,0.96,1.0,1.0,1.0,1.0,1.0,1.0,0.66,0.67,0.67,0.6528535606820464,0.6528535606820464
+20.0,0.9,0.71,0.81,0.66,0.71,0.76,0.63,0.6,0.56,0.66,0.74,0.74,0.83,0.72,0.57,0.6,0.44,0.5,0.44,0.74,0.74,0.52,0.72,0.5,0.75,0.5,0.69,0.97,1.0,1.0,1.0,1.0,1.0,1.0,0.7,0.72,0.72,0.6616649949849549,0.6616649949849549
+21.0,0.92,0.74,0.86,0.68,0.75,0.77,0.67,0.6,0.59,0.69,0.8,0.79,0.87,0.76,0.57,0.62,0.44,0.5,0.44,0.75,0.78,0.53,0.74,0.52,0.77,0.52,0.71,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.74,0.77,0.77,0.6760932798395186,0.6760932798395186
+22.0,0.93,0.76,0.91,0.7,0.78,0.78,0.71,0.6,0.61,0.73,0.86,0.84,0.91,0.8,0.57,0.63,0.45,0.5,0.45,0.76,0.82,0.53,0.76,0.53,0.79,0.53,0.73,0.99,1.0,1.0,1.0,1.0,1.0,1.0,0.78,0.82,0.82,0.6846639919759275,0.6846639919759275
+23.0,0.95,0.78,0.96,0.71,0.82,0.79,0.75,0.6,0.64,0.76,0.92,0.89,0.95,0.84,0.58,0.65,0.45,0.5,0.45,0.76,0.85,0.54,0.77,0.54,0.8,0.54,0.75,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.82,0.87,0.87,0.6945436308926779,0.6945436308926779
+24.0,0.96,0.8,1.0,0.73,0.85,0.8,0.79,0.6,0.66,0.78,0.98,0.94,0.98,0.88,0.58,0.66,0.45,0.5,0.45,0.77,0.88,0.54,0.79,0.56,0.82,0.56,0.77,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.86,0.92,0.92,0.7064894684052158,0.7064894684052158
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/exposure/building_points.gpkg b/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/exposure/building_points.gpkg
new file mode 100644
index 00000000..b697b458
Binary files /dev/null and b/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/exposure/building_points.gpkg differ
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/exposure/exposure.csv b/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/exposure/exposure.csv
new file mode 100644
index 00000000..fec56a05
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/exposure/exposure.csv
@@ -0,0 +1,1998 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Elevation,X Coordinate,Y Coordinate,Aggregation Label: Census Block,Ground Floor Height,Extraction Method,Damage Function: Structure,Damage Function: Content
+574486973,574486973,RES,RES3A,480189.335,240094.667,7.298348065,-79.93682513,32.77688289,450190000000000.0,1.0,centroid,RES3A,RES3A
+573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748562,-79.93000008,32.77054524,450190000000000.0,1.0,centroid,RES4,RES4
+573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635,-79.92968382,32.7712713,450190000000000.0,1.0,centroid,RES4,RES4
+573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.36403129,-79.93179589,32.77336473,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574346729,574346729,RES,RES3A,472285.148,236142.574,10.90203092,-79.93064525,32.77485433,450190000000000.0,1.0,centroid,RES3A,RES3A
+574372707,574372707,RES,RES1-3SNB,389363.808,194681.904,6.365223632,-79.93187273,32.77098914,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+574372721,574372721,RES,RES3A,503924.421,251962.21,7.12000971,-79.93191719,32.77164194,450190000000000.0,1.0,centroid,RES3A,RES3A
+574476728,574476728,RES,RES1-1SNB,96964.414,48482.207,5.867157192,-79.93241085,32.76996811,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574476811,574476811,RES,RES1-1SNB,152049.256,76024.6281,5.867157192,-79.93241085,32.76996811,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574486899,574486899,RES,RES3A,480189.335,240094.667,12.33366492,-79.93027436,32.77536076,450190000000000.0,1.0,centroid,RES3A,RES3A
+574486932,574486932,RES,RES1-1SNB,177705.21,88852.6051,6.460120566,-79.92998998,32.77314466,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+573827729,573827729,COM,COM8,37755.4885,37755.4885,11.17279794,-79.93080905,32.77672792,450190000000000.0,1.0,centroid,COM8,COM8
+574421669,574421669,RES,RES3A,170840.757,85420.3788,11.52017961,-79.92907633,32.7771126,450190000000000.0,1.0,centroid,RES3A,RES3A
+574488781,574488781,RES,RES1-3SNB,374871.082,187435.541,5.99898202,-79.92578441,32.77724701,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573467745,573467745,RES,RES3A,516183.793,258091.896,5.893531857,-79.92827685,32.77200663,450190000000000.0,1.0,centroid,RES3A,RES3A
+573779323,573779323,RES,RES1-2SWB,437207.93,218603.965,6.975060909,-79.92874432,32.77330072,450190000000000.0,1.0,centroid,RES1-2SWB,RES1-2SWB
+573779375,573779375,RES,RES1-1SNB,226202.175,113101.087,12.12123537,-79.92780556,32.7743702,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+573779393,573779393,RES,RES3A,200255.163,100127.581,12.16771917,-79.92811631,32.77473003,450190000000000.0,1.0,centroid,RES3A,RES3A
+573779405,573779405,RES,RES1-3SNB,398598.966,199299.483,10.82060957,-79.92862217,32.77481123,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573782594,573782594,RES,RES3A,489787.119,244893.559,6.500304423,-79.92975812,32.77311597,450190000000000.0,1.0,centroid,RES3A,RES3A
+573782596,573782596,RES,RES3A,675402.418,337701.209,6.887255912,-79.93036119,32.77318439,450190000000000.0,1.0,centroid,RES3A,RES3A
+573782413,573782413,RES,RES3A,437002.054,218501.027,7.119138325,-79.92871845,32.77219172,450190000000000.0,1.0,centroid,RES3A,RES3A
+573782415,573782415,RES,RES1-3SNB,369429.359,184714.679,7.403951541,-79.92887994,32.77219043,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573782419,573782419,RES,RES3A,448799.6,224399.8,5.554710338,-79.92834819,32.77223276,450190000000000.0,1.0,centroid,RES3A,RES3A
+573782453,573782453,RES,RES1-3SNB,448326.4,224163.2,5.318573467,-79.928964,32.77290941,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
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+574486896,574486896,RES,RES1-3SNB,370593.042,185296.521,11.17246863,-79.9316641,32.77492981,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+574486897,574486897,RES,RES1-2SNB,281891.83,140945.915,8.012788759,-79.93202975,32.77342594,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574486908,574486908,RES,RES1-2SNB,328404.131,164202.065,5.290348477,-79.93405994,32.77146952,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574486920,574486920,RES,RES1-1SNB,91305.0124,45652.5062,6.603493989,-79.93133148,32.77152187,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574486926,574486926,RES,RES1-2SNB,230007.096,115003.548,6.266001842,-79.93318093,32.770926,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574486928,574486928,RES,RES1-1SNB,195320.206,97660.1031,6.266001842,-79.93318093,32.770926,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574486930,574486930,RES,RES1-3SNB,646413.507,323206.753,6.34663942,-79.93132077,32.77092295,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+574486966,574486966,RES,RES1-1SNB,123142.068,61571.034,7.260584375,-79.93663915,32.77690016,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574487084,574487084,RES,RES1-2SNB,279153.339,139576.669,9.454224669,-79.93460219,32.77706446,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574487093,574487093,RES,RES1-2SNB,222885.093,111442.546,9.54534625,-79.93544376,32.7764595,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574487094,574487094,RES,RES1-2SNB,187761.29,93880.6453,8.094838231,-79.93617751,32.7761887,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573467723,573467723,COM,RES4,146911.004,73455.5023,7.205438344,-79.92839527,32.77175843,450190000000000.0,1.0,centroid,RES4,RES4
+573467726,573467726,RES,RES1-2SNB,421375.203,210687.601,7.971950971,-79.92922584,32.77068669,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573467727,573467727,COM,RES4,682840.128,341420.064,5.998637455,-79.92868859,32.77061156,450190000000000.0,1.0,centroid,RES4,RES4
+573467728,573467728,COM,RES4,447990.428,223995.214,6.607965902,-79.92929336,32.77085682,450190000000000.0,1.0,centroid,RES4,RES4
+573467729,573467729,RES,RES3B,639434.436,319717.218,6.184400969,-79.92860345,32.77085682,450190000000000.0,1.0,centroid,RES3B,RES3B
+573467730,573467730,RES,RES1-3SNB,950659.269,475329.634,5.694120288,-79.928633,32.77105956,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573467731,573467731,RES,RES3A,424021.723,212010.861,7.376430152,-79.92924984,32.77110611,450190000000000.0,1.0,centroid,RES3A,RES3A
+573467735,573467735,RES,RES1-2SNB,546238.414,273119.207,6.439359845,-79.92905401,32.77139283,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573467737,573467737,RES,RES1-3SNB,569110.405,284555.202,6.735533926,-79.92926183,32.7714921,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573467741,573467741,RES,RES1-3SNB,466979.502,233489.751,8.43485771,-79.92890022,32.77192889,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573467746,573467746,COM,COM4,405574.23,405574.23,5.496637656,-79.92805491,32.77199384,450190000000000.0,1.0,centroid,COM4,COM4
+573467747,573467747,RES,RES1-3SNB,486027.03,243013.515,6.769053327,-79.929019,32.770324,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573779311,573779311,RES,RES1-2SNB,217879.449,108939.724,5.791196858,-79.92878222,32.77309016,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573779319,573779319,RES,RES3A,471108.706,235554.353,7.738122412,-79.92765306,32.77323472,450190000000000.0,1.0,centroid,RES3A,RES3A
+573779335,573779335,RES,RES1-1SNB,256055.142,128027.571,9.352340616,-79.92764858,32.77351557,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+573779357,573779357,RES,RES1-3SNB,380946.441,190473.22,10.36516436,-79.92840483,32.77411255,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573779369,573779369,RES,RES1-2SNB,374450.35,187225.175,11.93594548,-79.92751869,32.77433957,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573779385,573779385,RES,RES3A,581713.203,290856.601,12.28355087,-79.92749568,32.77453773,450190000000000.0,1.0,centroid,RES3A,RES3A
+573779415,573779415,RES,RES1-3SNB,431428.087,215714.043,12.26185305,-79.92743299,32.77502193,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573782417,573782417,RES,RES1-3SNB,363979.656,181989.828,9.372612453,-79.92933255,32.77226794,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573782425,573782425,RES,RES1-2SNB,366466.821,183233.41,9.011924555,-79.92929796,32.77237201,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573782443,573782443,RES,RES3A,543712.387,271856.193,5.378797627,-79.92831106,32.77264062,450190000000000.0,1.0,centroid,RES3A,RES3A
+573782449,573782449,RES,RES1-2SNB,472033.925,236016.962,5.179306272,-79.92864422,32.77279569,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573782516,573782516,RES,RES1-3SNB,451364.729,225682.364,11.94115424,-79.92865918,32.7750572,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+573782540,573782540,RES,RES1-2SNB,278796.48,139398.24,12.30676852,-79.9284404,32.77566618,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573782554,573782554,COM,COM4,426627.449,426627.449,13.15236603,-79.92852646,32.77599619,450190000000000.0,1.0,centroid,COM4,COM4
+573782586,573782586,RES,RES3A,421325.574,210662.787,8.191982072,-79.93017261,32.77290957,450190000000000.0,1.0,centroid,RES3A,RES3A
+573783169,573783169,RES,RES3A,512267.747,256133.873,11.97290897,-79.92919073,32.77440531,450190000000000.0,1.0,centroid,RES3A,RES3A
+573783179,573783179,RES,RES3A,606289.125,303144.562,12.5249974,-79.92928354,32.77452729,450190000000000.0,1.0,centroid,RES3A,RES3A
+573783187,573783187,RES,RES1-2SNB,386160.703,193080.351,11.5436022,-79.93016895,32.77463032,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573783189,573783189,COM,COM3,1640307.87,1640307.87,10.78047343,-79.93028267,32.7746644,450190000000000.0,1.0,centroid,COM3,COM3
+573783199,573783199,RES,RES1-2SNB,551102.006,275551.003,12.75948849,-79.92921208,32.77472151,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573783443,573783443,RES,RES1-2SNB,311772.137,155886.068,10.10444409,-79.93015806,32.77191319,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573783445,573783445,RES,RES1-2SNB,680463.744,340231.872,8.827352744,-79.92996727,32.77182933,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+573827136,573827136,COM,COM5,2936504.86,2936504.86,13.54706299,-79.92746902,32.77712292,450190000000000.0,1.0,centroid,COM5,COM5
+573827731,573827731,COM,COM1,194515.404,194515.404,12.23108548,-79.92959283,32.77679411,450190000000000.0,1.0,centroid,COM1,COM1
+573827733,573827733,COM,COM3,145886.553,145886.553,12.23108548,-79.92959283,32.77679411,450190000000000.0,1.0,centroid,COM3,COM3
+573827735,573827735,COM,COM4,81048.0852,81048.0852,12.23108548,-79.92959283,32.77679411,450190000000000.0,1.0,centroid,COM4,COM4
+573827754,573827754,COM,COM4,95724.6697,95724.6697,11.99108448,-79.93017988,32.77681959,450190000000000.0,1.0,centroid,COM4,COM4
+574267735,574267735,RES,RES1-1SNB,381021.716,190510.858,12.98996214,-79.92744398,32.77522114,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574267737,574267737,RES,RES1-1SNB,273325.341,136662.67,12.70973817,-79.92811401,32.77515289,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574267739,574267739,RES,RES1-2SNB,413187.234,206593.617,13.5823017,-79.92800828,32.77526518,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574267749,574267749,RES,RES3A,491247.521,245623.76,13.51820246,-79.92788864,32.77557876,450190000000000.0,1.0,centroid,RES3A,RES3A
+574267976,574267976,RES,RES1-2SNB,385155.033,192577.516,13.53189744,-79.92794047,32.77603579,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574268005,574268005,RES,RES1-1SNB,257591.82,128795.91,12.59055234,-79.92772127,32.77604828,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574346733,574346733,RES,RES1-2SNB,345561.158,172780.579,13.16675875,-79.92987341,32.77497559,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574346737,574346737,COM,COM3,128711.316,128711.316,12.62985934,-79.92934753,32.77496936,450190000000000.0,1.0,centroid,COM3,COM3
+574346738,574346738,RES,RES1-3SNB,569110.405,284555.202,12.57429248,-79.92997655,32.77497829,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+574346740,574346740,RES,RES1-2SNB,272662.957,136331.478,12.62266219,-79.92924438,32.77514479,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574346744,574346744,PUB,REL1,1281715.19,1281715.19,13.0151455,-79.92929333,32.77533709,450190000000000.0,1.0,centroid,REL1,REL1
+574346753,574346753,RES,RES1-2SNB,311698.604,155849.302,13.77097465,-79.92981335,32.77577007,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574372447,574372447,COM,COM1,227020.051,227020.051,12.85938964,-79.92900036,32.77610772,450190000000000.0,1.0,centroid,COM1,COM1
+574372448,574372448,IND,IND2,134849.922,202274.884,12.85938964,-79.92900036,32.77610772,450190000000000.0,1.0,centroid,IND2,IND2
+574372473,574372473,COM,COM1,424486.831,424486.831,13.03663915,-79.92881546,32.7764473,450190000000000.0,1.0,centroid,COM1,COM1
+574372533,574372533,COM,COM7,393804.35,590706.525,11.22623405,-79.93032633,32.7759983,450190000000000.0,1.0,centroid,COM7,COM7
+574372543,574372543,RES,RES3A,338190.212,169095.106,12.60003902,-79.92938805,32.77623669,450190000000000.0,1.0,centroid,RES3A,RES3A
+574372567,574372567,COM,COM8,284295.791,284295.791,12.21837608,-79.92958905,32.77638171,450190000000000.0,1.0,centroid,COM8,COM8
+574421681,574421681,COM,COM8,778149.815,778149.815,13.54457556,-79.92846361,32.77697303,450190000000000.0,1.0,centroid,COM8,COM8
+574421683,574421683,COM,COM1,360197.146,360197.146,13.54457556,-79.92846361,32.77697303,450190000000000.0,1.0,centroid,COM1,COM1
+574431298,574431298,COM,COM4,1338267.91,1338267.91,10.1165989,-79.92646291,32.77728981,450190000000000.0,1.0,centroid,COM4,COM4
+574461065,574461065,RES,RES3A,266985.928,133492.964,12.13528704,-79.9297417,32.77681823,450190000000000.0,1.0,centroid,RES3A,RES3A
+574461073,574461073,COM,COM4,177990.619,177990.619,12.27511783,-79.92950828,32.77642489,450190000000000.0,1.0,centroid,COM4,COM4
+574461077,574461077,RES,RES3A,273660.577,136830.288,12.4406709,-79.92903083,32.7763684,450190000000000.0,1.0,centroid,RES3A,RES3A
+574461079,574461079,COM,COM4,177990.619,177990.619,12.86096032,-79.92860499,32.77648743,450190000000000.0,1.0,centroid,COM4,COM4
+574488771,574488771,RES,RES1-1SNB,222806.066,111403.033,13.26134397,-79.92896336,32.77597596,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574488793,574488793,RES,RES1-2SNB,216903.661,108451.83,12.29002837,-79.92736548,32.77640732,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574488804,574488804,RES,RES1-2SNB,292527.098,146263.549,13.21022478,-79.92816916,32.77627743,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574488806,574488806,RES,RES1-3SNB,358700.469,179350.234,13.36457265,-79.92824222,32.77627542,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+574488816,574488816,RES,RES1-1SNB,221789.878,110894.939,6.334944159,-79.92574958,32.77633187,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574488819,574488819,RES,RES1-3SNB,416126.362,208063.181,6.052678219,-79.9267068,32.77616474,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+574488830,574488830,RES,RES1-1SNB,182232.731,91116.3657,12.69306217,-79.92898379,32.77518059,450190000000000.0,1.0,centroid,RES1-1SNB,RES1-1SNB
+574488834,574488834,RES,RES1-3SNB,384398.576,192199.288,12.90637406,-79.92951787,32.77470617,450190000000000.0,1.0,centroid,RES1-3SNB,RES1-3SNB
+574488837,574488837,RES,RES3A,480189.335,240094.667,13.25912718,-79.92891,32.77509288,450190000000000.0,1.0,centroid,RES3A,RES3A
+574488848,574488848,RES,RES1-2SNB,322415.251,161207.625,13.14323291,-79.92763108,32.77497895,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574488851,574488851,RES,RES1-2SNB,222897.785,111448.892,10.150554,-79.92671547,32.7755542,450190000000000.0,1.0,centroid,RES1-2SNB,RES1-2SNB
+574488874,574488874,RES,RES3A,480189.335,240094.667,8.900641428,-79.92914469,32.77176507,450190000000000.0,1.0,centroid,RES3A,RES3A
+574507807,New development area: 574507807,New development area,New development area,42804025.98393736,26468929.704139814,5.35474157333374,,,,0.0,area,new_composite_area_structure,new_composite_area_content
+574507808,New development area: 574507808,New development area,New development area,34126193.93100962,21102777.308113553,1.2411025762557983,,,,0.0,area,new_composite_area_structure,new_composite_area_content
+574507809,New development area: 574507809,New development area,New development area,6629114.270542782,4099277.009446545,4.435575485229492,,,,0.0,area,new_composite_area_structure,new_composite_area_content
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/settings.toml b/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/vulnerability/vulnerability_curves.csv b/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..8d9e73a3
--- /dev/null
+++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_geom/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6,new_composite_area_structure,new_composite_area_content
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0025426278836509528,0.0025426278836509528
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0025426278836509528,0.0025426278836509528
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diff --git a/examples/data/update_ground_elevation/fiat_model/exposure/building_points.gpkg b/examples/data/update_ground_elevation/fiat_model/exposure/building_points.gpkg
new file mode 100644
index 00000000..eb21a7ca
Binary files /dev/null and b/examples/data/update_ground_elevation/fiat_model/exposure/building_points.gpkg differ
diff --git a/examples/data/update_ground_elevation/fiat_model/exposure/exposure.csv b/examples/data/update_ground_elevation/fiat_model/exposure/exposure.csv
new file mode 100644
index 00000000..e25d0547
--- /dev/null
+++ b/examples/data/update_ground_elevation/fiat_model/exposure/exposure.csv
@@ -0,0 +1,1995 @@
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+573782540,573782540,RES,RES1-2SNB,278796.48,139398.24,12.30676852,-79.9284404,32.77566618,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573782554,573782554,COM,COM4,426627.449,426627.449,13.15236603,-79.92852646,32.77599619,4.5019E+14,1,centroid,COM4,COM4
+573782586,573782586,RES,RES3A,421325.574,210662.787,8.191982072,-79.93017261,32.77290957,4.5019E+14,1,centroid,RES3A,RES3A
+573783169,573783169,RES,RES3A,512267.747,256133.873,11.97290897,-79.92919073,32.77440531,4.5019E+14,1,centroid,RES3A,RES3A
+573783179,573783179,RES,RES3A,606289.125,303144.562,12.5249974,-79.92928354,32.77452729,4.5019E+14,1,centroid,RES3A,RES3A
+573783187,573783187,RES,RES1-2SNB,386160.703,193080.351,11.5436022,-79.93016895,32.77463032,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573783189,573783189,COM,COM3,1640307.87,1640307.87,10.78047343,-79.93028267,32.7746644,4.5019E+14,1,centroid,COM3,COM3
+573783199,573783199,RES,RES1-2SNB,551102.006,275551.003,12.75948849,-79.92921208,32.77472151,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573783443,573783443,RES,RES1-2SNB,311772.137,155886.068,10.10444409,-79.93015806,32.77191319,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573783445,573783445,RES,RES1-2SNB,680463.744,340231.872,8.827352744,-79.92996727,32.77182933,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573827136,573827136,COM,COM5,2936504.86,2936504.86,13.54706299,-79.92746902,32.77712292,4.5019E+14,1,centroid,COM5,COM5
+573827731,573827731,COM,COM1,194515.404,194515.404,12.23108548,-79.92959283,32.77679411,4.5019E+14,1,centroid,COM1,COM1
+573827733,573827733,COM,COM3,145886.553,145886.553,12.23108548,-79.92959283,32.77679411,4.5019E+14,1,centroid,COM3,COM3
+573827735,573827735,COM,COM4,81048.0852,81048.0852,12.23108548,-79.92959283,32.77679411,4.5019E+14,1,centroid,COM4,COM4
+573827754,573827754,COM,COM4,95724.6697,95724.6697,11.99108448,-79.93017988,32.77681959,4.5019E+14,1,centroid,COM4,COM4
+574267735,574267735,RES,RES1-1SNB,381021.716,190510.858,12.98996214,-79.92744398,32.77522114,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574267737,574267737,RES,RES1-1SNB,273325.341,136662.67,12.70973817,-79.92811401,32.77515289,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574267739,574267739,RES,RES1-2SNB,413187.234,206593.617,13.5823017,-79.92800828,32.77526518,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574267749,574267749,RES,RES3A,491247.521,245623.76,13.51820246,-79.92788864,32.77557876,4.5019E+14,1,centroid,RES3A,RES3A
+574267976,574267976,RES,RES1-2SNB,385155.033,192577.516,13.53189744,-79.92794047,32.77603579,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574268005,574268005,RES,RES1-1SNB,257591.82,128795.91,12.59055234,-79.92772127,32.77604828,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574346733,574346733,RES,RES1-2SNB,345561.158,172780.579,13.16675875,-79.92987341,32.77497559,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574346737,574346737,COM,COM3,128711.316,128711.316,12.62985934,-79.92934753,32.77496936,4.5019E+14,1,centroid,COM3,COM3
+574346738,574346738,RES,RES1-3SNB,569110.405,284555.202,12.57429248,-79.92997655,32.77497829,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574346740,574346740,RES,RES1-2SNB,272662.957,136331.478,12.62266219,-79.92924438,32.77514479,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574346744,574346744,PUB,REL1,1281715.19,1281715.19,13.0151455,-79.92929333,32.77533709,4.5019E+14,1,centroid,REL1,REL1
+574346753,574346753,RES,RES1-2SNB,311698.604,155849.302,13.77097465,-79.92981335,32.77577007,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574372447,574372447,COM,COM1,227020.051,227020.051,12.85938964,-79.92900036,32.77610772,4.5019E+14,1,centroid,COM1,COM1
+574372448,574372448,IND,IND2,134849.922,202274.884,12.85938964,-79.92900036,32.77610772,4.5019E+14,1,centroid,IND2,IND2
+574372473,574372473,COM,COM1,424486.831,424486.831,13.03663915,-79.92881546,32.7764473,4.5019E+14,1,centroid,COM1,COM1
+574372533,574372533,COM,COM7,393804.35,590706.525,11.22623405,-79.93032633,32.7759983,4.5019E+14,1,centroid,COM7,COM7
+574372543,574372543,RES,RES3A,338190.212,169095.106,12.60003902,-79.92938805,32.77623669,4.5019E+14,1,centroid,RES3A,RES3A
+574372567,574372567,COM,COM8,284295.791,284295.791,12.21837608,-79.92958905,32.77638171,4.5019E+14,1,centroid,COM8,COM8
+574421681,574421681,COM,COM8,778149.815,778149.815,13.54457556,-79.92846361,32.77697303,4.5019E+14,1,centroid,COM8,COM8
+574421683,574421683,COM,COM1,360197.146,360197.146,13.54457556,-79.92846361,32.77697303,4.5019E+14,1,centroid,COM1,COM1
+574431298,574431298,COM,COM4,1338267.91,1338267.91,10.1165989,-79.92646291,32.77728981,4.5019E+14,1,centroid,COM4,COM4
+574461065,574461065,RES,RES3A,266985.928,133492.964,12.13528704,-79.9297417,32.77681823,4.5019E+14,1,centroid,RES3A,RES3A
+574461073,574461073,COM,COM4,177990.619,177990.619,12.27511783,-79.92950828,32.77642489,4.5019E+14,1,centroid,COM4,COM4
+574461077,574461077,RES,RES3A,273660.577,136830.288,12.4406709,-79.92903083,32.7763684,4.5019E+14,1,centroid,RES3A,RES3A
+574461079,574461079,COM,COM4,177990.619,177990.619,12.86096032,-79.92860499,32.77648743,4.5019E+14,1,centroid,COM4,COM4
+574488771,574488771,RES,RES1-1SNB,222806.066,111403.033,13.26134397,-79.92896336,32.77597596,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574488793,574488793,RES,RES1-2SNB,216903.661,108451.83,12.29002837,-79.92736548,32.77640732,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488804,574488804,RES,RES1-2SNB,292527.098,146263.549,13.21022478,-79.92816916,32.77627743,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488806,574488806,RES,RES1-3SNB,358700.469,179350.234,13.36457265,-79.92824222,32.77627542,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574488816,574488816,RES,RES1-1SNB,221789.878,110894.939,6.334944159,-79.92574958,32.77633187,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574488819,574488819,RES,RES1-3SNB,416126.362,208063.181,6.052678219,-79.9267068,32.77616474,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574488830,574488830,RES,RES1-1SNB,182232.731,91116.3657,12.69306217,-79.92898379,32.77518059,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574488834,574488834,RES,RES1-3SNB,384398.576,192199.288,12.90637406,-79.92951787,32.77470617,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574488837,574488837,RES,RES3A,480189.335,240094.667,13.25912718,-79.92891,32.77509288,4.5019E+14,1,centroid,RES3A,RES3A
+574488848,574488848,RES,RES1-2SNB,322415.251,161207.625,13.14323291,-79.92763108,32.77497895,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488851,574488851,RES,RES1-2SNB,222897.785,111448.892,10.150554,-79.92671547,32.7755542,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488874,574488874,RES,RES3A,480189.335,240094.667,8.900641428,-79.92914469,32.77176507,4.5019E+14,1,centroid,RES3A,RES3A
diff --git a/examples/data/update_ground_elevation/fiat_model/exposure/region.gpkg b/examples/data/update_ground_elevation/fiat_model/exposure/region.gpkg
new file mode 100644
index 00000000..2c06a9ef
Binary files /dev/null and b/examples/data/update_ground_elevation/fiat_model/exposure/region.gpkg differ
diff --git a/examples/data/update_ground_elevation/fiat_model/settings.toml b/examples/data/update_ground_elevation/fiat_model/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/update_ground_elevation/fiat_model/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/update_ground_elevation/fiat_model/vulnerability/vulnerability_curves.csv b/examples/data/update_ground_elevation/fiat_model/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..81d37acf
--- /dev/null
+++ b/examples/data/update_ground_elevation/fiat_model/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.08,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11,0.0,0.14,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.18,0.17,0.11,0.19,0.05,0.12,0.11,0.12,0.12,0.12,0.12,0.12,0.12,0.0,0.0,0.0
+1.0,0.06,0.09,0.03,0.05,0.09,0.11,0.11,0.0,0.11,0.09,0.02,0.05,0.05,0.07,0.1,0.09,0.13,0.1,0.13,0.22,0.1,0.22,0.21,0.12,0.21,0.08,0.14,0.44,0.25,0.25,0.25,0.25,0.25,0.25,0.03,0.07,0.07
+2.0,0.11,0.14,0.05,0.08,0.12,0.16,0.11,0.0,0.12,0.11,0.04,0.07,0.08,0.1,0.12,0.14,0.14,0.14,0.14,0.31,0.11,0.25,0.29,0.14,0.26,0.12,0.2,0.63,0.5,0.5,0.5,0.5,0.5,0.5,0.05,0.1,0.1
+3.0,0.15,0.16,0.06,0.11,0.13,0.22,0.12,0.2,0.13,0.12,0.05,0.09,0.13,0.11,0.15,0.17,0.19,0.18,0.19,0.37,0.11,0.28,0.34,0.18,0.29,0.17,0.25,0.73,0.75,0.75,0.75,0.75,0.75,0.75,0.06,0.14,0.14
+4.0,0.19,0.18,0.07,0.13,0.16,0.28,0.13,0.25,0.14,0.14,0.05,0.09,0.14,0.12,0.19,0.22,0.22,0.22,0.22,0.43,0.12,0.3,0.38,0.2,0.34,0.19,0.31,0.78,1.0,1.0,1.0,1.0,1.0,1.0,0.07,0.15,0.15
+5.0,0.25,0.2,0.08,0.16,0.19,0.35,0.15,0.3,0.16,0.16,0.05,0.1,0.14,0.15,0.22,0.26,0.25,0.26,0.25,0.47,0.12,0.31,0.43,0.22,0.39,0.22,0.36,0.79,1.0,1.0,1.0,1.0,1.0,1.0,0.09,0.15,0.15
+6.0,0.3,0.23,0.1,0.19,0.22,0.38,0.17,0.35,0.17,0.18,0.06,0.11,0.15,0.17,0.26,0.3,0.28,0.34,0.28,0.5,0.13,0.4,0.5,0.24,0.44,0.24,0.38,0.81,1.0,1.0,1.0,1.0,1.0,1.0,0.12,0.16,0.16
+7.0,0.35,0.26,0.13,0.22,0.25,0.41,0.19,0.4,0.18,0.2,0.08,0.13,0.17,0.2,0.3,0.32,0.3,0.41,0.3,0.54,0.14,0.43,0.5,0.26,0.5,0.25,0.41,0.82,1.0,1.0,1.0,1.0,1.0,1.0,0.14,0.18,0.18
+8.0,0.41,0.3,0.17,0.25,0.28,0.44,0.22,0.43,0.2,0.22,0.1,0.15,0.19,0.23,0.35,0.35,0.33,0.42,0.33,0.57,0.14,0.43,0.54,0.3,0.55,0.3,0.44,0.83,1.0,1.0,1.0,1.0,1.0,1.0,0.18,0.2,0.2
+9.0,0.46,0.34,0.21,0.29,0.32,0.47,0.24,0.47,0.22,0.26,0.12,0.17,0.22,0.27,0.39,0.37,0.34,0.42,0.34,0.61,0.15,0.45,0.55,0.34,0.57,0.35,0.48,0.84,1.0,1.0,1.0,1.0,1.0,1.0,0.21,0.23,0.23
+10.0,0.51,0.38,0.25,0.32,0.35,0.5,0.28,0.5,0.24,0.29,0.15,0.2,0.26,0.31,0.42,0.39,0.36,0.45,0.36,0.63,0.17,0.46,0.55,0.38,0.59,0.38,0.5,0.85,1.0,1.0,1.0,1.0,1.0,1.0,0.26,0.26,0.26
+11.0,0.57,0.42,0.3,0.37,0.39,0.54,0.31,0.53,0.27,0.33,0.2,0.24,0.31,0.35,0.48,0.43,0.39,0.47,0.39,0.64,0.19,0.47,0.57,0.39,0.61,0.39,0.52,0.86,1.0,1.0,1.0,1.0,1.0,1.0,0.31,0.3,0.3
+12.0,0.63,0.47,0.35,0.41,0.43,0.57,0.34,0.55,0.3,0.37,0.24,0.28,0.37,0.4,0.5,0.46,0.4,0.49,0.4,0.65,0.24,0.47,0.58,0.4,0.63,0.4,0.54,0.88,1.0,1.0,1.0,1.0,1.0,1.0,0.36,0.34,0.34
+13.0,0.7,0.51,0.41,0.45,0.47,0.59,0.37,0.57,0.34,0.41,0.29,0.33,0.44,0.44,0.51,0.48,0.42,0.5,0.42,0.67,0.3,0.49,0.6,0.42,0.65,0.42,0.56,0.89,1.0,1.0,1.0,1.0,1.0,1.0,0.41,0.38,0.38
+14.0,0.75,0.55,0.47,0.49,0.5,0.62,0.4,0.6,0.37,0.45,0.35,0.39,0.51,0.48,0.53,0.5,0.42,0.5,0.42,0.68,0.38,0.5,0.62,0.43,0.66,0.43,0.57,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.46,0.42,0.42
+15.0,0.79,0.58,0.52,0.52,0.54,0.66,0.44,0.6,0.41,0.5,0.42,0.45,0.59,0.52,0.54,0.51,0.43,0.5,0.43,0.69,0.45,0.5,0.63,0.44,0.68,0.44,0.59,0.91,1.0,1.0,1.0,1.0,1.0,1.0,0.5,0.47,0.47
+16.0,0.82,0.61,0.58,0.55,0.57,0.68,0.48,0.6,0.44,0.53,0.49,0.52,0.65,0.56,0.55,0.54,0.43,0.5,0.43,0.7,0.52,0.5,0.65,0.45,0.69,0.45,0.61,0.92,1.0,1.0,1.0,1.0,1.0,1.0,0.54,0.52,0.52
+17.0,0.84,0.64,0.65,0.58,0.61,0.7,0.51,0.6,0.48,0.57,0.56,0.59,0.7,0.6,0.55,0.55,0.44,0.5,0.44,0.71,0.58,0.51,0.67,0.47,0.71,0.47,0.63,0.94,1.0,1.0,1.0,1.0,1.0,1.0,0.58,0.57,0.57
+18.0,0.87,0.67,0.71,0.61,0.64,0.72,0.55,0.6,0.51,0.6,0.62,0.64,0.74,0.64,0.56,0.57,0.44,0.5,0.44,0.72,0.64,0.51,0.69,0.48,0.72,0.48,0.65,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.62,0.62,0.62
+19.0,0.89,0.69,0.76,0.63,0.68,0.74,0.59,0.6,0.54,0.63,0.68,0.69,0.79,0.68,0.56,0.59,0.44,0.5,0.44,0.73,0.69,0.52,0.7,0.49,0.74,0.49,0.67,0.96,1.0,1.0,1.0,1.0,1.0,1.0,0.66,0.67,0.67
+20.0,0.9,0.71,0.81,0.66,0.71,0.76,0.63,0.6,0.56,0.66,0.74,0.74,0.83,0.72,0.57,0.6,0.44,0.5,0.44,0.74,0.74,0.52,0.72,0.5,0.75,0.5,0.69,0.97,1.0,1.0,1.0,1.0,1.0,1.0,0.7,0.72,0.72
+21.0,0.92,0.74,0.86,0.68,0.75,0.77,0.67,0.6,0.59,0.69,0.8,0.79,0.87,0.76,0.57,0.62,0.44,0.5,0.44,0.75,0.78,0.53,0.74,0.52,0.77,0.52,0.71,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.74,0.77,0.77
+22.0,0.93,0.76,0.91,0.7,0.78,0.78,0.71,0.6,0.61,0.73,0.86,0.84,0.91,0.8,0.57,0.63,0.45,0.5,0.45,0.76,0.82,0.53,0.76,0.53,0.79,0.53,0.73,0.99,1.0,1.0,1.0,1.0,1.0,1.0,0.78,0.82,0.82
+23.0,0.95,0.78,0.96,0.71,0.82,0.79,0.75,0.6,0.64,0.76,0.92,0.89,0.95,0.84,0.58,0.65,0.45,0.5,0.45,0.76,0.85,0.54,0.77,0.54,0.8,0.54,0.75,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.82,0.87,0.87
+24.0,0.96,0.8,1.0,0.73,0.85,0.8,0.79,0.6,0.66,0.78,0.98,0.94,0.98,0.88,0.58,0.66,0.45,0.5,0.45,0.77,0.88,0.54,0.79,0.56,0.82,0.56,0.77,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.86,0.92,0.92
diff --git a/examples/data/update_ground_elevation/fiat_model/vulnerability/vulnerability_identifiers.csv b/examples/data/update_ground_elevation/fiat_model/vulnerability/vulnerability_identifiers.csv
new file mode 100644
index 00000000..7d7fbb72
--- /dev/null
+++ b/examples/data/update_ground_elevation/fiat_model/vulnerability/vulnerability_identifiers.csv
@@ -0,0 +1,38 @@
+,Name,Link,BldgDmgFnID,Occupancy,Source,Description,full_identifier
+0,AGR1,AGR1,616,AGR1 ,USACE - Galveston,"Average Agriculture, structure","616AGR1USACE-GalvestonAverageAgriculture,structure"
+1,COM1,COM1,217,COM1 ,USACE - Galveston,"Average Retail, Structure","217COM1USACE-GalvestonAverageRetail,Structure"
+2,COM10,COM10,543,COM10,USACE - Galveston,"Garage, structure","543COM10USACE-GalvestonGarage,structure"
+3,COM2,COM2,341,COM2 ,USACE - Galveston,"Average wholesale, Structure","341COM2USACE-GalvestonAveragewholesale,Structure"
+4,COM3,COM3,375,COM3 ,USACE - Galveston,"Average Personal & Repair Services, Structure","375COM3USACE-GalvestonAveragePersonal&RepairServices,Structure"
+5,COM4,COM4,431,COM4 ,USACE - Galveston,"Average Prof/Tech Services, Structure","431COM4USACE-GalvestonAverageProf/TechServices,Structure"
+6,COM5,COM5,467,COM5 ,USACE - Galveston,"Bank, Structure","467COM5USACE-GalvestonBank,Structure"
+7,COM6,COM6,474,COM6 ,USACE - Galveston,"Hospital, Structure","474COM6USACE-GalvestonHospital,Structure"
+8,COM7,COM7,475,COM7 ,USACE - Galveston,"Average Medical Office, Structure","475COM7USACE-GalvestonAverageMedicalOffice,Structure"
+9,COM8,COM8,493,COM8 ,USACE - Galveston,"Average Entertainment/Recreation, Structure","493COM8USACE-GalvestonAverageEntertainment/Recreation,Structure"
+10,COM9,COM9,532,COM9 ,USACE - Galveston,"Average theatre, Structure","532COM9USACE-GalvestonAveragetheatre,Structure"
+11,EDU1,EDU1,643,EDU1 ,USACE - Galveston,"Average school, structure","643EDU1USACE-GalvestonAverageschool,structure"
+12,GOV1,GOV1,631,GOV1 ,USACE - Galveston,"Average government services, structure","631GOV1USACE-GalvestonAveragegovernmentservices,structure"
+13,GOV2,GOV2,640,GOV2 ,USACE - Galveston,"Average emergency response, Structure","640GOV2USACE-GalvestonAverageemergencyresponse,Structure"
+14,IND1,IND1,545,IND1 ,USACE - Galveston,"Average heavy industrial, Structure","545IND1USACE-GalvestonAverageheavyindustrial,Structure"
+15,IND2,IND2,559,IND2 ,USACE - Galveston,"Average light industrial, structure","559IND2USACE-GalvestonAveragelightindustrial,structure"
+16,IND3,IND3,575,IND3 ,USACE - Galveston,"Average Food/Drug/Chem, Structure","575IND3USACE-GalvestonAverageFood/Drug/Chem,Structure"
+17,IND4,IND4,586,IND4 ,USACE - Galveston,"Average Metals/Minerals processing, structure","586IND4USACE-GalvestonAverageMetals/Mineralsprocessing,structure"
+18,IND5,IND5,591,IND5 ,USACE - Galveston,"Average High Technology, structure","591IND5USACE-GalvestonAverageHighTechnology,structure"
+19,IND6,IND6,592,IND6 ,USACE - Galveston,"Average Construction, structure","592IND6USACE-GalvestonAverageConstruction,structure"
+20,REL1,REL1,624,REL1 ,USACE - Galveston,"Church, structure","624REL1USACE-GalvestonChurch,structure"
+21,RES1-1SNB,RES1-1SNB,105,RES1 ,FIA,"one floor, no basement, Structure, A-Zone","105RES1FIAonefloor,nobasement,Structure,A-Zone"
+22,RES1-1SWB,RES1-1SWB,106,RES1 ,FIA (MOD.),"one floor, w/ basement, Structure, A-Zone","106RES1FIA(MOD.)onefloor,w/basement,Structure,A-Zone"
+23,RES1-2SNB,RES1-2SNB,107,RES1 ,FIA,"two floors, no basement, Structure, A-Zone","107RES1FIAtwofloors,nobasement,Structure,A-Zone"
+24,RES1-2SWB,RES1-2SWB,108,RES1 ,FIA (MOD.),"two floors, w/ basement, Structure, A-Zone","108RES1FIA(MOD.)twofloors,w/basement,Structure,A-Zone"
+25,RES1-3SNB,RES1-3SNB,109,RES1 ,FIA,"three or more floors, no basement, Structure, A-Zone","109RES1FIAthreeormorefloors,nobasement,Structure,A-Zone"
+26,RES1-3SWB,RES1-3SWB,110,RES1 ,FIA (MOD.),"three or more floors, w/ basement, Structure, A-Zone","110RES1FIA(MOD.)threeormorefloors,w/basement,Structure,A-Zone"
+27,RES2,RES2,189,RES2 ,FIA,"Mobile home, structure, A-Zone","189RES2FIAMobilehome,structure,A-Zone"
+28,RES3A,RES3A,659,RES3A,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","659RES3ABCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+29,RES3B,RES3B,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+30,RES3C,RES3C,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+31,RES3D,RES3D,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+32,RES3E,RES3E,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+33,RES3F,RES3F,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+34,RES4,RES4,209,RES4 ,USACE - Galveston,"Average Hotel & Motel, structure","209RES4USACE-GalvestonAverageHotel&Motel,structure"
+35,RES5,RES5,214,RES5 ,USACE - Galveston,"Average institutional dormitory, structure","214RES5USACE-GalvestonAverageinstitutionaldormitory,structure"
+36,RES6,RES6,215,RES6 ,USACE - Galveston,"Nursing Home, structure","215RES6USACE-GalvestonNursingHome,structure"
diff --git a/examples/data/update_ground_elevation/test_update_ground_elevation/exposure/building_points.gpkg b/examples/data/update_ground_elevation/test_update_ground_elevation/exposure/building_points.gpkg
new file mode 100644
index 00000000..fa311e5f
Binary files /dev/null and b/examples/data/update_ground_elevation/test_update_ground_elevation/exposure/building_points.gpkg differ
diff --git a/examples/data/update_ground_elevation/test_update_ground_elevation/exposure/exposure.csv b/examples/data/update_ground_elevation/test_update_ground_elevation/exposure/exposure.csv
new file mode 100644
index 00000000..8accb0e5
--- /dev/null
+++ b/examples/data/update_ground_elevation/test_update_ground_elevation/exposure/exposure.csv
@@ -0,0 +1,1995 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Elevation,X Coordinate,Y Coordinate,Aggregation Label: Census Block,Ground Floor Height,Extraction Method,Damage Function: Structure,Damage Function: Content
+574486973,574486973,RES,RES3A,480189.335,240094.667,2.580267906188965,-79.93682513,32.77688289,450190000000000.0,1,centroid,RES3A,RES3A
+573783417,573783417,COM,RES4,1177614.2,588807.1,2.580267906188965,-79.93000008,32.77054524,450190000000000.0,1,centroid,RES4,RES4
+573783433,573783433,COM,RES4,476216.254,238108.127,2.0590968132019043,-79.92968382,32.7712713,450190000000000.0,1,centroid,RES4,RES4
+573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,2.6374380588531494,-79.93179589,32.77336473,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574346729,574346729,RES,RES3A,472285.148,236142.574,2.0249850749969482,-79.93064525,32.77485433,450190000000000.0,1,centroid,RES3A,RES3A
+574372707,574372707,RES,RES1-3SNB,389363.808,194681.904,2.0249850749969482,-79.93187273,32.77098914,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574372721,574372721,RES,RES3A,503924.421,251962.21,2.0249850749969482,-79.93191719,32.77164194,450190000000000.0,1,centroid,RES3A,RES3A
+574476728,574476728,RES,RES1-1SNB,96964.414,48482.207,3.694910764694214,-79.93241085,32.76996811,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574476811,574476811,RES,RES1-1SNB,152049.256,76024.6281,3.694910764694214,-79.93241085,32.76996811,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574486899,574486899,RES,RES3A,480189.335,240094.667,3.694910764694214,-79.93027436,32.77536076,450190000000000.0,1,centroid,RES3A,RES3A
+574486932,574486932,RES,RES1-1SNB,177705.21,88852.6051,1.6509150266647339,-79.92998998,32.77314466,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+573827729,573827729,COM,COM8,37755.4885,37755.4885,1.6509150266647339,-79.93080905,32.77672792,450190000000000.0,1,centroid,COM8,COM8
+574421669,574421669,RES,RES3A,170840.757,85420.3788,1.6509150266647339,-79.92907633,32.7771126,450190000000000.0,1,centroid,RES3A,RES3A
+574488781,574488781,RES,RES1-3SNB,374871.082,187435.541,1.6509150266647339,-79.92578441,32.77724701,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573467745,573467745,RES,RES3A,516183.793,258091.896,1.6509150266647339,-79.92827685,32.77200663,450190000000000.0,1,centroid,RES3A,RES3A
+573779323,573779323,RES,RES1-2SWB,437207.93,218603.965,3.6249663829803467,-79.92874432,32.77330072,450190000000000.0,1,centroid,RES1-2SWB,RES1-2SWB
+573779375,573779375,RES,RES1-1SNB,226202.175,113101.087,3.6249663829803467,-79.92780556,32.7743702,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+573779393,573779393,RES,RES3A,200255.163,100127.581,3.7134814262390137,-79.92811631,32.77473003,450190000000000.0,1,centroid,RES3A,RES3A
+573779405,573779405,RES,RES1-3SNB,398598.966,199299.483,3.5045104026794434,-79.92862217,32.77481123,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782594,573782594,RES,RES3A,489787.119,244893.559,1.9962352514266968,-79.92975812,32.77311597,450190000000000.0,1,centroid,RES3A,RES3A
+573782596,573782596,RES,RES3A,675402.418,337701.209,2.0721724033355713,-79.93036119,32.77318439,450190000000000.0,1,centroid,RES3A,RES3A
+573782413,573782413,RES,RES3A,437002.054,218501.027,2.1630349159240723,-79.92871845,32.77219172,450190000000000.0,1,centroid,RES3A,RES3A
+573782415,573782415,RES,RES1-3SNB,369429.359,184714.679,2.247926712036133,-79.92887994,32.77219043,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782419,573782419,RES,RES3A,448799.6,224399.8,1.5835663080215454,-79.92834819,32.77223276,450190000000000.0,1,centroid,RES3A,RES3A
+573782453,573782453,RES,RES1-3SNB,448326.4,224163.2,1.6850732564926147,-79.928964,32.77290941,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782528,573782528,RES,RES3A,677628.089,338814.044,3.780707597732544,-79.9284514,32.77542131,450190000000000.0,1,centroid,RES3A,RES3A
+573783136,573783136,RES,RES1-1SNB,187137.546,93568.7731,3.3954412937164307,-79.92955844,32.7733371,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+573783158,573783158,PUB,EDU1,4297828.09,4297828.09,3.3954412937164307,-79.92936283,32.77416934,450190000000000.0,1,centroid,EDU1,EDU1
+573783175,573783175,RES,RES3A,327754.263,163877.131,2.904144763946533,-79.93046822,32.77447171,450190000000000.0,1,centroid,RES3A,RES3A
+573783185,573783185,RES,RES1-2SNB,438110.47,219055.235,2.0328288078308105,-79.93039775,32.77458916,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573783419,573783419,RES,RES1-2SWB,899667.893,449833.946,2.0328288078308105,-79.92958184,32.77059715,450190000000000.0,1,centroid,RES1-2SWB,RES1-2SWB
+573783425,573783425,RES,RES1-3SWB,615853.155,307926.577,1.9762399196624756,-79.92967987,32.77098975,450190000000000.0,1,centroid,RES1-3SWB,RES1-3SWB
+573785435,573785435,COM,COM8,988173.174,988173.174,3.1606128215789795,-79.93155196,32.77744925,450190000000000.0,1,centroid,COM8,COM8
+573785827,573785827,RES,RES1-3SWB,481445.527,240722.763,3.1606128215789795,-79.93273414,32.77520953,450190000000000.0,1,centroid,RES1-3SWB,RES1-3SWB
+573785950,573785950,RES,RES1-2SNB,472439.483,236219.741,3.1718673706054688,-79.93278733,32.7738393,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573785982,573785982,RES,RES1-3SNB,544883.847,272441.923,3.1718673706054688,-79.93262251,32.77438286,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573785986,573785986,RES,RES3B,409580.853,204790.426,1.9627610445022583,-79.93332761,32.77233853,450190000000000.0,1,centroid,RES3B,RES3B
+573818743,573818743,RES,RES1-2SNB,280041.982,140020.991,3.319775342941284,-79.92587104,32.77601644,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573818747,573818747,RES,RES1-1SNB,238450.81,119225.405,3.319775342941284,-79.9257632,32.77629841,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+573827725,573827725,COM,COM4,212093.854,212093.854,3.319775342941284,-79.929484,32.777288,450190000000000.0,1,centroid,COM4,COM4
+573827727,573827727,PUB,GOV1,1531018.22,1531018.22,3.3900787830352783,-79.93080905,32.77672792,450190000000000.0,1,centroid,GOV1,GOV1
+573827740,573827740,RES,RES3A,210487.941,105243.97,3.385042428970337,-79.92972682,32.77680666,450190000000000.0,1,centroid,RES3A,RES3A
+573827758,573827758,COM,COM4,414162.244,414162.244,3.385042428970337,-79.92947989,32.77702812,450190000000000.0,1,centroid,COM4,COM4
+573831699,573831699,RES,RES1-2SNB,195993.925,97996.9627,3.385042428970337,-79.93245507,32.77518981,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573831713,573831713,COM,COM4,221441.012,221441.012,3.3632373809814453,-79.93193054,32.7752842,450190000000000.0,1,centroid,COM4,COM4
+573831715,573831715,RES,RES1-2SNB,359315.841,179657.92,3.3632373809814453,-79.93244164,32.77533365,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574267660,574267660,COM,COM2,411264.761,411264.761,3.442486524581909,-79.92712901,32.77418197,450190000000000.0,1,centroid,COM2,COM2
+574267669,574267669,RES,RES3A,817491.32,408745.66,3.442486524581909,-79.9270412,32.77465035,450190000000000.0,1,centroid,RES3A,RES3A
+574267743,574267743,RES,RES1-3SNB,345016.887,172508.443,3.9389076232910156,-79.92810606,32.77541377,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574267753,574267753,RES,RES3A,264783.443,132391.721,4.070433616638184,-79.92802961,32.77570753,450190000000000.0,1,centroid,RES3A,RES3A
+574268223,574268223,RES,RES1-3SNB,414397.057,207198.528,2.3864593505859375,-79.9320608,32.77205654,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574268225,574268225,RES,RES3A,531400.843,265700.421,2.446042776107788,-79.93161077,32.77204931,450190000000000.0,1,centroid,RES3A,RES3A
+574268229,574268229,RES,RES1-2SNB,440077.672,220038.836,2.8119096755981445,-79.93134554,32.77208614,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574293801,574293801,RES,RES1-1SNB,265814.38,132907.19,3.941007375717163,-79.93220346,32.77440051,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574346714,574346714,RES,RES1-1SNB,269885.626,134942.813,3.941007375717163,-79.92566411,32.77661119,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
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+574486928,574486928,RES,RES1-1SNB,195320.206,97660.1031,1.878159523010254,-79.93318093,32.770926,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574486930,574486930,RES,RES1-3SNB,646413.507,323206.753,2.1608002185821533,-79.93132077,32.77092295,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574486966,574486966,RES,RES1-1SNB,123142.068,61571.034,2.131131410598755,-79.93663915,32.77690016,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574487084,574487084,RES,RES1-2SNB,279153.339,139576.669,2.713616371154785,-79.93460219,32.77706446,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574487093,574487093,RES,RES1-2SNB,222885.093,111442.546,2.905029773712158,-79.93544376,32.7764595,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574487094,574487094,RES,RES1-2SNB,187761.29,93880.6453,2.514934539794922,-79.93617751,32.7761887,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573467723,573467723,COM,RES4,146911.004,73455.5023,1.970595359802246,-79.92839527,32.77175843,450190000000000.0,1,centroid,RES4,RES4
+573467726,573467726,RES,RES1-2SNB,421375.203,210687.601,1.98613703250885,-79.92922584,32.77068669,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573467727,573467727,COM,RES4,682840.128,341420.064,1.8286452293395996,-79.92868859,32.77061156,450190000000000.0,1,centroid,RES4,RES4
+573467728,573467728,COM,RES4,447990.428,223995.214,1.98613703250885,-79.92929336,32.77085682,450190000000000.0,1,centroid,RES4,RES4
+573467729,573467729,RES,RES3B,639434.436,319717.218,1.894355297088623,-79.92860345,32.77085682,450190000000000.0,1,centroid,RES3B,RES3B
+573467730,573467730,RES,RES1-3SNB,950659.269,475329.634,1.8145841360092163,-79.928633,32.77105956,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573467731,573467731,RES,RES3A,424021.723,212010.861,2.3088083267211914,-79.92924984,32.77110611,450190000000000.0,1,centroid,RES3A,RES3A
+573467735,573467735,RES,RES1-2SNB,546238.414,273119.207,1.9017354249954224,-79.92905401,32.77139283,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573467737,573467737,RES,RES1-3SNB,569110.405,284555.202,2.1028363704681396,-79.92926183,32.7714921,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573467741,573467741,RES,RES1-3SNB,466979.502,233489.751,2.4575464725494385,-79.92890022,32.77192889,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573467746,573467746,COM,COM4,405574.23,405574.23,1.7014776468276978,-79.92805491,32.77199384,450190000000000.0,1,centroid,COM4,COM4
+573467747,573467747,RES,RES1-3SNB,486027.03,243013.515,2.006101608276367,-79.929019,32.770324,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573779311,573779311,RES,RES1-2SNB,217879.449,108939.724,1.6257507801055908,-79.92878222,32.77309016,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573779319,573779319,RES,RES3A,471108.706,235554.353,1.94492769241333,-79.92765306,32.77323472,450190000000000.0,1,centroid,RES3A,RES3A
+573779335,573779335,RES,RES1-1SNB,256055.142,128027.571,2.9407148361206055,-79.92764858,32.77351557,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+573779357,573779357,RES,RES1-3SNB,380946.441,190473.22,3.1821353435516357,-79.92840483,32.77411255,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573779369,573779369,RES,RES1-2SNB,374450.35,187225.175,3.6251838207244873,-79.92751869,32.77433957,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573779385,573779385,RES,RES3A,581713.203,290856.601,3.8339977264404297,-79.92749568,32.77453773,450190000000000.0,1,centroid,RES3A,RES3A
+573779415,573779415,RES,RES1-3SNB,431428.087,215714.043,3.9629554748535156,-79.92743299,32.77502193,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782417,573782417,RES,RES1-3SNB,363979.656,181989.828,2.695188283920288,-79.92933255,32.77226794,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782425,573782425,RES,RES1-2SNB,366466.821,183233.41,2.6735990047454834,-79.92929796,32.77237201,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573782443,573782443,RES,RES3A,543712.387,271856.193,1.4465175867080688,-79.92831106,32.77264062,450190000000000.0,1,centroid,RES3A,RES3A
+573782449,573782449,RES,RES1-2SNB,472033.925,236016.962,1.6663191318511963,-79.92864422,32.77279569,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573782516,573782516,RES,RES1-3SNB,451364.729,225682.364,3.677116870880127,-79.92865918,32.7750572,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+573782540,573782540,RES,RES1-2SNB,278796.48,139398.24,3.776658535003662,-79.9284404,32.77566618,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573782554,573782554,COM,COM4,426627.449,426627.449,4.0352888107299805,-79.92852646,32.77599619,450190000000000.0,1,centroid,COM4,COM4
+573782586,573782586,RES,RES3A,421325.574,210662.787,2.4651119709014893,-79.93017261,32.77290957,450190000000000.0,1,centroid,RES3A,RES3A
+573783169,573783169,RES,RES3A,512267.747,256133.873,3.5805304050445557,-79.92919073,32.77440531,450190000000000.0,1,centroid,RES3A,RES3A
+573783179,573783179,RES,RES3A,606289.125,303144.562,3.7244884967803955,-79.92928354,32.77452729,450190000000000.0,1,centroid,RES3A,RES3A
+573783187,573783187,RES,RES1-2SNB,386160.703,193080.351,3.2870843410491943,-79.93016895,32.77463032,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573783189,573783189,COM,COM3,1640307.87,1640307.87,3.3157706260681152,-79.93028267,32.7746644,450190000000000.0,1,centroid,COM3,COM3
+573783199,573783199,RES,RES1-2SNB,551102.006,275551.003,3.9116175174713135,-79.92921208,32.77472151,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573783443,573783443,RES,RES1-2SNB,311772.137,155886.068,2.8042871952056885,-79.93015806,32.77191319,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573783445,573783445,RES,RES1-2SNB,680463.744,340231.872,3.1074347496032715,-79.92996727,32.77182933,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+573827136,573827136,COM,COM5,2936504.86,2936504.86,4.212172031402588,-79.92746902,32.77712292,450190000000000.0,1,centroid,COM5,COM5
+573827731,573827731,COM,COM1,194515.404,194515.404,3.586665630340576,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM1,COM1
+573827733,573827733,COM,COM3,145886.553,145886.553,3.586665630340576,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM3,COM3
+573827735,573827735,COM,COM4,81048.0852,81048.0852,3.586665630340576,-79.92959283,32.77679411,450190000000000.0,1,centroid,COM4,COM4
+573827754,573827754,COM,COM4,95724.6697,95724.6697,3.541720390319824,-79.93017988,32.77681959,450190000000000.0,1,centroid,COM4,COM4
+574267735,574267735,RES,RES1-1SNB,381021.716,190510.858,3.9229440689086914,-79.92744398,32.77522114,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574267737,574267737,RES,RES1-1SNB,273325.341,136662.67,3.8988091945648193,-79.92811401,32.77515289,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574267739,574267739,RES,RES1-2SNB,413187.234,206593.617,4.1990251541137695,-79.92800828,32.77526518,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574267749,574267749,RES,RES3A,491247.521,245623.76,4.229095935821533,-79.92788864,32.77557876,450190000000000.0,1,centroid,RES3A,RES3A
+574267976,574267976,RES,RES1-2SNB,385155.033,192577.516,4.496554851531982,-79.92794047,32.77603579,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574268005,574268005,RES,RES1-1SNB,257591.82,128795.91,4.123398780822754,-79.92772127,32.77604828,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574346733,574346733,RES,RES1-2SNB,345561.158,172780.579,4.085295677185059,-79.92987341,32.77497559,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574346737,574346737,COM,COM3,128711.316,128711.316,4.025929927825928,-79.92934753,32.77496936,450190000000000.0,1,centroid,COM3,COM3
+574346738,574346738,RES,RES1-3SNB,569110.405,284555.202,3.6682686805725098,-79.92997655,32.77497829,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574346740,574346740,RES,RES1-2SNB,272662.957,136331.478,3.8636796474456787,-79.92924438,32.77514479,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574346744,574346744,PUB,REL1,1281715.19,1281715.19,3.897091865539551,-79.92929333,32.77533709,450190000000000.0,1,centroid,REL1,REL1
+574346753,574346753,RES,RES1-2SNB,311698.604,155849.302,4.008721828460693,-79.92981335,32.77577007,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574372447,574372447,COM,COM1,227020.051,227020.051,3.952767848968506,-79.92900036,32.77610772,450190000000000.0,1,centroid,COM1,COM1
+574372448,574372448,IND,IND2,134849.922,202274.884,3.952767848968506,-79.92900036,32.77610772,450190000000000.0,1,centroid,IND2,IND2
+574372473,574372473,COM,COM1,424486.831,424486.831,3.7199630737304688,-79.92881546,32.7764473,450190000000000.0,1,centroid,COM1,COM1
+574372533,574372533,COM,COM7,393804.35,590706.525,3.269709587097168,-79.93032633,32.7759983,450190000000000.0,1,centroid,COM7,COM7
+574372543,574372543,RES,RES3A,338190.212,169095.106,3.756402015686035,-79.92938805,32.77623669,450190000000000.0,1,centroid,RES3A,RES3A
+574372567,574372567,COM,COM8,284295.791,284295.791,4.172937870025635,-79.92958905,32.77638171,450190000000000.0,1,centroid,COM8,COM8
+574421681,574421681,COM,COM8,778149.815,778149.815,4.172937870025635,-79.92846361,32.77697303,450190000000000.0,1,centroid,COM8,COM8
+574421683,574421683,COM,COM1,360197.146,360197.146,4.172937870025635,-79.92846361,32.77697303,450190000000000.0,1,centroid,COM1,COM1
+574431298,574431298,COM,COM4,1338267.91,1338267.91,2.944330930709839,-79.92646291,32.77728981,450190000000000.0,1,centroid,COM4,COM4
+574461065,574461065,RES,RES3A,266985.928,133492.964,3.8383705615997314,-79.9297417,32.77681823,450190000000000.0,1,centroid,RES3A,RES3A
+574461073,574461073,COM,COM4,177990.619,177990.619,3.720332622528076,-79.92950828,32.77642489,450190000000000.0,1,centroid,COM4,COM4
+574461077,574461077,RES,RES3A,273660.577,136830.288,3.6558895111083984,-79.92903083,32.7763684,450190000000000.0,1,centroid,RES3A,RES3A
+574461079,574461079,COM,COM4,177990.619,177990.619,3.8224174976348877,-79.92860499,32.77648743,450190000000000.0,1,centroid,COM4,COM4
+574488771,574488771,RES,RES1-1SNB,222806.066,111403.033,3.8611080646514893,-79.92896336,32.77597596,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574488793,574488793,RES,RES1-2SNB,216903.661,108451.83,3.414585590362549,-79.92736548,32.77640732,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488804,574488804,RES,RES1-2SNB,292527.098,146263.549,4.070784091949463,-79.92816916,32.77627743,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488806,574488806,RES,RES1-3SNB,358700.469,179350.234,4.070784091949463,-79.92824222,32.77627542,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574488816,574488816,RES,RES1-1SNB,221789.878,110894.939,1.8417584896087646,-79.92574958,32.77633187,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574488819,574488819,RES,RES1-3SNB,416126.362,208063.181,1.7718870639801025,-79.9267068,32.77616474,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574488830,574488830,RES,RES1-1SNB,182232.731,91116.3657,3.8453402519226074,-79.92898379,32.77518059,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB
+574488834,574488834,RES,RES1-3SNB,384398.576,192199.288,3.8642210960388184,-79.92951787,32.77470617,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB
+574488837,574488837,RES,RES3A,480189.335,240094.667,3.8105275630950928,-79.92891,32.77509288,450190000000000.0,1,centroid,RES3A,RES3A
+574488848,574488848,RES,RES1-2SNB,322415.251,161207.625,3.953150987625122,-79.92763108,32.77497895,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488851,574488851,RES,RES1-2SNB,222897.785,111448.892,3.0513789653778076,-79.92671547,32.7755542,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB
+574488874,574488874,RES,RES3A,480189.335,240094.667,2.6741490364074707,-79.92914469,32.77176507,450190000000000.0,1,centroid,RES3A,RES3A
diff --git a/examples/data/update_ground_elevation/test_update_ground_elevation/settings.toml b/examples/data/update_ground_elevation/test_update_ground_elevation/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/update_ground_elevation/test_update_ground_elevation/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/update_ground_elevation/test_update_ground_elevation/vulnerability/vulnerability_curves.csv b/examples/data/update_ground_elevation/test_update_ground_elevation/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..81d37acf
--- /dev/null
+++ b/examples/data/update_ground_elevation/test_update_ground_elevation/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.08,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11,0.0,0.14,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.18,0.17,0.11,0.19,0.05,0.12,0.11,0.12,0.12,0.12,0.12,0.12,0.12,0.0,0.0,0.0
+1.0,0.06,0.09,0.03,0.05,0.09,0.11,0.11,0.0,0.11,0.09,0.02,0.05,0.05,0.07,0.1,0.09,0.13,0.1,0.13,0.22,0.1,0.22,0.21,0.12,0.21,0.08,0.14,0.44,0.25,0.25,0.25,0.25,0.25,0.25,0.03,0.07,0.07
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+13.0,0.7,0.51,0.41,0.45,0.47,0.59,0.37,0.57,0.34,0.41,0.29,0.33,0.44,0.44,0.51,0.48,0.42,0.5,0.42,0.67,0.3,0.49,0.6,0.42,0.65,0.42,0.56,0.89,1.0,1.0,1.0,1.0,1.0,1.0,0.41,0.38,0.38
+14.0,0.75,0.55,0.47,0.49,0.5,0.62,0.4,0.6,0.37,0.45,0.35,0.39,0.51,0.48,0.53,0.5,0.42,0.5,0.42,0.68,0.38,0.5,0.62,0.43,0.66,0.43,0.57,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.46,0.42,0.42
+15.0,0.79,0.58,0.52,0.52,0.54,0.66,0.44,0.6,0.41,0.5,0.42,0.45,0.59,0.52,0.54,0.51,0.43,0.5,0.43,0.69,0.45,0.5,0.63,0.44,0.68,0.44,0.59,0.91,1.0,1.0,1.0,1.0,1.0,1.0,0.5,0.47,0.47
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+21.0,0.92,0.74,0.86,0.68,0.75,0.77,0.67,0.6,0.59,0.69,0.8,0.79,0.87,0.76,0.57,0.62,0.44,0.5,0.44,0.75,0.78,0.53,0.74,0.52,0.77,0.52,0.71,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.74,0.77,0.77
+22.0,0.93,0.76,0.91,0.7,0.78,0.78,0.71,0.6,0.61,0.73,0.86,0.84,0.91,0.8,0.57,0.63,0.45,0.5,0.45,0.76,0.82,0.53,0.76,0.53,0.79,0.53,0.73,0.99,1.0,1.0,1.0,1.0,1.0,1.0,0.78,0.82,0.82
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+24.0,0.96,0.8,1.0,0.73,0.85,0.8,0.79,0.6,0.66,0.78,0.98,0.94,0.98,0.88,0.58,0.66,0.45,0.5,0.45,0.77,0.88,0.54,0.79,0.56,0.82,0.56,0.77,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.86,0.92,0.92
diff --git a/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/exposure/building_points.gpkg b/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/exposure/building_points.gpkg
index 2a24a6bc..b31d5c2a 100644
Binary files a/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/exposure/building_points.gpkg and b/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/exposure/building_points.gpkg differ
diff --git a/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/settings.toml b/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/settings.toml
index f4722ef6..c9018a8b 100644
--- a/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/settings.toml
+++ b/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/settings.toml
@@ -14,7 +14,9 @@ name1 = "spatial.gpkg"
file = "./vulnerability/vulnerability_curves.csv"
scale = 0.1
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
[exposure.geom]
-csv = "./exposure/exposure.csv"
crs = "EPSG:4326"
file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/exposure/building_points.gpkg b/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/exposure/building_points.gpkg
index 6b1de254..a5209f76 100644
Binary files a/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/exposure/building_points.gpkg and b/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/exposure/building_points.gpkg differ
diff --git a/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/settings.toml b/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/settings.toml
index f4722ef6..c9018a8b 100644
--- a/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/settings.toml
+++ b/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/settings.toml
@@ -14,7 +14,9 @@ name1 = "spatial.gpkg"
file = "./vulnerability/vulnerability_curves.csv"
scale = 0.1
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
[exposure.geom]
-csv = "./exposure/exposure.csv"
crs = "EPSG:4326"
file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/update_max_potential_damage/fake_max_potential_damage_points.gpkg b/examples/data/update_max_potential_damage/fake_max_potential_damage_points.gpkg
new file mode 100644
index 00000000..2b30bf0c
Binary files /dev/null and b/examples/data/update_max_potential_damage/fake_max_potential_damage_points.gpkg differ
diff --git a/examples/data/update_max_potential_damage/fake_max_potential_damage_polygons.gpkg b/examples/data/update_max_potential_damage/fake_max_potential_damage_polygons.gpkg
new file mode 100644
index 00000000..8fe41472
Binary files /dev/null and b/examples/data/update_max_potential_damage/fake_max_potential_damage_polygons.gpkg differ
diff --git a/examples/data/update_max_potential_damage/fiat_model/exposure/building_points.gpkg b/examples/data/update_max_potential_damage/fiat_model/exposure/building_points.gpkg
new file mode 100644
index 00000000..eb21a7ca
Binary files /dev/null and b/examples/data/update_max_potential_damage/fiat_model/exposure/building_points.gpkg differ
diff --git a/examples/data/update_max_potential_damage/fiat_model/exposure/exposure.csv b/examples/data/update_max_potential_damage/fiat_model/exposure/exposure.csv
new file mode 100644
index 00000000..e25d0547
--- /dev/null
+++ b/examples/data/update_max_potential_damage/fiat_model/exposure/exposure.csv
@@ -0,0 +1,1995 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Elevation,X Coordinate,Y Coordinate,Aggregation Label: Census Block,Ground Floor Height,Extraction Method,Damage Function: Structure,Damage Function: Content
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+573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748562,-79.93000008,32.77054524,4.5019E+14,1,centroid,RES4,RES4
+573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635,-79.92968382,32.7712713,4.5019E+14,1,centroid,RES4,RES4
+573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.36403129,-79.93179589,32.77336473,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574346729,574346729,RES,RES3A,472285.148,236142.574,10.90203092,-79.93064525,32.77485433,4.5019E+14,1,centroid,RES3A,RES3A
+574372707,574372707,RES,RES1-3SNB,389363.808,194681.904,6.365223632,-79.93187273,32.77098914,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574372721,574372721,RES,RES3A,503924.421,251962.21,7.12000971,-79.93191719,32.77164194,4.5019E+14,1,centroid,RES3A,RES3A
+574476728,574476728,RES,RES1-1SNB,96964.414,48482.207,5.867157192,-79.93241085,32.76996811,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
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+574486899,574486899,RES,RES3A,480189.335,240094.667,12.33366492,-79.93027436,32.77536076,4.5019E+14,1,centroid,RES3A,RES3A
+574486932,574486932,RES,RES1-1SNB,177705.21,88852.6051,6.460120566,-79.92998998,32.77314466,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573827729,573827729,COM,COM8,37755.4885,37755.4885,11.17279794,-79.93080905,32.77672792,4.5019E+14,1,centroid,COM8,COM8
+574421669,574421669,RES,RES3A,170840.757,85420.3788,11.52017961,-79.92907633,32.7771126,4.5019E+14,1,centroid,RES3A,RES3A
+574488781,574488781,RES,RES1-3SNB,374871.082,187435.541,5.99898202,-79.92578441,32.77724701,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573467745,573467745,RES,RES3A,516183.793,258091.896,5.893531857,-79.92827685,32.77200663,4.5019E+14,1,centroid,RES3A,RES3A
+573779323,573779323,RES,RES1-2SWB,437207.93,218603.965,6.975060909,-79.92874432,32.77330072,4.5019E+14,1,centroid,RES1-2SWB,RES1-2SWB
+573779375,573779375,RES,RES1-1SNB,226202.175,113101.087,12.12123537,-79.92780556,32.7743702,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573779393,573779393,RES,RES3A,200255.163,100127.581,12.16771917,-79.92811631,32.77473003,4.5019E+14,1,centroid,RES3A,RES3A
+573779405,573779405,RES,RES1-3SNB,398598.966,199299.483,10.82060957,-79.92862217,32.77481123,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573782594,573782594,RES,RES3A,489787.119,244893.559,6.500304423,-79.92975812,32.77311597,4.5019E+14,1,centroid,RES3A,RES3A
+573782596,573782596,RES,RES3A,675402.418,337701.209,6.887255912,-79.93036119,32.77318439,4.5019E+14,1,centroid,RES3A,RES3A
+573782413,573782413,RES,RES3A,437002.054,218501.027,7.119138325,-79.92871845,32.77219172,4.5019E+14,1,centroid,RES3A,RES3A
+573782415,573782415,RES,RES1-3SNB,369429.359,184714.679,7.403951541,-79.92887994,32.77219043,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573782419,573782419,RES,RES3A,448799.6,224399.8,5.554710338,-79.92834819,32.77223276,4.5019E+14,1,centroid,RES3A,RES3A
+573782453,573782453,RES,RES1-3SNB,448326.4,224163.2,5.318573467,-79.928964,32.77290941,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+573782528,573782528,RES,RES3A,677628.089,338814.044,12.29409979,-79.9284514,32.77542131,4.5019E+14,1,centroid,RES3A,RES3A
+573783136,573783136,RES,RES1-1SNB,187137.546,93568.7731,6.356549279,-79.92955844,32.7733371,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+573783158,573783158,PUB,EDU1,4297828.09,4297828.09,11.21253906,-79.92936283,32.77416934,4.5019E+14,1,centroid,EDU1,EDU1
+573783175,573783175,RES,RES3A,327754.263,163877.131,9.728631321,-79.93046822,32.77447171,4.5019E+14,1,centroid,RES3A,RES3A
+573783185,573783185,RES,RES1-2SNB,438110.47,219055.235,10.55727514,-79.93039775,32.77458916,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573783419,573783419,RES,RES1-2SWB,899667.893,449833.946,7.065387762,-79.92958184,32.77059715,4.5019E+14,1,centroid,RES1-2SWB,RES1-2SWB
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+573785986,573785986,RES,RES3B,409580.853,204790.426,6.962971022,-79.93332761,32.77233853,4.5019E+14,1,centroid,RES3B,RES3B
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+573782554,573782554,COM,COM4,426627.449,426627.449,13.15236603,-79.92852646,32.77599619,4.5019E+14,1,centroid,COM4,COM4
+573782586,573782586,RES,RES3A,421325.574,210662.787,8.191982072,-79.93017261,32.77290957,4.5019E+14,1,centroid,RES3A,RES3A
+573783169,573783169,RES,RES3A,512267.747,256133.873,11.97290897,-79.92919073,32.77440531,4.5019E+14,1,centroid,RES3A,RES3A
+573783179,573783179,RES,RES3A,606289.125,303144.562,12.5249974,-79.92928354,32.77452729,4.5019E+14,1,centroid,RES3A,RES3A
+573783187,573783187,RES,RES1-2SNB,386160.703,193080.351,11.5436022,-79.93016895,32.77463032,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573783189,573783189,COM,COM3,1640307.87,1640307.87,10.78047343,-79.93028267,32.7746644,4.5019E+14,1,centroid,COM3,COM3
+573783199,573783199,RES,RES1-2SNB,551102.006,275551.003,12.75948849,-79.92921208,32.77472151,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573783443,573783443,RES,RES1-2SNB,311772.137,155886.068,10.10444409,-79.93015806,32.77191319,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573783445,573783445,RES,RES1-2SNB,680463.744,340231.872,8.827352744,-79.92996727,32.77182933,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+573827136,573827136,COM,COM5,2936504.86,2936504.86,13.54706299,-79.92746902,32.77712292,4.5019E+14,1,centroid,COM5,COM5
+573827731,573827731,COM,COM1,194515.404,194515.404,12.23108548,-79.92959283,32.77679411,4.5019E+14,1,centroid,COM1,COM1
+573827733,573827733,COM,COM3,145886.553,145886.553,12.23108548,-79.92959283,32.77679411,4.5019E+14,1,centroid,COM3,COM3
+573827735,573827735,COM,COM4,81048.0852,81048.0852,12.23108548,-79.92959283,32.77679411,4.5019E+14,1,centroid,COM4,COM4
+573827754,573827754,COM,COM4,95724.6697,95724.6697,11.99108448,-79.93017988,32.77681959,4.5019E+14,1,centroid,COM4,COM4
+574267735,574267735,RES,RES1-1SNB,381021.716,190510.858,12.98996214,-79.92744398,32.77522114,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574267737,574267737,RES,RES1-1SNB,273325.341,136662.67,12.70973817,-79.92811401,32.77515289,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574267739,574267739,RES,RES1-2SNB,413187.234,206593.617,13.5823017,-79.92800828,32.77526518,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574267749,574267749,RES,RES3A,491247.521,245623.76,13.51820246,-79.92788864,32.77557876,4.5019E+14,1,centroid,RES3A,RES3A
+574267976,574267976,RES,RES1-2SNB,385155.033,192577.516,13.53189744,-79.92794047,32.77603579,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574268005,574268005,RES,RES1-1SNB,257591.82,128795.91,12.59055234,-79.92772127,32.77604828,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574346733,574346733,RES,RES1-2SNB,345561.158,172780.579,13.16675875,-79.92987341,32.77497559,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574346737,574346737,COM,COM3,128711.316,128711.316,12.62985934,-79.92934753,32.77496936,4.5019E+14,1,centroid,COM3,COM3
+574346738,574346738,RES,RES1-3SNB,569110.405,284555.202,12.57429248,-79.92997655,32.77497829,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574346740,574346740,RES,RES1-2SNB,272662.957,136331.478,12.62266219,-79.92924438,32.77514479,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574346744,574346744,PUB,REL1,1281715.19,1281715.19,13.0151455,-79.92929333,32.77533709,4.5019E+14,1,centroid,REL1,REL1
+574346753,574346753,RES,RES1-2SNB,311698.604,155849.302,13.77097465,-79.92981335,32.77577007,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574372447,574372447,COM,COM1,227020.051,227020.051,12.85938964,-79.92900036,32.77610772,4.5019E+14,1,centroid,COM1,COM1
+574372448,574372448,IND,IND2,134849.922,202274.884,12.85938964,-79.92900036,32.77610772,4.5019E+14,1,centroid,IND2,IND2
+574372473,574372473,COM,COM1,424486.831,424486.831,13.03663915,-79.92881546,32.7764473,4.5019E+14,1,centroid,COM1,COM1
+574372533,574372533,COM,COM7,393804.35,590706.525,11.22623405,-79.93032633,32.7759983,4.5019E+14,1,centroid,COM7,COM7
+574372543,574372543,RES,RES3A,338190.212,169095.106,12.60003902,-79.92938805,32.77623669,4.5019E+14,1,centroid,RES3A,RES3A
+574372567,574372567,COM,COM8,284295.791,284295.791,12.21837608,-79.92958905,32.77638171,4.5019E+14,1,centroid,COM8,COM8
+574421681,574421681,COM,COM8,778149.815,778149.815,13.54457556,-79.92846361,32.77697303,4.5019E+14,1,centroid,COM8,COM8
+574421683,574421683,COM,COM1,360197.146,360197.146,13.54457556,-79.92846361,32.77697303,4.5019E+14,1,centroid,COM1,COM1
+574431298,574431298,COM,COM4,1338267.91,1338267.91,10.1165989,-79.92646291,32.77728981,4.5019E+14,1,centroid,COM4,COM4
+574461065,574461065,RES,RES3A,266985.928,133492.964,12.13528704,-79.9297417,32.77681823,4.5019E+14,1,centroid,RES3A,RES3A
+574461073,574461073,COM,COM4,177990.619,177990.619,12.27511783,-79.92950828,32.77642489,4.5019E+14,1,centroid,COM4,COM4
+574461077,574461077,RES,RES3A,273660.577,136830.288,12.4406709,-79.92903083,32.7763684,4.5019E+14,1,centroid,RES3A,RES3A
+574461079,574461079,COM,COM4,177990.619,177990.619,12.86096032,-79.92860499,32.77648743,4.5019E+14,1,centroid,COM4,COM4
+574488771,574488771,RES,RES1-1SNB,222806.066,111403.033,13.26134397,-79.92896336,32.77597596,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574488793,574488793,RES,RES1-2SNB,216903.661,108451.83,12.29002837,-79.92736548,32.77640732,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488804,574488804,RES,RES1-2SNB,292527.098,146263.549,13.21022478,-79.92816916,32.77627743,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488806,574488806,RES,RES1-3SNB,358700.469,179350.234,13.36457265,-79.92824222,32.77627542,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574488816,574488816,RES,RES1-1SNB,221789.878,110894.939,6.334944159,-79.92574958,32.77633187,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574488819,574488819,RES,RES1-3SNB,416126.362,208063.181,6.052678219,-79.9267068,32.77616474,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574488830,574488830,RES,RES1-1SNB,182232.731,91116.3657,12.69306217,-79.92898379,32.77518059,4.5019E+14,1,centroid,RES1-1SNB,RES1-1SNB
+574488834,574488834,RES,RES1-3SNB,384398.576,192199.288,12.90637406,-79.92951787,32.77470617,4.5019E+14,1,centroid,RES1-3SNB,RES1-3SNB
+574488837,574488837,RES,RES3A,480189.335,240094.667,13.25912718,-79.92891,32.77509288,4.5019E+14,1,centroid,RES3A,RES3A
+574488848,574488848,RES,RES1-2SNB,322415.251,161207.625,13.14323291,-79.92763108,32.77497895,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488851,574488851,RES,RES1-2SNB,222897.785,111448.892,10.150554,-79.92671547,32.7755542,4.5019E+14,1,centroid,RES1-2SNB,RES1-2SNB
+574488874,574488874,RES,RES3A,480189.335,240094.667,8.900641428,-79.92914469,32.77176507,4.5019E+14,1,centroid,RES3A,RES3A
diff --git a/examples/data/update_max_potential_damage/fiat_model/exposure/region.gpkg b/examples/data/update_max_potential_damage/fiat_model/exposure/region.gpkg
new file mode 100644
index 00000000..2c06a9ef
Binary files /dev/null and b/examples/data/update_max_potential_damage/fiat_model/exposure/region.gpkg differ
diff --git a/examples/data/update_max_potential_damage/fiat_model/settings.toml b/examples/data/update_max_potential_damage/fiat_model/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/update_max_potential_damage/fiat_model/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/update_max_potential_damage/fiat_model/vulnerability/vulnerability_curves.csv b/examples/data/update_max_potential_damage/fiat_model/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..81d37acf
--- /dev/null
+++ b/examples/data/update_max_potential_damage/fiat_model/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.08,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11,0.0,0.14,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.18,0.17,0.11,0.19,0.05,0.12,0.11,0.12,0.12,0.12,0.12,0.12,0.12,0.0,0.0,0.0
+1.0,0.06,0.09,0.03,0.05,0.09,0.11,0.11,0.0,0.11,0.09,0.02,0.05,0.05,0.07,0.1,0.09,0.13,0.1,0.13,0.22,0.1,0.22,0.21,0.12,0.21,0.08,0.14,0.44,0.25,0.25,0.25,0.25,0.25,0.25,0.03,0.07,0.07
+2.0,0.11,0.14,0.05,0.08,0.12,0.16,0.11,0.0,0.12,0.11,0.04,0.07,0.08,0.1,0.12,0.14,0.14,0.14,0.14,0.31,0.11,0.25,0.29,0.14,0.26,0.12,0.2,0.63,0.5,0.5,0.5,0.5,0.5,0.5,0.05,0.1,0.1
+3.0,0.15,0.16,0.06,0.11,0.13,0.22,0.12,0.2,0.13,0.12,0.05,0.09,0.13,0.11,0.15,0.17,0.19,0.18,0.19,0.37,0.11,0.28,0.34,0.18,0.29,0.17,0.25,0.73,0.75,0.75,0.75,0.75,0.75,0.75,0.06,0.14,0.14
+4.0,0.19,0.18,0.07,0.13,0.16,0.28,0.13,0.25,0.14,0.14,0.05,0.09,0.14,0.12,0.19,0.22,0.22,0.22,0.22,0.43,0.12,0.3,0.38,0.2,0.34,0.19,0.31,0.78,1.0,1.0,1.0,1.0,1.0,1.0,0.07,0.15,0.15
+5.0,0.25,0.2,0.08,0.16,0.19,0.35,0.15,0.3,0.16,0.16,0.05,0.1,0.14,0.15,0.22,0.26,0.25,0.26,0.25,0.47,0.12,0.31,0.43,0.22,0.39,0.22,0.36,0.79,1.0,1.0,1.0,1.0,1.0,1.0,0.09,0.15,0.15
+6.0,0.3,0.23,0.1,0.19,0.22,0.38,0.17,0.35,0.17,0.18,0.06,0.11,0.15,0.17,0.26,0.3,0.28,0.34,0.28,0.5,0.13,0.4,0.5,0.24,0.44,0.24,0.38,0.81,1.0,1.0,1.0,1.0,1.0,1.0,0.12,0.16,0.16
+7.0,0.35,0.26,0.13,0.22,0.25,0.41,0.19,0.4,0.18,0.2,0.08,0.13,0.17,0.2,0.3,0.32,0.3,0.41,0.3,0.54,0.14,0.43,0.5,0.26,0.5,0.25,0.41,0.82,1.0,1.0,1.0,1.0,1.0,1.0,0.14,0.18,0.18
+8.0,0.41,0.3,0.17,0.25,0.28,0.44,0.22,0.43,0.2,0.22,0.1,0.15,0.19,0.23,0.35,0.35,0.33,0.42,0.33,0.57,0.14,0.43,0.54,0.3,0.55,0.3,0.44,0.83,1.0,1.0,1.0,1.0,1.0,1.0,0.18,0.2,0.2
+9.0,0.46,0.34,0.21,0.29,0.32,0.47,0.24,0.47,0.22,0.26,0.12,0.17,0.22,0.27,0.39,0.37,0.34,0.42,0.34,0.61,0.15,0.45,0.55,0.34,0.57,0.35,0.48,0.84,1.0,1.0,1.0,1.0,1.0,1.0,0.21,0.23,0.23
+10.0,0.51,0.38,0.25,0.32,0.35,0.5,0.28,0.5,0.24,0.29,0.15,0.2,0.26,0.31,0.42,0.39,0.36,0.45,0.36,0.63,0.17,0.46,0.55,0.38,0.59,0.38,0.5,0.85,1.0,1.0,1.0,1.0,1.0,1.0,0.26,0.26,0.26
+11.0,0.57,0.42,0.3,0.37,0.39,0.54,0.31,0.53,0.27,0.33,0.2,0.24,0.31,0.35,0.48,0.43,0.39,0.47,0.39,0.64,0.19,0.47,0.57,0.39,0.61,0.39,0.52,0.86,1.0,1.0,1.0,1.0,1.0,1.0,0.31,0.3,0.3
+12.0,0.63,0.47,0.35,0.41,0.43,0.57,0.34,0.55,0.3,0.37,0.24,0.28,0.37,0.4,0.5,0.46,0.4,0.49,0.4,0.65,0.24,0.47,0.58,0.4,0.63,0.4,0.54,0.88,1.0,1.0,1.0,1.0,1.0,1.0,0.36,0.34,0.34
+13.0,0.7,0.51,0.41,0.45,0.47,0.59,0.37,0.57,0.34,0.41,0.29,0.33,0.44,0.44,0.51,0.48,0.42,0.5,0.42,0.67,0.3,0.49,0.6,0.42,0.65,0.42,0.56,0.89,1.0,1.0,1.0,1.0,1.0,1.0,0.41,0.38,0.38
+14.0,0.75,0.55,0.47,0.49,0.5,0.62,0.4,0.6,0.37,0.45,0.35,0.39,0.51,0.48,0.53,0.5,0.42,0.5,0.42,0.68,0.38,0.5,0.62,0.43,0.66,0.43,0.57,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.46,0.42,0.42
+15.0,0.79,0.58,0.52,0.52,0.54,0.66,0.44,0.6,0.41,0.5,0.42,0.45,0.59,0.52,0.54,0.51,0.43,0.5,0.43,0.69,0.45,0.5,0.63,0.44,0.68,0.44,0.59,0.91,1.0,1.0,1.0,1.0,1.0,1.0,0.5,0.47,0.47
+16.0,0.82,0.61,0.58,0.55,0.57,0.68,0.48,0.6,0.44,0.53,0.49,0.52,0.65,0.56,0.55,0.54,0.43,0.5,0.43,0.7,0.52,0.5,0.65,0.45,0.69,0.45,0.61,0.92,1.0,1.0,1.0,1.0,1.0,1.0,0.54,0.52,0.52
+17.0,0.84,0.64,0.65,0.58,0.61,0.7,0.51,0.6,0.48,0.57,0.56,0.59,0.7,0.6,0.55,0.55,0.44,0.5,0.44,0.71,0.58,0.51,0.67,0.47,0.71,0.47,0.63,0.94,1.0,1.0,1.0,1.0,1.0,1.0,0.58,0.57,0.57
+18.0,0.87,0.67,0.71,0.61,0.64,0.72,0.55,0.6,0.51,0.6,0.62,0.64,0.74,0.64,0.56,0.57,0.44,0.5,0.44,0.72,0.64,0.51,0.69,0.48,0.72,0.48,0.65,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.62,0.62,0.62
+19.0,0.89,0.69,0.76,0.63,0.68,0.74,0.59,0.6,0.54,0.63,0.68,0.69,0.79,0.68,0.56,0.59,0.44,0.5,0.44,0.73,0.69,0.52,0.7,0.49,0.74,0.49,0.67,0.96,1.0,1.0,1.0,1.0,1.0,1.0,0.66,0.67,0.67
+20.0,0.9,0.71,0.81,0.66,0.71,0.76,0.63,0.6,0.56,0.66,0.74,0.74,0.83,0.72,0.57,0.6,0.44,0.5,0.44,0.74,0.74,0.52,0.72,0.5,0.75,0.5,0.69,0.97,1.0,1.0,1.0,1.0,1.0,1.0,0.7,0.72,0.72
+21.0,0.92,0.74,0.86,0.68,0.75,0.77,0.67,0.6,0.59,0.69,0.8,0.79,0.87,0.76,0.57,0.62,0.44,0.5,0.44,0.75,0.78,0.53,0.74,0.52,0.77,0.52,0.71,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.74,0.77,0.77
+22.0,0.93,0.76,0.91,0.7,0.78,0.78,0.71,0.6,0.61,0.73,0.86,0.84,0.91,0.8,0.57,0.63,0.45,0.5,0.45,0.76,0.82,0.53,0.76,0.53,0.79,0.53,0.73,0.99,1.0,1.0,1.0,1.0,1.0,1.0,0.78,0.82,0.82
+23.0,0.95,0.78,0.96,0.71,0.82,0.79,0.75,0.6,0.64,0.76,0.92,0.89,0.95,0.84,0.58,0.65,0.45,0.5,0.45,0.76,0.85,0.54,0.77,0.54,0.8,0.54,0.75,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.82,0.87,0.87
+24.0,0.96,0.8,1.0,0.73,0.85,0.8,0.79,0.6,0.66,0.78,0.98,0.94,0.98,0.88,0.58,0.66,0.45,0.5,0.45,0.77,0.88,0.54,0.79,0.56,0.82,0.56,0.77,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.86,0.92,0.92
diff --git a/examples/data/update_max_potential_damage/fiat_model/vulnerability/vulnerability_identifiers.csv b/examples/data/update_max_potential_damage/fiat_model/vulnerability/vulnerability_identifiers.csv
new file mode 100644
index 00000000..7d7fbb72
--- /dev/null
+++ b/examples/data/update_max_potential_damage/fiat_model/vulnerability/vulnerability_identifiers.csv
@@ -0,0 +1,38 @@
+,Name,Link,BldgDmgFnID,Occupancy,Source,Description,full_identifier
+0,AGR1,AGR1,616,AGR1 ,USACE - Galveston,"Average Agriculture, structure","616AGR1USACE-GalvestonAverageAgriculture,structure"
+1,COM1,COM1,217,COM1 ,USACE - Galveston,"Average Retail, Structure","217COM1USACE-GalvestonAverageRetail,Structure"
+2,COM10,COM10,543,COM10,USACE - Galveston,"Garage, structure","543COM10USACE-GalvestonGarage,structure"
+3,COM2,COM2,341,COM2 ,USACE - Galveston,"Average wholesale, Structure","341COM2USACE-GalvestonAveragewholesale,Structure"
+4,COM3,COM3,375,COM3 ,USACE - Galveston,"Average Personal & Repair Services, Structure","375COM3USACE-GalvestonAveragePersonal&RepairServices,Structure"
+5,COM4,COM4,431,COM4 ,USACE - Galveston,"Average Prof/Tech Services, Structure","431COM4USACE-GalvestonAverageProf/TechServices,Structure"
+6,COM5,COM5,467,COM5 ,USACE - Galveston,"Bank, Structure","467COM5USACE-GalvestonBank,Structure"
+7,COM6,COM6,474,COM6 ,USACE - Galveston,"Hospital, Structure","474COM6USACE-GalvestonHospital,Structure"
+8,COM7,COM7,475,COM7 ,USACE - Galveston,"Average Medical Office, Structure","475COM7USACE-GalvestonAverageMedicalOffice,Structure"
+9,COM8,COM8,493,COM8 ,USACE - Galveston,"Average Entertainment/Recreation, Structure","493COM8USACE-GalvestonAverageEntertainment/Recreation,Structure"
+10,COM9,COM9,532,COM9 ,USACE - Galveston,"Average theatre, Structure","532COM9USACE-GalvestonAveragetheatre,Structure"
+11,EDU1,EDU1,643,EDU1 ,USACE - Galveston,"Average school, structure","643EDU1USACE-GalvestonAverageschool,structure"
+12,GOV1,GOV1,631,GOV1 ,USACE - Galveston,"Average government services, structure","631GOV1USACE-GalvestonAveragegovernmentservices,structure"
+13,GOV2,GOV2,640,GOV2 ,USACE - Galveston,"Average emergency response, Structure","640GOV2USACE-GalvestonAverageemergencyresponse,Structure"
+14,IND1,IND1,545,IND1 ,USACE - Galveston,"Average heavy industrial, Structure","545IND1USACE-GalvestonAverageheavyindustrial,Structure"
+15,IND2,IND2,559,IND2 ,USACE - Galveston,"Average light industrial, structure","559IND2USACE-GalvestonAveragelightindustrial,structure"
+16,IND3,IND3,575,IND3 ,USACE - Galveston,"Average Food/Drug/Chem, Structure","575IND3USACE-GalvestonAverageFood/Drug/Chem,Structure"
+17,IND4,IND4,586,IND4 ,USACE - Galveston,"Average Metals/Minerals processing, structure","586IND4USACE-GalvestonAverageMetals/Mineralsprocessing,structure"
+18,IND5,IND5,591,IND5 ,USACE - Galveston,"Average High Technology, structure","591IND5USACE-GalvestonAverageHighTechnology,structure"
+19,IND6,IND6,592,IND6 ,USACE - Galveston,"Average Construction, structure","592IND6USACE-GalvestonAverageConstruction,structure"
+20,REL1,REL1,624,REL1 ,USACE - Galveston,"Church, structure","624REL1USACE-GalvestonChurch,structure"
+21,RES1-1SNB,RES1-1SNB,105,RES1 ,FIA,"one floor, no basement, Structure, A-Zone","105RES1FIAonefloor,nobasement,Structure,A-Zone"
+22,RES1-1SWB,RES1-1SWB,106,RES1 ,FIA (MOD.),"one floor, w/ basement, Structure, A-Zone","106RES1FIA(MOD.)onefloor,w/basement,Structure,A-Zone"
+23,RES1-2SNB,RES1-2SNB,107,RES1 ,FIA,"two floors, no basement, Structure, A-Zone","107RES1FIAtwofloors,nobasement,Structure,A-Zone"
+24,RES1-2SWB,RES1-2SWB,108,RES1 ,FIA (MOD.),"two floors, w/ basement, Structure, A-Zone","108RES1FIA(MOD.)twofloors,w/basement,Structure,A-Zone"
+25,RES1-3SNB,RES1-3SNB,109,RES1 ,FIA,"three or more floors, no basement, Structure, A-Zone","109RES1FIAthreeormorefloors,nobasement,Structure,A-Zone"
+26,RES1-3SWB,RES1-3SWB,110,RES1 ,FIA (MOD.),"three or more floors, w/ basement, Structure, A-Zone","110RES1FIA(MOD.)threeormorefloors,w/basement,Structure,A-Zone"
+27,RES2,RES2,189,RES2 ,FIA,"Mobile home, structure, A-Zone","189RES2FIAMobilehome,structure,A-Zone"
+28,RES3A,RES3A,659,RES3A,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","659RES3ABCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+29,RES3B,RES3B,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+30,RES3C,RES3C,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+31,RES3D,RES3D,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+32,RES3E,RES3E,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+33,RES3F,RES3F,660,RES3B,BCAR - Jan 2011,"1to2 Stories, slab - no basement, Coastal A or V Zone","660RES3BBCAR-Jan20111to2Stories,slab-nobasement,CoastalAorVZone"
+34,RES4,RES4,209,RES4 ,USACE - Galveston,"Average Hotel & Motel, structure","209RES4USACE-GalvestonAverageHotel&Motel,structure"
+35,RES5,RES5,214,RES5 ,USACE - Galveston,"Average institutional dormitory, structure","214RES5USACE-GalvestonAverageinstitutionaldormitory,structure"
+36,RES6,RES6,215,RES6 ,USACE - Galveston,"Nursing Home, structure","215RES6USACE-GalvestonNursingHome,structure"
diff --git a/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/exposure/building_points.gpkg b/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/exposure/building_points.gpkg
new file mode 100644
index 00000000..ac926375
Binary files /dev/null and b/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/exposure/building_points.gpkg differ
diff --git a/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/exposure/exposure.csv b/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/exposure/exposure.csv
new file mode 100644
index 00000000..923521c5
--- /dev/null
+++ b/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/exposure/exposure.csv
@@ -0,0 +1,1995 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Elevation,X Coordinate,Y Coordinate,Aggregation Label: Census Block,Ground Floor Height,Extraction Method,Damage Function: Structure,Damage Function: Content,geometry
+574486973,574486973,RES,RES3A,480189.335,240094.667,7.298348065,-79.93682513,32.77688289,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93682513 32.776882893)
+573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748562,-79.93000008,32.77054524,450190000000000.0,1,centroid,RES4,RES4,POINT (-79.93000008 32.770545239)
+573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635,-79.92968382,32.7712713,450190000000000.0,1,centroid,RES4,RES4,POINT (-79.92968382 32.771271301)
+573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.36403129,-79.93179589,32.77336473,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.93179589 32.773364727)
+574346729,574346729,RES,RES3A,472285.148,236142.574,10.90203092,-79.93064525,32.77485433,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93064525 32.774854333)
+574372707,574372707,RES,RES1-3SNB,389363.808,194681.904,6.365223632,-79.93187273,32.77098914,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.93187273 32.770989143)
+574372721,574372721,RES,RES3A,503924.421,251962.21,7.12000971,-79.93191719,32.77164194,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93191719 32.771641938)
+574476728,574476728,RES,RES1-1SNB,96964.414,48482.207,5.867157192,-79.93241085,32.76996811,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.93241085 32.769968112)
+574476811,574476811,RES,RES1-1SNB,152049.256,76024.6281,5.867157192,-79.93241085,32.76996811,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.93241085 32.769968112)
+574486899,574486899,RES,RES3A,480189.335,240094.667,12.33366492,-79.93027436,32.77536076,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93027436 32.775360757)
+574486932,574486932,RES,RES1-1SNB,177705.21,88852.6051,6.460120566,-79.92998998,32.77314466,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.92998998 32.773144664)
+573827729,573827729,COM,COM8,37755.4885,37755.4885,11.17279794,-79.93080905,32.77672792,450190000000000.0,1,centroid,COM8,COM8,POINT (-79.93080905 32.776727923)
+574421669,574421669,RES,RES3A,170840.757,85420.3788,11.52017961,-79.92907633,32.7771126,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92907633 32.777112595)
+574488781,574488781,RES,RES1-3SNB,374871.082,187435.541,5.99898202,-79.92578441,32.77724701,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.92578441 32.77724701)
+573467745,573467745,RES,RES3A,516183.793,258091.896,5.893531857,-79.92827685,32.77200663,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92827685 32.772006634)
+573779323,573779323,RES,RES1-2SWB,437207.93,218603.965,6.975060909,-79.92874432,32.77330072,450190000000000.0,1,centroid,RES1-2SWB,RES1-2SWB,POINT (-79.92874432 32.77330072)
+573779375,573779375,RES,RES1-1SNB,226202.175,113101.087,12.12123537,-79.92780556,32.7743702,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.92780556 32.7743702)
+573779393,573779393,RES,RES3A,200255.163,100127.581,12.16771917,-79.92811631,32.77473003,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92811631 32.774730033)
+573779405,573779405,RES,RES1-3SNB,398598.966,199299.483,10.82060957,-79.92862217,32.77481123,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.92862217 32.774811231)
+573782594,573782594,RES,RES3A,489787.119,244893.559,6.500304423,-79.92975812,32.77311597,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92975812 32.773115965)
+573782596,573782596,RES,RES3A,675402.418,337701.209,6.887255912,-79.93036119,32.77318439,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93036119 32.773184386)
+573782413,573782413,RES,RES3A,437002.054,218501.027,7.119138325,-79.92871845,32.77219172,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92871845 32.772191724)
+573782415,573782415,RES,RES1-3SNB,369429.359,184714.679,7.403951541,-79.92887994,32.77219043,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.92887994 32.772190428)
+573782419,573782419,RES,RES3A,448799.6,224399.8,5.554710338,-79.92834819,32.77223276,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92834819 32.772232759)
+573782453,573782453,RES,RES1-3SNB,448326.4,224163.2,5.318573467,-79.928964,32.77290941,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.928964 32.772909407)
+573782528,573782528,RES,RES3A,677628.089,338814.044,12.29409979,-79.9284514,32.77542131,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.9284514 32.775421312)
+573783136,573783136,RES,RES1-1SNB,187137.546,93568.7731,6.356549279,-79.92955844,32.7733371,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.92955844 32.773337104)
+573783158,573783158,PUB,EDU1,4297828.09,4297828.09,11.21253906,-79.92936283,32.77416934,450190000000000.0,1,centroid,EDU1,EDU1,POINT (-79.92936283 32.774169335)
+573783175,573783175,RES,RES3A,327754.263,163877.131,9.728631321,-79.93046822,32.77447171,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93046822 32.774471714)
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+573783419,573783419,RES,RES1-2SWB,899667.893,449833.946,7.065387762,-79.92958184,32.77059715,450190000000000.0,1,centroid,RES1-2SWB,RES1-2SWB,POINT (-79.92958184 32.77059715)
+573783425,573783425,RES,RES1-3SWB,615853.155,307926.577,6.638645869,-79.92967987,32.77098975,450190000000000.0,1,centroid,RES1-3SWB,RES1-3SWB,POINT (-79.92967987 32.770989749)
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+573785950,573785950,RES,RES1-2SNB,472439.483,236219.741,9.125092034,-79.93278733,32.7738393,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.93278733 32.773839298)
+573785982,573785982,RES,RES1-3SNB,544883.847,272441.923,10.69242829,-79.93262251,32.77438286,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.93262251 32.77438286)
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+573827727,573827727,PUB,GOV1,1531018.22,1531018.22,11.17279794,-79.93080905,32.77672792,450190000000000.0,1,centroid,GOV1,GOV1,POINT (-79.93080905 32.776727923)
+573827740,573827740,RES,RES3A,210487.941,105243.97,12.13528704,-79.92972682,32.77680666,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92972682 32.776806657)
+573827758,573827758,COM,COM4,414162.244,414162.244,12.28739544,-79.92947989,32.77702812,450190000000000.0,1,centroid,COM4,COM4,POINT (-79.92947989 32.777028121)
+573831699,573831699,RES,RES1-2SNB,195993.925,97996.9627,10.66339723,-79.93245507,32.77518981,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.93245507 32.775189806)
+573831713,573831713,COM,COM4,221441.012,221441.012,10.54490679,-79.93193054,32.7752842,450190000000000.0,1,centroid,COM4,COM4,POINT (-79.93193054 32.775284203)
+573831715,573831715,RES,RES1-2SNB,359315.841,179657.92,10.38239652,-79.93244164,32.77533365,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.93244164 32.775333645)
+574267660,574267660,COM,COM2,411264.761,411264.761,11.4503749,-79.92712901,32.77418197,450190000000000.0,1,centroid,COM2,COM2,POINT (-79.92712901 32.774181965)
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+574488874,574488874,RES,RES3A,480189.335,240094.667,8.900641428,-79.92914469,32.77176507,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92914469 32.77176507)
diff --git a/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/settings.toml b/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/vulnerability/vulnerability_curves.csv b/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..81d37acf
--- /dev/null
+++ b/examples/data/update_max_potential_damage/test_update_max_potential_damage_points/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.08,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11,0.0,0.14,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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+1.0,0.06,0.09,0.03,0.05,0.09,0.11,0.11,0.0,0.11,0.09,0.02,0.05,0.05,0.07,0.1,0.09,0.13,0.1,0.13,0.22,0.1,0.22,0.21,0.12,0.21,0.08,0.14,0.44,0.25,0.25,0.25,0.25,0.25,0.25,0.03,0.07,0.07
+2.0,0.11,0.14,0.05,0.08,0.12,0.16,0.11,0.0,0.12,0.11,0.04,0.07,0.08,0.1,0.12,0.14,0.14,0.14,0.14,0.31,0.11,0.25,0.29,0.14,0.26,0.12,0.2,0.63,0.5,0.5,0.5,0.5,0.5,0.5,0.05,0.1,0.1
+3.0,0.15,0.16,0.06,0.11,0.13,0.22,0.12,0.2,0.13,0.12,0.05,0.09,0.13,0.11,0.15,0.17,0.19,0.18,0.19,0.37,0.11,0.28,0.34,0.18,0.29,0.17,0.25,0.73,0.75,0.75,0.75,0.75,0.75,0.75,0.06,0.14,0.14
+4.0,0.19,0.18,0.07,0.13,0.16,0.28,0.13,0.25,0.14,0.14,0.05,0.09,0.14,0.12,0.19,0.22,0.22,0.22,0.22,0.43,0.12,0.3,0.38,0.2,0.34,0.19,0.31,0.78,1.0,1.0,1.0,1.0,1.0,1.0,0.07,0.15,0.15
+5.0,0.25,0.2,0.08,0.16,0.19,0.35,0.15,0.3,0.16,0.16,0.05,0.1,0.14,0.15,0.22,0.26,0.25,0.26,0.25,0.47,0.12,0.31,0.43,0.22,0.39,0.22,0.36,0.79,1.0,1.0,1.0,1.0,1.0,1.0,0.09,0.15,0.15
+6.0,0.3,0.23,0.1,0.19,0.22,0.38,0.17,0.35,0.17,0.18,0.06,0.11,0.15,0.17,0.26,0.3,0.28,0.34,0.28,0.5,0.13,0.4,0.5,0.24,0.44,0.24,0.38,0.81,1.0,1.0,1.0,1.0,1.0,1.0,0.12,0.16,0.16
+7.0,0.35,0.26,0.13,0.22,0.25,0.41,0.19,0.4,0.18,0.2,0.08,0.13,0.17,0.2,0.3,0.32,0.3,0.41,0.3,0.54,0.14,0.43,0.5,0.26,0.5,0.25,0.41,0.82,1.0,1.0,1.0,1.0,1.0,1.0,0.14,0.18,0.18
+8.0,0.41,0.3,0.17,0.25,0.28,0.44,0.22,0.43,0.2,0.22,0.1,0.15,0.19,0.23,0.35,0.35,0.33,0.42,0.33,0.57,0.14,0.43,0.54,0.3,0.55,0.3,0.44,0.83,1.0,1.0,1.0,1.0,1.0,1.0,0.18,0.2,0.2
+9.0,0.46,0.34,0.21,0.29,0.32,0.47,0.24,0.47,0.22,0.26,0.12,0.17,0.22,0.27,0.39,0.37,0.34,0.42,0.34,0.61,0.15,0.45,0.55,0.34,0.57,0.35,0.48,0.84,1.0,1.0,1.0,1.0,1.0,1.0,0.21,0.23,0.23
+10.0,0.51,0.38,0.25,0.32,0.35,0.5,0.28,0.5,0.24,0.29,0.15,0.2,0.26,0.31,0.42,0.39,0.36,0.45,0.36,0.63,0.17,0.46,0.55,0.38,0.59,0.38,0.5,0.85,1.0,1.0,1.0,1.0,1.0,1.0,0.26,0.26,0.26
+11.0,0.57,0.42,0.3,0.37,0.39,0.54,0.31,0.53,0.27,0.33,0.2,0.24,0.31,0.35,0.48,0.43,0.39,0.47,0.39,0.64,0.19,0.47,0.57,0.39,0.61,0.39,0.52,0.86,1.0,1.0,1.0,1.0,1.0,1.0,0.31,0.3,0.3
+12.0,0.63,0.47,0.35,0.41,0.43,0.57,0.34,0.55,0.3,0.37,0.24,0.28,0.37,0.4,0.5,0.46,0.4,0.49,0.4,0.65,0.24,0.47,0.58,0.4,0.63,0.4,0.54,0.88,1.0,1.0,1.0,1.0,1.0,1.0,0.36,0.34,0.34
+13.0,0.7,0.51,0.41,0.45,0.47,0.59,0.37,0.57,0.34,0.41,0.29,0.33,0.44,0.44,0.51,0.48,0.42,0.5,0.42,0.67,0.3,0.49,0.6,0.42,0.65,0.42,0.56,0.89,1.0,1.0,1.0,1.0,1.0,1.0,0.41,0.38,0.38
+14.0,0.75,0.55,0.47,0.49,0.5,0.62,0.4,0.6,0.37,0.45,0.35,0.39,0.51,0.48,0.53,0.5,0.42,0.5,0.42,0.68,0.38,0.5,0.62,0.43,0.66,0.43,0.57,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.46,0.42,0.42
+15.0,0.79,0.58,0.52,0.52,0.54,0.66,0.44,0.6,0.41,0.5,0.42,0.45,0.59,0.52,0.54,0.51,0.43,0.5,0.43,0.69,0.45,0.5,0.63,0.44,0.68,0.44,0.59,0.91,1.0,1.0,1.0,1.0,1.0,1.0,0.5,0.47,0.47
+16.0,0.82,0.61,0.58,0.55,0.57,0.68,0.48,0.6,0.44,0.53,0.49,0.52,0.65,0.56,0.55,0.54,0.43,0.5,0.43,0.7,0.52,0.5,0.65,0.45,0.69,0.45,0.61,0.92,1.0,1.0,1.0,1.0,1.0,1.0,0.54,0.52,0.52
+17.0,0.84,0.64,0.65,0.58,0.61,0.7,0.51,0.6,0.48,0.57,0.56,0.59,0.7,0.6,0.55,0.55,0.44,0.5,0.44,0.71,0.58,0.51,0.67,0.47,0.71,0.47,0.63,0.94,1.0,1.0,1.0,1.0,1.0,1.0,0.58,0.57,0.57
+18.0,0.87,0.67,0.71,0.61,0.64,0.72,0.55,0.6,0.51,0.6,0.62,0.64,0.74,0.64,0.56,0.57,0.44,0.5,0.44,0.72,0.64,0.51,0.69,0.48,0.72,0.48,0.65,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.62,0.62,0.62
+19.0,0.89,0.69,0.76,0.63,0.68,0.74,0.59,0.6,0.54,0.63,0.68,0.69,0.79,0.68,0.56,0.59,0.44,0.5,0.44,0.73,0.69,0.52,0.7,0.49,0.74,0.49,0.67,0.96,1.0,1.0,1.0,1.0,1.0,1.0,0.66,0.67,0.67
+20.0,0.9,0.71,0.81,0.66,0.71,0.76,0.63,0.6,0.56,0.66,0.74,0.74,0.83,0.72,0.57,0.6,0.44,0.5,0.44,0.74,0.74,0.52,0.72,0.5,0.75,0.5,0.69,0.97,1.0,1.0,1.0,1.0,1.0,1.0,0.7,0.72,0.72
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+22.0,0.93,0.76,0.91,0.7,0.78,0.78,0.71,0.6,0.61,0.73,0.86,0.84,0.91,0.8,0.57,0.63,0.45,0.5,0.45,0.76,0.82,0.53,0.76,0.53,0.79,0.53,0.73,0.99,1.0,1.0,1.0,1.0,1.0,1.0,0.78,0.82,0.82
+23.0,0.95,0.78,0.96,0.71,0.82,0.79,0.75,0.6,0.64,0.76,0.92,0.89,0.95,0.84,0.58,0.65,0.45,0.5,0.45,0.76,0.85,0.54,0.77,0.54,0.8,0.54,0.75,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.82,0.87,0.87
+24.0,0.96,0.8,1.0,0.73,0.85,0.8,0.79,0.6,0.66,0.78,0.98,0.94,0.98,0.88,0.58,0.66,0.45,0.5,0.45,0.77,0.88,0.54,0.79,0.56,0.82,0.56,0.77,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.86,0.92,0.92
diff --git a/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/exposure/building_points.gpkg b/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/exposure/building_points.gpkg
new file mode 100644
index 00000000..581f14e2
Binary files /dev/null and b/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/exposure/building_points.gpkg differ
diff --git a/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/exposure/exposure.csv b/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/exposure/exposure.csv
new file mode 100644
index 00000000..0d50bb9a
--- /dev/null
+++ b/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/exposure/exposure.csv
@@ -0,0 +1,1995 @@
+Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Elevation,X Coordinate,Y Coordinate,Aggregation Label: Census Block,Ground Floor Height,Extraction Method,Damage Function: Structure,Damage Function: Content,geometry,groundfloorheight,maxpotential_content
+574486973,574486973,RES,RES3A,480189.335,240094.667,7.298348065,-79.93682513,32.77688289,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93682513 32.776882893),,
+573783417,573783417,COM,RES4,10000.0,588807.1,8.381748562,-79.93000008,32.77054524,450190000000000.0,1,centroid,RES4,RES4,POINT (-79.93000008 32.770545239),7.0,10000.0
+573783433,573783433,COM,RES4,10000.0,238108.127,7.374183635,-79.92968382,32.7712713,450190000000000.0,1,centroid,RES4,RES4,POINT (-79.92968382 32.771271301),7.0,10000.0
+573785665,573785665,RES,RES1-2SNB,10000.0,165003.71,7.36403129,-79.93179589,32.77336473,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.93179589 32.773364727),10.0,10000.0
+574346729,574346729,RES,RES3A,472285.148,236142.574,10.90203092,-79.93064525,32.77485433,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93064525 32.774854333),,
+574372707,574372707,RES,RES1-3SNB,10000.0,194681.904,6.365223632,-79.93187273,32.77098914,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.93187273 32.770989143),10.0,10000.0
+574372721,574372721,RES,RES3A,10000.0,251962.21,7.12000971,-79.93191719,32.77164194,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93191719 32.771641938),10.0,10000.0
+574476728,574476728,RES,RES1-1SNB,96964.414,48482.207,5.867157192,-79.93241085,32.76996811,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.93241085 32.769968112),,
+574476811,574476811,RES,RES1-1SNB,152049.256,76024.6281,5.867157192,-79.93241085,32.76996811,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.93241085 32.769968112),,
+574486899,574486899,RES,RES3A,480189.335,240094.667,12.33366492,-79.93027436,32.77536076,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93027436 32.775360757),,
+574486932,574486932,RES,RES1-1SNB,177705.21,88852.6051,6.460120566,-79.92998998,32.77314466,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.92998998 32.773144664),,
+573827729,573827729,COM,COM8,37755.4885,37755.4885,11.17279794,-79.93080905,32.77672792,450190000000000.0,1,centroid,COM8,COM8,POINT (-79.93080905 32.776727923),,
+574421669,574421669,RES,RES3A,10000.0,85420.3788,11.52017961,-79.92907633,32.7771126,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92907633 32.777112595),8.0,10000.0
+574488781,574488781,RES,RES1-3SNB,10000.0,187435.541,5.99898202,-79.92578441,32.77724701,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.92578441 32.77724701),5.0,10000.0
+573467745,573467745,RES,RES3A,516183.793,258091.896,5.893531857,-79.92827685,32.77200663,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92827685 32.772006634),,
+573779323,573779323,RES,RES1-2SWB,437207.93,218603.965,6.975060909,-79.92874432,32.77330072,450190000000000.0,1,centroid,RES1-2SWB,RES1-2SWB,POINT (-79.92874432 32.77330072),,
+573779375,573779375,RES,RES1-1SNB,226202.175,113101.087,12.12123537,-79.92780556,32.7743702,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.92780556 32.7743702),,
+573779393,573779393,RES,RES3A,200255.163,100127.581,12.16771917,-79.92811631,32.77473003,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92811631 32.774730033),,
+573779405,573779405,RES,RES1-3SNB,398598.966,199299.483,10.82060957,-79.92862217,32.77481123,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.92862217 32.774811231),,
+573782594,573782594,RES,RES3A,489787.119,244893.559,6.500304423,-79.92975812,32.77311597,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92975812 32.773115965),,
+573782596,573782596,RES,RES3A,675402.418,337701.209,6.887255912,-79.93036119,32.77318439,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.93036119 32.773184386),,
+573782413,573782413,RES,RES3A,437002.054,218501.027,7.119138325,-79.92871845,32.77219172,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92871845 32.772191724),,
+573782415,573782415,RES,RES1-3SNB,10000.0,184714.679,7.403951541,-79.92887994,32.77219043,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.92887994 32.772190428),7.0,10000.0
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+573467727,573467727,COM,RES4,10000.0,341420.064,5.998637455,-79.92868859,32.77061156,450190000000000.0,1,centroid,RES4,RES4,POINT (-79.92868859 32.770611556),7.0,10000.0
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+573467729,573467729,RES,RES3B,10000.0,319717.218,6.184400969,-79.92860345,32.77085682,450190000000000.0,1,centroid,RES3B,RES3B,POINT (-79.92860345 32.770856816),7.0,10000.0
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+573467731,573467731,RES,RES3A,10000.0,212010.861,7.376430152,-79.92924984,32.77110611,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92924984 32.77110611),7.0,10000.0
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+573779311,573779311,RES,RES1-2SNB,217879.449,108939.724,5.791196858,-79.92878222,32.77309016,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.92878222 32.773090161),,
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+574421681,574421681,COM,COM8,10000.0,778149.815,13.54457556,-79.92846361,32.77697303,450190000000000.0,1,centroid,COM8,COM8,POINT (-79.92846361 32.776973025),8.0,10000.0
+574421683,574421683,COM,COM1,10000.0,360197.146,13.54457556,-79.92846361,32.77697303,450190000000000.0,1,centroid,COM1,COM1,POINT (-79.92846361 32.776973025),8.0,10000.0
+574431298,574431298,COM,COM4,10000.0,1338267.91,10.1165989,-79.92646291,32.77728981,450190000000000.0,1,centroid,COM4,COM4,POINT (-79.92646291 32.77728981),5.0,10000.0
+574461065,574461065,RES,RES3A,10000.0,133492.964,12.13528704,-79.9297417,32.77681823,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.9297417 32.776818232),8.0,10000.0
+574461073,574461073,COM,COM4,10000.0,177990.619,12.27511783,-79.92950828,32.77642489,450190000000000.0,1,centroid,COM4,COM4,POINT (-79.92950828 32.776424893),8.0,10000.0
+574461077,574461077,RES,RES3A,10000.0,136830.288,12.4406709,-79.92903083,32.7763684,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92903083 32.776368402),8.0,10000.0
+574461079,574461079,COM,COM4,10000.0,177990.619,12.86096032,-79.92860499,32.77648743,450190000000000.0,1,centroid,COM4,COM4,POINT (-79.92860499 32.776487427),8.0,10000.0
+574488771,574488771,RES,RES1-1SNB,10000.0,111403.033,13.26134397,-79.92896336,32.77597596,450190000000000.0,1,centroid,RES1-1SNB,RES1-1SNB,POINT (-79.92896336 32.775975959),8.0,10000.0
+574488793,574488793,RES,RES1-2SNB,10000.0,108451.83,12.29002837,-79.92736548,32.77640732,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.92736548 32.776407318),5.0,10000.0
+574488804,574488804,RES,RES1-2SNB,10000.0,146263.549,13.21022478,-79.92816916,32.77627743,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.92816916 32.776277427),8.0,10000.0
+574488806,574488806,RES,RES1-3SNB,10000.0,179350.234,13.36457265,-79.92824222,32.77627542,450190000000000.0,1,centroid,RES1-3SNB,RES1-3SNB,POINT (-79.92824222 32.776275418),8.0,10000.0
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+574488851,574488851,RES,RES1-2SNB,10000.0,111448.892,10.150554,-79.92671547,32.7755542,450190000000000.0,1,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.92671547 32.775554202),5.0,10000.0
+574488874,574488874,RES,RES3A,10000.0,240094.667,8.900641428,-79.92914469,32.77176507,450190000000000.0,1,centroid,RES3A,RES3A,POINT (-79.92914469 32.77176507),7.0,10000.0
diff --git a/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/settings.toml b/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/settings.toml
new file mode 100644
index 00000000..c9018a8b
--- /dev/null
+++ b/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/settings.toml
@@ -0,0 +1,22 @@
+[global]
+crs = "epsg:4326"
+
+[output]
+path = "output"
+
+[output.csv]
+name = "output.csv"
+
+[output.geom]
+name1 = "spatial.gpkg"
+
+[vulnerability]
+file = "./vulnerability/vulnerability_curves.csv"
+scale = 0.1
+
+[exposure.csv]
+file = "./exposure/exposure.csv"
+
+[exposure.geom]
+crs = "EPSG:4326"
+file1 = "./exposure/building_points.gpkg"
diff --git a/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/vulnerability/vulnerability_curves.csv b/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/vulnerability/vulnerability_curves.csv
new file mode 100644
index 00000000..81d37acf
--- /dev/null
+++ b/examples/data/update_max_potential_damage/test_update_max_potential_damage_polygons/vulnerability/vulnerability_curves.csv
@@ -0,0 +1,32 @@
+#UNIT=feet
+#METHOD,max,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean,mean
+water depth [feet],AGR1,COM1,COM10,COM2,COM3,COM4,COM5,COM6,COM7,COM8,COM9,EDU1,GOV1,GOV2,IND1,IND2,IND3,IND4,IND5,IND6,REL1,RES1-1SNB,RES1-1SWB,RES1-2SNB,RES1-2SWB,RES1-3SNB,RES1-3SWB,RES2,RES3A,RES3B,RES3C,RES3D,RES3E,RES3F,RES4,RES5,RES6
+-4.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-3.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.04,0.0,0.03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-2.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07,0.0,0.08,0.0,0.06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+-1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11,0.0,0.14,0.0,0.1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.18,0.17,0.11,0.19,0.05,0.12,0.11,0.12,0.12,0.12,0.12,0.12,0.12,0.0,0.0,0.0
+1.0,0.06,0.09,0.03,0.05,0.09,0.11,0.11,0.0,0.11,0.09,0.02,0.05,0.05,0.07,0.1,0.09,0.13,0.1,0.13,0.22,0.1,0.22,0.21,0.12,0.21,0.08,0.14,0.44,0.25,0.25,0.25,0.25,0.25,0.25,0.03,0.07,0.07
+2.0,0.11,0.14,0.05,0.08,0.12,0.16,0.11,0.0,0.12,0.11,0.04,0.07,0.08,0.1,0.12,0.14,0.14,0.14,0.14,0.31,0.11,0.25,0.29,0.14,0.26,0.12,0.2,0.63,0.5,0.5,0.5,0.5,0.5,0.5,0.05,0.1,0.1
+3.0,0.15,0.16,0.06,0.11,0.13,0.22,0.12,0.2,0.13,0.12,0.05,0.09,0.13,0.11,0.15,0.17,0.19,0.18,0.19,0.37,0.11,0.28,0.34,0.18,0.29,0.17,0.25,0.73,0.75,0.75,0.75,0.75,0.75,0.75,0.06,0.14,0.14
+4.0,0.19,0.18,0.07,0.13,0.16,0.28,0.13,0.25,0.14,0.14,0.05,0.09,0.14,0.12,0.19,0.22,0.22,0.22,0.22,0.43,0.12,0.3,0.38,0.2,0.34,0.19,0.31,0.78,1.0,1.0,1.0,1.0,1.0,1.0,0.07,0.15,0.15
+5.0,0.25,0.2,0.08,0.16,0.19,0.35,0.15,0.3,0.16,0.16,0.05,0.1,0.14,0.15,0.22,0.26,0.25,0.26,0.25,0.47,0.12,0.31,0.43,0.22,0.39,0.22,0.36,0.79,1.0,1.0,1.0,1.0,1.0,1.0,0.09,0.15,0.15
+6.0,0.3,0.23,0.1,0.19,0.22,0.38,0.17,0.35,0.17,0.18,0.06,0.11,0.15,0.17,0.26,0.3,0.28,0.34,0.28,0.5,0.13,0.4,0.5,0.24,0.44,0.24,0.38,0.81,1.0,1.0,1.0,1.0,1.0,1.0,0.12,0.16,0.16
+7.0,0.35,0.26,0.13,0.22,0.25,0.41,0.19,0.4,0.18,0.2,0.08,0.13,0.17,0.2,0.3,0.32,0.3,0.41,0.3,0.54,0.14,0.43,0.5,0.26,0.5,0.25,0.41,0.82,1.0,1.0,1.0,1.0,1.0,1.0,0.14,0.18,0.18
+8.0,0.41,0.3,0.17,0.25,0.28,0.44,0.22,0.43,0.2,0.22,0.1,0.15,0.19,0.23,0.35,0.35,0.33,0.42,0.33,0.57,0.14,0.43,0.54,0.3,0.55,0.3,0.44,0.83,1.0,1.0,1.0,1.0,1.0,1.0,0.18,0.2,0.2
+9.0,0.46,0.34,0.21,0.29,0.32,0.47,0.24,0.47,0.22,0.26,0.12,0.17,0.22,0.27,0.39,0.37,0.34,0.42,0.34,0.61,0.15,0.45,0.55,0.34,0.57,0.35,0.48,0.84,1.0,1.0,1.0,1.0,1.0,1.0,0.21,0.23,0.23
+10.0,0.51,0.38,0.25,0.32,0.35,0.5,0.28,0.5,0.24,0.29,0.15,0.2,0.26,0.31,0.42,0.39,0.36,0.45,0.36,0.63,0.17,0.46,0.55,0.38,0.59,0.38,0.5,0.85,1.0,1.0,1.0,1.0,1.0,1.0,0.26,0.26,0.26
+11.0,0.57,0.42,0.3,0.37,0.39,0.54,0.31,0.53,0.27,0.33,0.2,0.24,0.31,0.35,0.48,0.43,0.39,0.47,0.39,0.64,0.19,0.47,0.57,0.39,0.61,0.39,0.52,0.86,1.0,1.0,1.0,1.0,1.0,1.0,0.31,0.3,0.3
+12.0,0.63,0.47,0.35,0.41,0.43,0.57,0.34,0.55,0.3,0.37,0.24,0.28,0.37,0.4,0.5,0.46,0.4,0.49,0.4,0.65,0.24,0.47,0.58,0.4,0.63,0.4,0.54,0.88,1.0,1.0,1.0,1.0,1.0,1.0,0.36,0.34,0.34
+13.0,0.7,0.51,0.41,0.45,0.47,0.59,0.37,0.57,0.34,0.41,0.29,0.33,0.44,0.44,0.51,0.48,0.42,0.5,0.42,0.67,0.3,0.49,0.6,0.42,0.65,0.42,0.56,0.89,1.0,1.0,1.0,1.0,1.0,1.0,0.41,0.38,0.38
+14.0,0.75,0.55,0.47,0.49,0.5,0.62,0.4,0.6,0.37,0.45,0.35,0.39,0.51,0.48,0.53,0.5,0.42,0.5,0.42,0.68,0.38,0.5,0.62,0.43,0.66,0.43,0.57,0.9,1.0,1.0,1.0,1.0,1.0,1.0,0.46,0.42,0.42
+15.0,0.79,0.58,0.52,0.52,0.54,0.66,0.44,0.6,0.41,0.5,0.42,0.45,0.59,0.52,0.54,0.51,0.43,0.5,0.43,0.69,0.45,0.5,0.63,0.44,0.68,0.44,0.59,0.91,1.0,1.0,1.0,1.0,1.0,1.0,0.5,0.47,0.47
+16.0,0.82,0.61,0.58,0.55,0.57,0.68,0.48,0.6,0.44,0.53,0.49,0.52,0.65,0.56,0.55,0.54,0.43,0.5,0.43,0.7,0.52,0.5,0.65,0.45,0.69,0.45,0.61,0.92,1.0,1.0,1.0,1.0,1.0,1.0,0.54,0.52,0.52
+17.0,0.84,0.64,0.65,0.58,0.61,0.7,0.51,0.6,0.48,0.57,0.56,0.59,0.7,0.6,0.55,0.55,0.44,0.5,0.44,0.71,0.58,0.51,0.67,0.47,0.71,0.47,0.63,0.94,1.0,1.0,1.0,1.0,1.0,1.0,0.58,0.57,0.57
+18.0,0.87,0.67,0.71,0.61,0.64,0.72,0.55,0.6,0.51,0.6,0.62,0.64,0.74,0.64,0.56,0.57,0.44,0.5,0.44,0.72,0.64,0.51,0.69,0.48,0.72,0.48,0.65,0.95,1.0,1.0,1.0,1.0,1.0,1.0,0.62,0.62,0.62
+19.0,0.89,0.69,0.76,0.63,0.68,0.74,0.59,0.6,0.54,0.63,0.68,0.69,0.79,0.68,0.56,0.59,0.44,0.5,0.44,0.73,0.69,0.52,0.7,0.49,0.74,0.49,0.67,0.96,1.0,1.0,1.0,1.0,1.0,1.0,0.66,0.67,0.67
+20.0,0.9,0.71,0.81,0.66,0.71,0.76,0.63,0.6,0.56,0.66,0.74,0.74,0.83,0.72,0.57,0.6,0.44,0.5,0.44,0.74,0.74,0.52,0.72,0.5,0.75,0.5,0.69,0.97,1.0,1.0,1.0,1.0,1.0,1.0,0.7,0.72,0.72
+21.0,0.92,0.74,0.86,0.68,0.75,0.77,0.67,0.6,0.59,0.69,0.8,0.79,0.87,0.76,0.57,0.62,0.44,0.5,0.44,0.75,0.78,0.53,0.74,0.52,0.77,0.52,0.71,0.98,1.0,1.0,1.0,1.0,1.0,1.0,0.74,0.77,0.77
+22.0,0.93,0.76,0.91,0.7,0.78,0.78,0.71,0.6,0.61,0.73,0.86,0.84,0.91,0.8,0.57,0.63,0.45,0.5,0.45,0.76,0.82,0.53,0.76,0.53,0.79,0.53,0.73,0.99,1.0,1.0,1.0,1.0,1.0,1.0,0.78,0.82,0.82
+23.0,0.95,0.78,0.96,0.71,0.82,0.79,0.75,0.6,0.64,0.76,0.92,0.89,0.95,0.84,0.58,0.65,0.45,0.5,0.45,0.76,0.85,0.54,0.77,0.54,0.8,0.54,0.75,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.82,0.87,0.87
+24.0,0.96,0.8,1.0,0.73,0.85,0.8,0.79,0.6,0.66,0.78,0.98,0.94,0.98,0.88,0.58,0.66,0.45,0.5,0.45,0.77,0.88,0.54,0.79,0.56,0.82,0.56,0.77,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.86,0.92,0.92
diff --git a/hydromt_fiat/data/new_composite_areas/new_development_area_test.gpkg b/hydromt_fiat/data/new_composite_areas/new_development_area_test.gpkg
new file mode 100644
index 00000000..dc9519cb
Binary files /dev/null and b/hydromt_fiat/data/new_composite_areas/new_development_area_test.gpkg differ
diff --git a/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.cpg b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.cpg
new file mode 100644
index 00000000..3ad133c0
--- /dev/null
+++ b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.cpg
@@ -0,0 +1 @@
+UTF-8
\ No newline at end of file
diff --git a/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.dbf b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.dbf
new file mode 100644
index 00000000..ce5d81d9
Binary files /dev/null and b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.dbf differ
diff --git a/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.prj b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.prj
new file mode 100644
index 00000000..f45cbadf
--- /dev/null
+++ b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.prj
@@ -0,0 +1 @@
+GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137.0,298.257223563]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]]
\ No newline at end of file
diff --git a/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.qix b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.qix
new file mode 100644
index 00000000..54c17c12
Binary files /dev/null and b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.qix differ
diff --git a/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.shp b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.shp
new file mode 100644
index 00000000..89f3e873
Binary files /dev/null and b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.shp differ
diff --git a/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.shx b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.shx
new file mode 100644
index 00000000..33153795
Binary files /dev/null and b/hydromt_fiat/data/new_composite_areas/reference_groundHeight_test.shx differ
diff --git a/hydromt_fiat/fiat.py b/hydromt_fiat/fiat.py
index f811418b..b16abff5 100644
--- a/hydromt_fiat/fiat.py
+++ b/hydromt_fiat/fiat.py
@@ -284,6 +284,7 @@ def setup_exposure_buildings(
extraction_method: str = "centroid",
damage_types: List[str] = ["structure", "content"],
country: Union[str, None] = None,
+ ground_elevation_file: Union[int, float, str, Path, None] = None,
) -> None:
"""Setup building exposure (vector) data for Delft-FIAT.
@@ -323,8 +324,12 @@ def setup_exposure_buildings(
# The source for the asset locations, occupancy type and maximum potential
# damage is the same, use one source to create the exposure data.
self.exposure.setup_buildings_from_single_source(
- asset_locations, ground_floor_height, extraction_method
+ asset_locations,
+ ground_floor_height,
+ extraction_method,
+ ground_elevation_file=ground_elevation_file,
)
+
else:
# The source for the asset locations, occupancy type and maximum potential
# damage is different, use three sources to create the exposure data.
@@ -337,6 +342,7 @@ def setup_exposure_buildings(
occupancy_type_field,
damage_types=damage_types,
country=country,
+ ground_elevation_file=ground_elevation_file,
)
# Link the damage functions to assets
diff --git a/hydromt_fiat/workflows/exposure_vector.py b/hydromt_fiat/workflows/exposure_vector.py
index d4d08429..080acdba 100644
--- a/hydromt_fiat/workflows/exposure_vector.py
+++ b/hydromt_fiat/workflows/exposure_vector.py
@@ -1,4 +1,5 @@
import json
+import rasterio
import logging
from pathlib import Path
from typing import Any, List, Optional, Union
@@ -28,11 +29,13 @@
sjoin_largest_area,
get_crs_str_from_gdf,
join_spatial_data,
+ ground_elevation_from_dem,
)
from hydromt_fiat.workflows.roads import get_max_potential_damage_roads
-
-
+from rasterio.features import rasterize
+from xrspatial import zonal_stats
+import xarray as xr
class ExposureVector(Exposure):
_REQUIRED_COLUMNS = ["Object ID", "Extraction Method", "Ground Floor Height"]
@@ -122,6 +125,7 @@ def setup_buildings_from_single_source(
source: Union[str, Path],
ground_floor_height: Union[int, float, str, Path, None],
extraction_method: str,
+ ground_elevation_file: Union[int, float, str, Path, None] = None,
) -> None:
"""Set up asset locations and other available data from a single source.
@@ -195,7 +199,12 @@ def setup_buildings_from_single_source(
# Set the name to the geom_names
self.set_geom_names("buildings")
-
+
+ # Set the ground floor height if not yet set
+ #TODO: Check a better way to access to to the geometries, self.empousure_geoms is a list an not a geodataframe
+ if ground_elevation_file is not None:
+ self.setup_ground_elevation(ground_elevation_file, self.exposure_db, gpd.GeoDataFrame(self.exposure_db[["Object ID", "geometry"]]))
+
# Remove the geometry column from the exposure_db
if "geometry" in self.exposure_db:
del self.exposure_db["geometry"]
@@ -258,6 +267,7 @@ def setup_buildings_from_multiple_sources(
occupancy_type_field: Union[str, None] = None,
damage_types: Union[List[str], None] = None,
country: Union[str, None] = None,
+ ground_elevation_file: Union[int, float, str, Path, None] = None,
):
self.logger.info("Setting up exposure data from multiple sources...")
self.setup_asset_locations(asset_locations)
@@ -265,6 +275,7 @@ def setup_buildings_from_multiple_sources(
self.setup_max_potential_damage(max_potential_damage, damage_types, country)
self.setup_ground_floor_height(ground_floor_height)
self.setup_extraction_method(extraction_method)
+ self.setup_ground_elevation(ground_elevation_file, self.exposure_db, self.get_full_gdf(self.exposure_db))
def setup_asset_locations(self, asset_locations: str) -> None:
"""Set up the asset locations (points or polygons).
@@ -538,52 +549,57 @@ def setup_ground_floor_height(
def setup_max_potential_damage(
self,
- max_potential_damage: Union[List[float], float],
- damage_types: Union[List[str], str, None] = None,
- country: Union[str, None] = None,
- ):
- if max_potential_damage == "jrc_damage_values":
- damage_source = self.data_catalog.get_dataframe(max_potential_damage)
- if country is None:
- country = "World"
- self.logger.warning(
- f"No country specified, using the '{country}' JRC damage values."
+ max_potential_damage: Union[int, float, str, Path, List[str], List[Path], pd.DataFrame]=None,
+ target_attribute: Union[str, List[str], None] = None,
+ attr_name: Union[str, List[str], None] = None,
+ method: Union[str, List[str], None] = "nearest",
+ max_dist: float = 10,
+ ) -> None:
+
+ if isinstance(max_potential_damage, pd.DataFrame
+ ):
+ self.update_max_potential_damage(
+ updated_max_potential_damages=max_potential_damage
)
+ elif isinstance(max_potential_damage, int) or isinstance(
+ max_potential_damage, float
+ ):
+ # modify the column manually
+ #self.exposure_db[target_attribute] = max_potential_damage
+ NotImplemented
- damage_values = preprocess_jrc_damage_values(damage_source, country)
-
- elif max_potential_damage == "hazus_max_potential_damages":
- damage_source = self.data_catalog.get_dataframe(max_potential_damage)
- damage_values = preprocess_hazus_damage_values(damage_source)
- else:
+ elif isinstance(max_potential_damage, str) or isinstance(
+ max_potential_damage, Path
+ ):
+ # A single file is used to assign the ground floor height to the assets
+ gfh = self.data_catalog.get_geodataframe(max_potential_damage)
+ gdf = self.get_full_gdf(self.exposure_db)
+ gdf = join_spatial_data(gdf, gfh, attr_name, method, max_dist, self.logger)
+ self.exposure_db = self._set_values_from_other_column(
+ gdf, target_attribute, attr_name
+ )
+ elif isinstance(max_potential_damage, list):
+ # Multiple files are used to assign the ground floor height to the assets
NotImplemented
- # TODO: Implement other ways of setting the max potential damage, e.g. from a
- # vector file or from a table.
-
- # Calculate the area of each object
- gdf = self.get_full_gdf(self.exposure_db)[["Primary Object Type", "geometry"]]
- gdf = get_area(gdf)
+
- # Set the damage values to the exposure data
- if damage_types is None:
- damage_types = ["total"]
+ def setup_ground_elevation(
+ self,
+ ground_elevation: Union[int, float, None, str, Path, List[str], List[Path]],
+ exposure_db: pd.DataFrame,
+ exposure_geoms: gpd.GeoDataFrame,
+ ) -> None:
- for damage_type in damage_types:
- # Calculate the maximum potential damage for each object and per damage type
- try:
- self.exposure_db[
- f"Max Potential Damage: {damage_type.capitalize()}"
- ] = [
- damage_values[building_type][damage_type.lower()] * square_meters
- for building_type, square_meters in zip(
- gdf["Primary Object Type"], gdf["area"]
- )
- ]
- except KeyError as e:
- self.logger.warning(
- f"Not found in the {max_potential_damage} damage "
- f"value data: {e}"
- )
+ if ground_elevation:
+ ground_elevation_from_dem(
+ ground_elevation=ground_elevation,
+ exposure_db=exposure_db,
+ exposure_geoms=exposure_geoms,
+ )
+
+ else:
+ print('Ground elevation is not recognized by the setup_ground_elevation function\n Ground elevation will be set to 0')
+ exposure_db['Ground Elevation'] = 0
def update_max_potential_damage(
self, updated_max_potential_damages: pd.DataFrame
@@ -805,6 +821,7 @@ def setup_new_composite_areas(
elevation_reference: str,
path_ref: str = None,
attr_ref: str = None,
+ ground_elevation: Union[int, float, None, str, Path, List[str], List[Path]]=None,
) -> None:
"""Adds one or multiple (polygon) areas to the exposure database with
a composite damage function and a percentage of the total damage.
@@ -844,7 +861,7 @@ def setup_new_composite_areas(
percent_growth = float(percent_growth) / 100
geom_file = Path(geom_file)
- assert geom_file.is_file()
+ assert geom_file.is_file() f"File {str(geom_file)} is missing, cannot set up a new composite area."
# Calculate the total damages for the new object, for the indicated damage types
new_object_damages = self.calculate_damages_new_exposure_object(
@@ -966,6 +983,9 @@ def setup_new_composite_areas(
self.crs,
)
+ # Adding elevation data into the new objects
+ self.setup_ground_elevation(ground_elevation,new_objects,_new_exposure_geoms)
+
# Update the exposure_db
self.exposure_db = pd.concat([self.exposure_db, new_objects]).reset_index(
drop=True
diff --git a/hydromt_fiat/workflows/gis.py b/hydromt_fiat/workflows/gis.py
index 26eb85ae..3411bfab 100644
--- a/hydromt_fiat/workflows/gis.py
+++ b/hydromt_fiat/workflows/gis.py
@@ -1,7 +1,14 @@
import geopandas as gpd
from hydromt.gis_utils import utm_crs, nearest_merge
-from typing import List
+from typing import List, Union
import logging
+import rasterio
+from rasterio.features import rasterize
+from xrspatial import zonal_stats
+import pandas as pd
+import numpy as np
+import xarray as xr
+from pathlib import Path
def get_area(gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame:
@@ -229,3 +236,48 @@ def join_spatial_data(
raise NotImplementedError(f"Join method {method} is not implemented")
return gdf
+
+
+def ground_elevation_from_dem(
+ ground_elevation: Union[int, float, None, str, Path, List[str], List[Path]],
+ exposure_db: pd.DataFrame,
+ exposure_geoms: gpd.GeoDataFrame,
+) -> None:
+
+ # This function was developed by Willem https://github.com/interTwin-eu/DT-flood/blob/DemonstrationNotebooks/Notebooks/SetupFIAT.ipynb
+ #TODO: Find equivalent functions in hydromt
+ # Read in the DEM
+ dem = rasterio.open(ground_elevation)
+ # gdf = self.get_full_gdf(exposure_db)
+ gdf = exposure_geoms.to_crs(dem.crs.data)
+ # Create a list of geometries plus a label for rasterize
+ # The labels start at 1 since the label 0 is reserved for everything not in a geometry
+ # The order of each tuple is (geometry,label)
+ shapes = list(enumerate(gdf['geometry'].values))
+ shapes = [(t[1],t[0]+1) for t in shapes]
+
+ rasterized = rasterize(
+ shapes=shapes,
+ out_shape=dem.shape,
+ transform=dem.transform,
+ all_touched=True
+ )
+ # zonal_stats needs xarrays as input
+ rasterized = xr.DataArray(rasterized)
+
+ # Calculate the zonal statistics
+ zonal_out = zonal_stats(rasterized,xr.DataArray(dem.read(1)),
+ stats_funcs=['mean'],
+ nodata_values=np.nan)
+
+ # The zero label is for pixels not in a geometry so we discard them
+ zonal_out = zonal_out.drop(0)
+
+ # Array storing the zonal means
+ # Store the calculated means at index corresponding to their label
+ zonal_means = np.full(len(shapes),np.nan)
+ zonal_means[[zonal_out['zone'].values-1]] = zonal_out['mean'].values
+
+ # # Add Ground Elevation column and get rid of nans in the appropriate way
+ exposure_db['Ground Elevation'] = zonal_means
+ exposure_db['Ground Elevation'].bfill(inplace=True)
diff --git a/pyproject.toml b/pyproject.toml
index 117e1efb..e7d5c5e6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,7 +26,8 @@ dependencies = [
"pydantic==1.10.9",
"osmnx",
"census",
- "us"
+ "us",
+ "xarray-spatial"
]
readme = "README.rst"
classifiers = [
diff --git a/tests/test_ground_elevation.py b/tests/test_ground_elevation.py
new file mode 100644
index 00000000..f437218a
--- /dev/null
+++ b/tests/test_ground_elevation.py
@@ -0,0 +1,76 @@
+from hydromt_fiat.fiat import FiatModel
+from hydromt.log import setuplog
+from pathlib import Path
+import numpy as np
+import pytest
+import shutil
+import copy
+import rasterio
+import numpy as np
+
+
+EXAMPLEDIR = Path().absolute() / "examples" / "data" / "update_ground_elevation"
+DATADIR = Path().absolute() / "hydromt_fiat" / "data"
+DATADIR = Path(
+ "P:/11207949-dhs-phaseii-floodadapt/FloodAdapt/Test_data/Database_env_fix/static/dem"
+)
+
+_cases = {
+ "update_ground_elevation_with_dem": {
+ "dir": "fiat_model",
+ "new_root": EXAMPLEDIR / "test_update_ground_elevation",
+ "ground_elevation_file": DATADIR
+ / "charleston_14m.tif",
+ },
+}
+
+
+@pytest.mark.parametrize("case", list(_cases.keys()))
+def test_ground_elevation(case):
+ # Read model in examples folder.
+ root = EXAMPLEDIR.joinpath(_cases[case]["dir"])
+ logger = setuplog("hydromt_fiat", log_level=10)
+
+ fm = FiatModel(
+ root=root, mode="r", logger=logger
+ )
+
+ fm.read()
+
+ original_exposure = copy.deepcopy(fm.exposure.exposure_db)
+ unique_ge_original = original_exposure["Ground Elevation"].unique()
+
+ fm.exposure.setup_ground_elevation(
+ _cases[case]["ground_elevation_file"],
+ fm.exposure.exposure_db,
+ fm.exposure.get_full_gdf(fm.exposure.exposure_db),
+ )
+
+ # Remove the new root folder if it already exists
+ if _cases[case]["new_root"].exists():
+ shutil.rmtree(_cases[case]["new_root"])
+
+ # Set the new root and write the model
+ fm.set_root(_cases[case]["new_root"])
+ fm.write()
+
+ # Check the values are updated. This will only work if the original data has "Ground Elevation" column
+ unique_ge_new = fm.exposure.exposure_db["Ground Elevation"].unique()
+ assert not np.array_equal(unique_ge_original, unique_ge_new), "The Ground Elevation is the same"
+
+ # Check if the updated values are not null
+ not_null_values = fm.exposure.exposure_db["Ground Elevation"].notnull()
+ assert not_null_values.all(), "Warning: There are null values in 'Ground Elevation' column."
+
+ # Check if the calculated values are within the maximun and minimun value of the original daster file. This function could be used to calculate
+ # Ground Elevation itself in case the ground_elevation_from_dem() function in gis.py is not accurate enough
+ raster_file_path = _cases[case]["ground_elevation_file"]
+ with rasterio.open(raster_file_path) as src:
+ nodata_value = src.nodatavals[0]
+ raster_data = src.read(1)
+ valid_values = raster_data[raster_data != nodata_value]
+ #mean_value_excluding_nodata = np.nanmean(valid_values)
+ max_value_excluding_nodata = np.nanmax(valid_values)
+ min_value_excluding_nodata = np.nanmin(valid_values)
+ valid_values = (fm.exposure.exposure_db["Ground Elevation"] >= min_value_excluding_nodata) & (fm.exposure.exposure_db["Ground Elevation"] <= max_value_excluding_nodata)
+ assert valid_values.all(), "The Ground Elevation is beyond the maximun and minimun values of the provided DEM"
diff --git a/tests/test_integrations_hazard.py b/tests/test_integrations_hazard.py
index 72d931cf..2d32b87b 100644
--- a/tests/test_integrations_hazard.py
+++ b/tests/test_integrations_hazard.py
@@ -3,14 +3,61 @@
from pathlib import Path
import pytest
import shutil
+import geopandas as gpd
EXAMPLEDIR = Path(
"P:/11207949-dhs-phaseii-floodadapt/Model-builder/Delft-FIAT/local_test_database"
)
+_region = {
+ "type": "FeatureCollection",
+ "features": [
+ {
+ "type": "Feature",
+ "properties": {},
+ "geometry": {
+ "coordinates": [
+ [
+ [ 171.090746817905512, 7.121358418747697 ],
+ [ 171.217560473873988, 7.123661889257901 ],
+ [ 171.217560473873988, 7.123661889257901 ],
+ [ 171.216525686221701, 7.063008661686558 ],
+ [ 171.092077237014792, 7.063384936479417 ],
+ [ 171.090746817905512, 7.121358418747697 ],
+ ]
+ ],
+ "type": "Polygon",
+ },
+ }
+ ],
+}
+
+_region_charleston = {
+ "type": "FeatureCollection",
+ "features": [
+ {
+ "type": "Feature",
+ "properties": {},
+ "geometry": {
+ "coordinates": [
+ [
+ [ -80.028357024435763, 32.84613574478697 ],
+ [ -79.863521617196227, 32.833781113480647 ],
+ [ -79.854779619756741, 32.734963735677987 ],
+ [ -80.026105579065501, 32.739367988104483 ],
+ [ -80.028357024435763, 32.84613574478697 ],
+ ]
+ ],
+ "type": "Polygon",
+ },
+ }
+ ],
+}
+
+
_cases = {
"event_map": {
- "data_catalogue": EXAMPLEDIR / "fiat_catalog.yml",
+ "region": _region_charleston,
"dir": "test_event_map",
"configuration": {
"setup_hazard": {
@@ -27,7 +74,7 @@
}
},
"risk_map": {
- "data_catalogue": EXAMPLEDIR / "fiat_catalog.yml",
+ "region": _region_charleston,
"dir": "test_risk_map",
"configuration": {
"setup_hazard": {
@@ -48,7 +95,7 @@
},
"event_map_geotiffs": {
- "data_catalogue": EXAMPLEDIR / "fiat_catalog.yml",
+ "region": _region,
"dir": "test_event_map_geotiffs",
"configuration": {
"setup_hazard": {
@@ -66,7 +113,7 @@
},
"risk_map_geotiffs": {
- "data_catalogue": EXAMPLEDIR / "fiat_catalog.yml",
+ "region": _region,
"dir": "test_risk_map_geotiffs",
"configuration": {
"setup_hazard": {
@@ -86,7 +133,7 @@
},
"event_map_geotiff2": {
- "data_catalogue": EXAMPLEDIR / "fiat_catalog.yml",
+ "region": _region_charleston,
"dir": "test_event_map_geotiff2",
"configuration": {
"setup_hazard": {
@@ -104,7 +151,7 @@
},
"risk_map_geotiff2": {
- "data_catalogue": EXAMPLEDIR / "fiat_catalog.yml",
+ "region": _region_charleston,
"dir": "test_risk_map_geotiff2",
"configuration": {
"setup_hazard": {
@@ -133,10 +180,9 @@ def test_hazard(case):
shutil.rmtree(root)
logger = setuplog("hydromt_fiat", log_level=10)
- data_catalog_yml = str(_cases[case]["data_catalogue"])
- fm = FiatModel(root=root, mode="w", data_libs=[data_catalog_yml], logger=logger)
- region = fm.data_catalog.get_geodataframe("region", variables=None)
+ fm = FiatModel(root=root, mode="w", logger=logger)
+ region = gpd.GeoDataFrame.from_features(_cases[case]["region"], crs=4326)
fm.build(region={"geom": region}, opt=_cases[case]["configuration"])
fm.write()
diff --git a/tests/test_setup_new_composite_areas_ground_elevation.py b/tests/test_setup_new_composite_areas_ground_elevation.py
new file mode 100644
index 00000000..d6c1c67c
--- /dev/null
+++ b/tests/test_setup_new_composite_areas_ground_elevation.py
@@ -0,0 +1,89 @@
+from hydromt_fiat.fiat import FiatModel
+from hydromt.log import setuplog
+from pathlib import Path
+import pytest
+import shutil
+import pandas as pd
+
+EXAMPLEDIR = Path(
+ "P:/11207949-dhs-phaseii-floodadapt/Model-builder/Delft-FIAT/local_test_database"
+)
+
+EXAMPLEDIR = Path().absolute() / "examples" / "data" / "setup_new_composite_area"
+DATADIR = Path().absolute() / "hydromt_fiat" / "data"
+DATADIRDEM = Path(
+ "P:/11207949-dhs-phaseii-floodadapt/FloodAdapt/Test_data/Database_env_fix/static/dem"
+)
+
+_cases = {
+ "setup_new_composite_area_datum": {
+ "dir": "test_read",
+ "new_root": EXAMPLEDIR / "test_setup_new_composite_area_datum",
+ "composite_areas": DATADIR / "new_composite_areas" / "new_development_area_test.gpkg",
+ "type": "datum",
+ "path_ref": None,
+ "attr_ref": None,
+ "ground_elevation_file": DATADIRDEM
+ / "charleston_14m.tif",
+ },
+ "setup_new_composite_area_geom": {
+ "dir": "test_read",
+ "new_root": EXAMPLEDIR / "test_setup_new_composite_area_geom",
+ "composite_areas": DATADIR / "new_composite_areas" / "new_development_area_test.gpkg",
+ "type": "geom",
+ "path_ref": DATADIR / "new_composite_areas" / "reference_groundHeight_test.shp",
+ "attr_ref": "bfe",
+ "ground_elevation_file": DATADIRDEM
+ / "charleston_14m.tif",
+ },
+ "setup_new_composite_area_elevation": {
+ "dir": "test_read",
+ "new_root": EXAMPLEDIR / "test_setup_new_composite_area_elevation",
+ "composite_areas": DATADIR / "new_composite_areas" / "new_development_area_test.gpkg",
+ "type": "datum",
+ "path_ref": None,
+ "attr_ref": None,
+ "ground_elevation_file": DATADIRDEM
+ / "charleston_14m.tif",
+ },
+}
+
+@pytest.mark.parametrize("case", list(_cases.keys()))
+def test_setup_new_composite_areas_ground_elevation(case):
+ # Read model in examples folder.
+ root = EXAMPLEDIR.joinpath(_cases[case]["dir"])
+ logger = setuplog("hydromt_fiat", log_level=10)
+
+ fm = FiatModel(root=root, mode="r", logger=logger)
+ fm.read()
+
+ # store original exposure
+ exposure_original = fm.exposure.exposure_db
+
+ fm.exposure.setup_new_composite_areas(
+ percent_growth=10,
+ geom_file=str(_cases[case]["composite_areas"]),
+ ground_floor_height=2,
+ damage_types=["Structure", "Content"],
+ vulnerability=fm.vulnerability,
+ elevation_reference=_cases[case]["type"],
+ path_ref=_cases[case]["path_ref"],
+ attr_ref=_cases[case]["attr_ref"],
+ ground_elevation=_cases[case]["ground_elevation_file"],
+ )
+
+ if _cases[case]["new_root"].exists():
+ shutil.rmtree(_cases[case]["new_root"])
+
+ fm.set_root(_cases[case]["new_root"])
+ fm.write()
+
+ # read modified exposure
+ exposure_modified = pd.read_csv(
+ _cases[case]["new_root"] / "exposure" / "exposure.csv"
+ )
+
+ exposure_modified = fm.exposure.exposure_db
+
+ # check if the new development area was added
+ assert len(exposure_modified) > len(exposure_original), 'The composite areas were not added'
diff --git a/tests/test_update_max_potential_damage_user_data.py b/tests/test_update_max_potential_damage_user_data.py
new file mode 100644
index 00000000..15a3ed0b
--- /dev/null
+++ b/tests/test_update_max_potential_damage_user_data.py
@@ -0,0 +1,73 @@
+from hydromt_fiat.fiat import FiatModel
+from hydromt.log import setuplog
+from pathlib import Path
+import pytest
+import shutil
+import copy
+import numpy as np
+
+
+EXAMPLEDIR = Path().absolute() / "examples" / "data" / "update_max_potential_damage"
+DATADIR = Path().absolute() / "hydromt_fiat" / "data"
+
+_cases = {
+ "update_max_potential_damage_with_points": {
+ "dir": "fiat_model",
+ "new_root": EXAMPLEDIR / "test_update_max_potential_damage_points",
+ "data_catalog": DATADIR / "hydromt_fiat_catalog_USA.yml",
+ "max_potential_damage_file": EXAMPLEDIR
+ / "fake_max_potential_damage_points.gpkg",
+ "target_attribute": "Max Potential Damage: Content",
+ "attribute": "maxpotential_content",
+ "method": "nearest",
+ "max_dist": 50,
+ },
+ "update_max_potential_damage_with_polygons": {
+ "dir": "fiat_model",
+ "new_root": EXAMPLEDIR / "test_update_max_potential_damage_polygons",
+ "data_catalog": DATADIR / "hydromt_fiat_catalog_USA.yml",
+ "max_potential_damage_file": EXAMPLEDIR
+ / "fake_max_potential_damage_polygons.gpkg",
+ "target_attribute": "Max Potential Damage: Structure",
+ "attribute": "maxpotential_structure",
+ "method": "intersection",
+ "max_dist": None,
+ },
+}
+
+@pytest.mark.parametrize("case", list(_cases.keys()))
+def test_update_max_potential_damage(case):
+ # Read model in examples folder.
+ root = EXAMPLEDIR.joinpath(_cases[case]["dir"])
+ logger = setuplog("hydromt_fiat", log_level=10)
+
+ fm = FiatModel(
+ root=root, mode="r", data_libs=[_cases[case]["data_catalog"]], logger=logger
+ )
+ fm.read()
+
+ target_column = _cases[case]["target_attribute"]
+
+ original_exposure = copy.deepcopy(fm.exposure.exposure_db)
+ unique_mp_original = original_exposure[target_column].unique()
+
+ fm.exposure.setup_max_potential_damage(
+ _cases[case]["max_potential_damage_file"],
+ _cases[case]["target_attribute"],
+ _cases[case]["attribute"],
+ _cases[case]["method"],
+ _cases[case]["max_dist"]
+ )
+
+ # Remove the new root folder if it already exists
+ if _cases[case]["new_root"].exists():
+ shutil.rmtree(_cases[case]["new_root"])
+
+ # Set the new root and write the model
+ fm.set_root(_cases[case]["new_root"])
+ fm.write()
+
+ # Check if the new maximun potential damage is different from the original one
+ unique_mp_new = fm.exposure.exposure_db[target_column].unique()
+ assert not np.array_equal(unique_mp_original, unique_mp_new), "The maximun potential damage is the same"
+
diff --git a/tests/test_vulnerability_expousure_with_user_dem_data.py b/tests/test_vulnerability_expousure_with_user_dem_data.py
new file mode 100644
index 00000000..ec3436f9
--- /dev/null
+++ b/tests/test_vulnerability_expousure_with_user_dem_data.py
@@ -0,0 +1,114 @@
+from hydromt_fiat.fiat import FiatModel
+from hydromt.log import setuplog
+from pathlib import Path
+import pytest
+import shutil
+import geopandas as gpd
+import rasterio
+import numpy as np
+
+EXAMPLEDIR = Path(
+ "P:/11207949-dhs-phaseii-floodadapt/Model-builder/Delft-FIAT/local_test_database"
+)
+EXAMPLEDIR = Path().absolute() / "examples" / "data" / "setup_exposure_buildings_with_dem_data"
+DATADIR = Path().absolute() / "hydromt_fiat" / "data"
+DATADIRDEM = Path(
+ "P:/11207949-dhs-phaseii-floodadapt/FloodAdapt/Test_data/Database_env_fix/static/dem"
+)
+
+_region = {
+ "type": "FeatureCollection",
+ "features": [
+ {
+ "type": "Feature",
+ "properties": {},
+ "geometry": {
+ "coordinates": [
+ [
+ [-79.92169686568795, 32.768208904171374],
+ [-79.92169686568795, 32.77745096033627],
+ [-79.94881762529997, 32.77745096033627],
+ [-79.94881762529997, 32.768208904171374],
+ [-79.92169686568795, 32.768208904171374],
+ ]
+ ],
+ "type": "Polygon",
+ },
+ }
+ ],
+}
+_cases = {
+ "vulnerability_and_exposure_NSI_dem_data": {
+ "data_catalogue": DATADIR / "hydromt_fiat_catalog_USA.yml",
+ "dir": "test_vulnerability_and_exposure_NSI_with_dem_data",
+ "configuration": {
+ "setup_global_settings": {"crs": "epsg:4326"},
+ "setup_output": {
+ "output_dir": "output",
+ "output_csv_name": "output.csv",
+ "output_vector_name": "spatial.gpkg",
+ },
+ "setup_vulnerability": {
+ "vulnerability_fn": "default_vulnerability_curves",
+ "vulnerability_identifiers_and_linking_fn": "default_hazus_iwr_linking",
+ "functions_mean": "default",
+ "functions_max": ["AGR1"],
+ "unit": "feet",
+ "step_size": 0.1,
+ },
+ "setup_exposure_buildings": {
+ "asset_locations": "NSI",
+ "occupancy_type": "NSI",
+ "max_potential_damage": "NSI",
+ "damage_types": ["structure", "content"],
+ "ground_floor_height": "NSI",
+ "ground_elevation_file": DATADIRDEM
+ / "charleston_14m.tif",
+ "unit": "ft",
+ },
+ },
+ "region": _region,
+ },
+
+}
+
+
+@pytest.mark.parametrize("case", list(_cases.keys()))
+def test_vulnerability_exposure_NSI_dem_data(case):
+ # Read model in examples folder.
+ root = EXAMPLEDIR.joinpath(_cases[case]["dir"])
+ if root.exists():
+ shutil.rmtree(root)
+
+ logger = setuplog("hydromt_fiat", log_level=10)
+ data_catalog_yml = str(_cases[case]["data_catalogue"])
+
+ fm = FiatModel(
+ root=root,
+ mode="w",
+ data_libs=[data_catalog_yml],
+ logger=logger
+ )
+
+ region = gpd.GeoDataFrame.from_features(_cases[case]["region"], crs=4326)
+ fm.build(region={"geom": region}, opt=_cases[case]["configuration"])
+ fm.write()
+
+ # Check if the updated values are not null
+ not_null_values = fm.exposure.exposure_db["Ground Elevation"].notnull()
+ assert not_null_values.all(), "Warning: There are null values in 'Ground Elevation' column."
+
+
+ # Check if the calculated values are within the maximun and minimun value of the original daster file. This function could be used to calculate
+ # Ground Elevation itself in case the ground_elevation_from_dem() function in gis.py is not accurate enough
+ raster_file_path = _cases[case]["configuration"]["setup_exposure_buildings"]["ground_elevation_file"]
+ with rasterio.open(raster_file_path) as src:
+ nodata_value = src.nodatavals[0]
+ raster_data = src.read(1)
+ valid_values = raster_data[raster_data != nodata_value]
+ #mean_value_excluding_nodata = np.nanmean(valid_values)
+ max_value_excluding_nodata = np.nanmax(valid_values)
+ min_value_excluding_nodata = np.nanmin(valid_values)
+ valid_values = (fm.exposure.exposure_db["Ground Elevation"] >= min_value_excluding_nodata) & (fm.exposure.exposure_db["Ground Elevation"] <= max_value_excluding_nodata)
+ assert valid_values.all(), "The Ground Elevation is beyond the maximun and minimun values of the provided DEM"
+