diff --git a/.gitignore b/.gitignore index 7e3a8fb7..fd789ede 100644 --- a/.gitignore +++ b/.gitignore @@ -121,5 +121,7 @@ venv.bak/ cache /examples/FIAT_database hydromt_fiat/data/damage_functions/flooding/AllDDF_HAZUS_fractions.xlsx +examples/data/update_ground_floor_height/test_update_ground_floor_height_points +examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons examples/data/building_footprints/fiat_model_bfs examples/data/aggregation_zones/output \ No newline at end of file diff --git a/examples/data/hydromt_fiat_catalog_USA.yml b/examples/data/hydromt_fiat_catalog_USA.yml new file mode 100644 index 00000000..38ebb75e --- /dev/null +++ b/examples/data/hydromt_fiat_catalog_USA.yml @@ -0,0 +1,45 @@ + +NSI: + path: "https://nsi.sec.usace.army.mil/nsiapi/structures?fmt=fc" + data_type: GeoDataFrame + driver: vector + crs: 4326 + translation_fn: "attribute_linking/NSI_attributes_to_FIAT.json" + meta: + category: exposure + +default_vulnerability_curves: + path: damage_functions/flooding/Hazus_IWR_curves.csv + data_type: DataFrame + driver: csv + meta: + category: vulnerability + source: HAZUS SQL database, USACE-IWR and FEMA expert elicitation curves. The source of these curves is the Draft Report Nonresidential Flood Depth-Damage Functions Derived from Expert Elicitation, April 2009, Revised 2013. FEMA Contract Number HSFEHQ-06-D-0162. Task Order HSFEHQ-08-J-0014. Not for distribution, but data shared by USACE. + +jrc_vulnerability_curves: + path: damage_functions/flooding/JRC_damage_functions.xlsx + data_type: DataFrame + driver: xlsx + meta: + category: vulnerability + +hazus_max_potential_damages: + path: max_potential_damages/damage_values_fema_hazus-inventory-technical-manual-4.2.3.xlsx + data_type: DataFrame + driver: xlsx + meta: + category: vulnerability + +social_vulnerability: + path: social_vulnerability/census_vulnerability_data_codebook.xlsx + data_type: DataFrame + driver: xlsx + meta: + category: social_vulnerability + +default_hazus_iwr_linking: + path: vulnerability_linking/default_hazus_iwr_curve_linking.csv + data_type: DataFrame + driver: csv + meta: + category: vulnerability \ No newline at end of file diff --git a/examples/data/update_ground_floor_height/fake_elevation_certificates.gpkg b/examples/data/update_ground_floor_height/fake_elevation_certificates.gpkg new file mode 100644 index 00000000..0315d43c Binary files /dev/null and b/examples/data/update_ground_floor_height/fake_elevation_certificates.gpkg differ diff --git a/examples/data/update_ground_floor_height/fake_update_ground_floor_height.gpkg b/examples/data/update_ground_floor_height/fake_update_ground_floor_height.gpkg new file mode 100644 index 00000000..3bdab74e Binary files /dev/null and b/examples/data/update_ground_floor_height/fake_update_ground_floor_height.gpkg differ diff --git a/examples/data/update_ground_floor_height/fiat_model/exposure/building_points.gpkg b/examples/data/update_ground_floor_height/fiat_model/exposure/building_points.gpkg new file mode 100644 index 00000000..eb21a7ca Binary files /dev/null and b/examples/data/update_ground_floor_height/fiat_model/exposure/building_points.gpkg differ diff --git a/examples/data/update_ground_floor_height/fiat_model/exposure/exposure.csv b/examples/data/update_ground_floor_height/fiat_model/exposure/exposure.csv new file mode 100644 index 00000000..e25d0547 --- /dev/null +++ b/examples/data/update_ground_floor_height/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 +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 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+1,20 @@ +[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.geom] +csv = "./exposure/exposure.csv" +crs = "EPSG:4326" +file1 = "./exposure/building_points.gpkg" diff --git a/examples/data/update_ground_floor_height/fiat_model/vulnerability/vulnerability_curves.csv b/examples/data/update_ground_floor_height/fiat_model/vulnerability/vulnerability_curves.csv new file mode 100644 index 00000000..81d37acf --- /dev/null +++ b/examples/data/update_ground_floor_height/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 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+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_floor_height/fiat_model/vulnerability/vulnerability_identifiers.csv b/examples/data/update_ground_floor_height/fiat_model/vulnerability/vulnerability_identifiers.csv new file mode 100644 index 00000000..7d7fbb72 --- /dev/null +++ b/examples/data/update_ground_floor_height/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_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 new file mode 100644 index 00000000..2a24a6bc Binary files /dev/null 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/exposure/exposure.csv b/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/exposure/exposure.csv new file mode 100644 index 00000000..4858ab9b --- /dev/null +++ b/examples/data/update_ground_floor_height/test_update_ground_floor_height_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 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b/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/settings.toml new file mode 100644 index 00000000..f4722ef6 --- /dev/null +++ b/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/settings.toml @@ -0,0 +1,20 @@ +[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.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_points/vulnerability/vulnerability_curves.csv b/examples/data/update_ground_floor_height/test_update_ground_floor_height_points/vulnerability/vulnerability_curves.csv new file mode 100644 index 00000000..81d37acf --- /dev/null +++ b/examples/data/update_ground_floor_height/test_update_ground_floor_height_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 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b/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/exposure/exposure.csv new file mode 100644 index 00000000..2e2ae644 --- /dev/null +++ b/examples/data/update_ground_floor_height/test_update_ground_floor_height_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 +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,-79.93000008,32.77054524,450190000000000.0,7,centroid,RES4,RES4,POINT (-79.93000008 32.770545239) 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+574488851,574488851,RES,RES1-2SNB,222897.785,111448.892,10.150554,-79.92671547,32.7755542,450190000000000.0,5,centroid,RES1-2SNB,RES1-2SNB,POINT (-79.92671547 32.775554202) +574488874,574488874,RES,RES3A,480189.335,240094.667,8.900641428,-79.92914469,32.77176507,450190000000000.0,7,centroid,RES3A,RES3A,POINT (-79.92914469 32.77176507) 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 new file mode 100644 index 00000000..f4722ef6 --- /dev/null +++ b/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/settings.toml @@ -0,0 +1,20 @@ +[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.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/vulnerability/vulnerability_curves.csv b/examples/data/update_ground_floor_height/test_update_ground_floor_height_polygons/vulnerability/vulnerability_curves.csv new file mode 100644 index 00000000..81d37acf --- /dev/null +++ b/examples/data/update_ground_floor_height/test_update_ground_floor_height_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 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data. Examples will be shown about how to update the ground floor height and the max potential damages (this will be added later!).\n", + "\n", + "## **Step 0**: Import required packages\n", + "First we need to import the necessary python packages." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "from hydromt_fiat.fiat import FiatModel\n", + "from hydromt.log import setuplog\n", + "from pathlib import Path\n", + "import shutil\n", + "import copy\n", + "import geopandas as gpd\n", + "from hydromt.gis_utils import utm_crs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Step 1**: Configure\n", + "The first step is to set up the configuration needed to initialize the FIAT model. Begin by specifying where the model that should be updated is saved, locating the required data catalog, and setting up the logger." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-10-18 13:36:08,112 - hydromt_fiat - log - INFO - HydroMT version: 0.8.0\n" + ] + } + ], + "source": [ + "model_folder = Path().absolute() / \"data\" / \"update_ground_floor_height\" / \"fiat_model\"\n", + "data_catalog = Path().absolute() / \"data\" / \"hydromt_fiat_catalog_USA.yml\"\n", + "logger = setuplog(\"hydromt_fiat\", log_level=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Step 2**: Initialize and read existing model\n", + "In this step we initialize HydroMT-FIAT in read-mode (`mode=\"r\"`) with the `model_folder`, `data_catalog`, and `logger` that we defined above. We also read in the existing dummy model." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-10-18 13:36:08,144 - hydromt_fiat - data_catalog - INFO - Parsing data catalog from c:\\Repositories\\hydromt_fiat\\examples\\data\\hydromt_fiat_catalog_USA.yml\n", + "2023-10-18 13:36:08,148 - hydromt_fiat - log - DEBUG - Appending log messages to file c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\fiat_model\\hydromt.log.\n", + "2023-10-18 13:36:08,148 - hydromt_fiat - model_api - INFO - Initializing fiat model from hydromt_fiat (v0.2.1.dev0).\n", + "2023-10-18 13:36:08,149 - hydromt_fiat - fiat - INFO - Reading model data from c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\fiat_model\n", + "2023-10-18 13:36:08,150 - hydromt_fiat - model_api - DEBUG - User defined config read from c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\fiat_model\\settings.toml\n", + "2023-10-18 13:36:08,150 - hydromt_fiat - fiat - INFO - Reading model table files.\n", + "2023-10-18 13:36:08,151 - hydromt_fiat - fiat - DEBUG - Reading vulnerability table c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\fiat_model\\vulnerability\\vulnerability_curves.csv\n", + "2023-10-18 13:36:08,208 - hydromt_fiat - fiat - DEBUG - Reading exposure table c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\fiat_model\\exposure\\exposure.csv\n", + "2023-10-18 13:36:08,220 - hydromt_fiat - fiat - INFO - Reading exposure geometries.\n", + "2023-10-18 13:36:08,221 - hydromt_fiat - exposure_vector - INFO - Setting geometry name to building_points...\n", + "2023-10-18 13:36:08,256 - hydromt_fiat - exposure_vector - INFO - Setting exposure geometries...\n" + ] + } + ], + "source": [ + "fm = FiatModel(root=model_folder, mode=\"r\", data_libs=[data_catalog], logger=logger)\n", + "fm.read()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Step 3**: Update the Ground Floor Height of the exposure data\n", + "Next, we will update the Ground Floor Height of some of the exposure assets in our model. We have created some ficticious data that represents elevation certificates. We will first inspect the current exposure data and ground floor heights and the \"elevation certificate\" data.\n", + "\n", + "As can be seen below, apparently the ground floor height of all assets is set to 1 (foot)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1], dtype=int64)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "original_exposure = fm.exposure.get_full_gdf(fm.exposure.exposure_db)\n", + "original_exposure[\"Ground Floor Height\"].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we will load the \"elevation certificate\" data and visualize it together with the exposure assets below on the map." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "elevation_certificates_path = Path().absolute() / \"data\" / \"update_ground_floor_height\" / \"fake_elevation_certificates.gpkg\"\n", + "elevation_certificates = gpd.read_file(elevation_certificates_path)\n", + "\n", + "# Plot the exposure and elevation certificates data\n", + "m = elevation_certificates.explore(column='FFE', cmap=\"Reds\", style_kwds={'radius': 5})\n", + "m = original_exposure.explore(m=m, column=\"Ground Floor Height\", cmap=\"Reds\")\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will use a maximum distance of 10 meter to join the elevation certificate data to their nearest building. The attribute in the elevation certificate data that we need to use is `FFE`, which stands for First Floor Elevation and is often used in the US to indicate the Ground Floor Height with." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-10-18 13:51:17,288 - hydromt_fiat - data_catalog - INFO - DataCatalog: Getting fake_elevation_certificates GeoDataFrame vector data from c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\fake_elevation_certificates.gpkg\n", + "2023-10-18 13:51:17,293 - hydromt_fiat - geodataframe - INFO - GeoDataFrame: Read vector data.\n" + ] + } + ], + "source": [ + "attribute = \"FFE\"\n", + "method = \"nearest\"\n", + "max_dist = 50\n", + "\n", + "fm.exposure.setup_ground_floor_height(\n", + " ground_floor_height=elevation_certificates_path,\n", + " attr_name=attribute,\n", + " method=method,\n", + " max_dist=max_dist,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Step 4**: Check the resulting exposure data\n", + "As you can see below, the ground floor height of the exposure assets also contains other values." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 2, 11, 20, 10, 12], dtype=int64)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "updated_exposure = fm.exposure.get_full_gdf(fm.exposure.exposure_db)\n", + "updated_exposure[\"Ground Floor Height\"].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will make a buffer of 10 meter around the " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check if the Ground Floor Heigh attribute is set correctly\n", + "nearest_utm = utm_crs(elevation_certificates.total_bounds)\n", + "elevation_certificates_projected = elevation_certificates.to_crs(nearest_utm)\n", + "elevation_certificates_projected.geometry = elevation_certificates_projected.geometry.buffer(max_dist)\n", + "\n", + "# Plot the exposure and elevation certificates data\n", + "m = elevation_certificates_projected.explore(column='FFE', cmap=\"Reds\")\n", + "m = updated_exposure.explore(m=m, column=\"Ground Floor Height\", cmap=\"Reds\")\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Step 5**: Save the updated FIAT model\n", + "Set the folder where you want to save the model to and write it to that folder." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-10-18 15:53:42,160 - hydromt_fiat - log - DEBUG - Writing log messages to new file c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\updated_fiat_model\\hydromt.log.\n", + "2023-10-18 15:53:42,161 - hydromt_fiat - fiat - INFO - Updating all data objects...\n", + "2023-10-18 15:53:42,162 - hydromt_fiat - model_api - WARNING - Replacing geom: building_points\n", + "2023-10-18 15:53:42,163 - hydromt_fiat - fiat - INFO - Writing model data to c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\updated_fiat_model\n", + "2023-10-18 15:53:42,163 - hydromt_fiat - model_api - INFO - Writing model config to c:\\Repositories\\hydromt_fiat\\examples\\data\\update_ground_floor_height\\updated_fiat_model\\settings.toml\n", + "2023-10-18 15:53:42,165 - hydromt_fiat - model_api - DEBUG - Writing file exposure/building_points.gpkg\n", + "2023-10-18 15:53:42,256 - hydromt_fiat - fiat - INFO - Writing model vulnerability_curves table file to vulnerability/vulnerability_curves.csv.\n", + "2023-10-18 15:53:42,260 - hydromt_fiat - fiat - INFO - Writing model exposure table file to exposure/exposure.csv.\n" + ] + } + ], + "source": [ + "save_folder = Path().absolute() / \"data\" / \"update_ground_floor_height\" / \"updated_fiat_model\"\n", + "\n", + "# Remove the new root folder if it already exists\n", + "if save_folder.exists():\n", + " shutil.rmtree(save_folder)\n", + "\n", + "# Set the new root and write the model\n", + "fm.set_root(save_folder)\n", + "fm.write()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hydromt-fiat-dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/hydromt_fiat/workflows/exposure_vector.py b/hydromt_fiat/workflows/exposure_vector.py index f5fa3010..3bee8f9a 100644 --- a/hydromt_fiat/workflows/exposure_vector.py +++ b/hydromt_fiat/workflows/exposure_vector.py @@ -29,9 +29,11 @@ get_crs_str_from_gdf, join_spatial_data, ) + from hydromt_fiat.workflows.roads import get_max_potential_damage_roads + class ExposureVector(Exposure): _REQUIRED_COLUMNS = ["Object ID", "Extraction Method", "Ground Floor Height"] _REQUIRED_VARIABLE_COLUMNS = ["Damage Function: {}", "Max Potential Damage: {}"] @@ -458,7 +460,9 @@ def setup_occupancy_type_from_osm(self) -> None: occupancy_map["Primary Object Type"] = occupancy_map[occupancy_attribute].map( landuse_to_jrc_mapping ) - occupancy_map["Secondary Object Type"] = occupancy_map[occupancy_attribute] + occupancy_map.rename( + columns={occupancy_attribute: "Secondary Object Type"}, inplace=True + ) return occupancy_map @@ -473,6 +477,7 @@ def setup_ground_floor_height( ground_floor_height: Union[int, float, None, str, Path, List[str], List[Path]], attr_name: Union[str, List[str], None] = None, method: Union[str, List[str], None] = "nearest", + max_dist: float = 10, ) -> None: """Set the ground floor height of the exposure data. This function overwrites the existing Ground Floor Height column if it already exists. @@ -496,6 +501,9 @@ def setup_ground_floor_height( to the files in the same order as the files are submitted. The method can be either 'nearest' (nearest neighbor) or 'intersection'. By default 'nearest'. + max_dist : float + The maximum distance for the nearest join measured in meters, by default + set to 10 meters. """ if ground_floor_height: if isinstance(ground_floor_height, int) or isinstance( @@ -510,8 +518,8 @@ def setup_ground_floor_height( # A single file is used to assign the ground floor height to the assets gfh = self.data_catalog.get_geodataframe(ground_floor_height) gdf = self.get_full_gdf(self.exposure_db) - gdf = join_spatial_data(gdf, gfh, attr_name, method) - gdf = self._set_values_from_other_column( + gdf = join_spatial_data(gdf, gfh, attr_name, method, max_dist, self.logger) + self.exposure_db = self._set_values_from_other_column( gdf, "Ground Floor Height", attr_name ) elif isinstance(ground_floor_height, list): @@ -969,6 +977,7 @@ def link_exposure_vulnerability( linking_per_damage_type = exposure_linking_table.loc[ exposure_linking_table["Damage Type"] == damage_type, : ] + assert not linking_per_damage_type.empty, f"Damage type {damage_type} not found in the exposure-vulnerability linking table" # Create a dictionary that links the exposure data to the vulnerability data linking_dict = dict( @@ -1368,4 +1377,4 @@ def _set_values_from_other_column( df[col_to_copy].notna(), col_to_copy ] del df[col_to_copy] - return df + return df \ No newline at end of file diff --git a/hydromt_fiat/workflows/gis.py b/hydromt_fiat/workflows/gis.py index 00876f9a..26eb85ae 100644 --- a/hydromt_fiat/workflows/gis.py +++ b/hydromt_fiat/workflows/gis.py @@ -1,6 +1,7 @@ import geopandas as gpd from hydromt.gis_utils import utm_crs, nearest_merge from typing import List +import logging def get_area(gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: @@ -105,9 +106,14 @@ def clean_up_gdf(gdf: gpd.GeoDataFrame, columns: List[str]) -> gpd.GeoDataFrame: return gdf -def join_nearest_points(left_gdf, right_gdf, attribute_name, max_dist) -> gpd.GeoDataFrame: +def join_nearest_points( + left_gdf: gpd.GeoDataFrame, + right_gdf: gpd.GeoDataFrame, + attribute_name: str, + max_dist: float, +) -> gpd.GeoDataFrame: """Join two GeoDataFrames based on the nearest distance between their points. - + Parameters ---------- left_gdf : gpd.GeoDataFrame @@ -123,7 +129,7 @@ def join_nearest_points(left_gdf, right_gdf, attribute_name, max_dist) -> gpd.Ge ------- gpd.GeoDataFrame The joined GeoDataFrame. - """ + """ # Use the HydroMT function nearest_merge to join the geodataframes gdf_merged = nearest_merge( gdf1=left_gdf, gdf2=right_gdf, columns=[attribute_name], max_dist=max_dist @@ -131,7 +137,7 @@ def join_nearest_points(left_gdf, right_gdf, attribute_name, max_dist) -> gpd.Ge # Clean up the geodataframe (remove unnecessary columns) gdf_merged = clean_up_gdf(gdf_merged, ["distance_right", "index_right"]) - + return gdf_merged @@ -143,13 +149,14 @@ def intersect_points_polygons(left_gdf, right_gdf, attribute_name) -> gpd.GeoDat return gdf_merged - + def join_spatial_data( left_gdf: gpd.GeoDataFrame, right_gdf: gpd.GeoDataFrame, attribute_name: str, method: str, max_dist: float = 10, + logger: logging.Logger = None, ) -> gpd.GeoDataFrame: """Join two GeoDataFrames based on their spatial relationship. @@ -165,42 +172,49 @@ def join_spatial_data( The method that will be used to join the data. Either "nearest" or "intersection". max_dist : float, optional - The maximum distance for the nearest join measured in meters, by default + The maximum distance for the nearest join measured in meters, by default 10 (meters). + logger : logging.Logger + A logger object. Returns ------- gpd.GeoDataFrame The joined GeoDataFrame. """ - assert left_gdf.crs == right_gdf.crs, ( + try: + assert left_gdf.crs == right_gdf.crs, ( "The CRS of the GeoDataFrames to join do not match. " f"Left CRS: {get_crs_str_from_gdf(left_gdf.crs)}, " f"Right CRS: {get_crs_str_from_gdf(right_gdf.crs)}" ) + except AssertionError as e: + logger.warning(e) + logger.warning("Reprojecting the GeoDataFrame from " + f"{get_crs_str_from_gdf(right_gdf.crs)} to " + f"{get_crs_str_from_gdf(left_gdf.crs)}.") + right_gdf = right_gdf.to_crs(left_gdf.crs) left_gdf_type = check_geometry_type(left_gdf) right_gdf_type = check_geometry_type(right_gdf) - assert (left_gdf_type == "Polygon") or (left_gdf_type == "Point"), ( - "The left GeoDataFrame should contain either polygons or points." - ) + assert (left_gdf_type == "Polygon") or ( + left_gdf_type == "Point" + ), "The left GeoDataFrame should contain either polygons or points." - assert (right_gdf_type == "Polygon") or (right_gdf_type == "Point"), ( - "The right GeoDataFrame should contain either polygons or points." - ) + assert (right_gdf_type == "Polygon") or ( + right_gdf_type == "Point" + ), "The right GeoDataFrame should contain either polygons or points." if method == "nearest": if left_gdf_type == "Polygon": - left_gdf_geom_original = left_gdf.geometry left_gdf.geometry = left_gdf.geometry.centroid - + if right_gdf_type == "Polygon": right_gdf.geometry = right_gdf.geometry.centroid - + gdf = join_nearest_points(left_gdf, right_gdf, attribute_name, max_dist) - left_gdf.geometry = left_gdf_geom_original # TODO: Check if this works well - + elif method == "intersection": if (left_gdf_type == "Polygon") and (right_gdf_type == "Polygon"): gdf = sjoin_largest_area(left_gdf, right_gdf) diff --git a/tests/test_update_ground_floor_height.py b/tests/test_update_ground_floor_height.py index c1fc064c..6a5077eb 100644 --- a/tests/test_update_ground_floor_height.py +++ b/tests/test_update_ground_floor_height.py @@ -3,18 +3,32 @@ from pathlib import Path import pytest import shutil +import copy -EXAMPLEDIR = Path( - "P:/11207949-dhs-phaseii-floodadapt/Model-builder/Delft-FIAT/local_test_database" -) +EXAMPLEDIR = Path().absolute() / "examples" / "data" / "update_ground_floor_height" DATADIR = Path().absolute() / "hydromt_fiat" / "data" _cases = { - "update_ground_floor_height": { - "dir": "test_read", - "new_root": EXAMPLEDIR / "test_update_ground_floor_height", + "update_ground_floor_height_with_points": { + "dir": "fiat_model", + "new_root": EXAMPLEDIR / "test_update_ground_floor_height_points", "data_catalog": DATADIR / "hydromt_fiat_catalog_USA.yml", + "ground_floor_height_file": EXAMPLEDIR + / "fake_elevation_certificates.gpkg", + "attribute": "FFE", + "method": "nearest", + "max_dist": 50, + }, + "update_ground_floor_height_with_polygons": { + "dir": "fiat_model", + "new_root": EXAMPLEDIR / "test_update_ground_floor_height_polygons", + "data_catalog": DATADIR / "hydromt_fiat_catalog_USA.yml", + "ground_floor_height_file": EXAMPLEDIR + / "fake_update_ground_floor_height.gpkg", + "attribute": "groundfloorheight", + "method": "intersection", + "max_dist": None, }, } @@ -25,14 +39,20 @@ def test_update_ground_floor_height(case): 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 = FiatModel( + root=root, mode="r", data_libs=[_cases[case]["data_catalog"]], logger=logger + ) fm.read() - ground_floor_height_file = EXAMPLEDIR / "data" / "ground_floor_height" / "fake_elevation_certificates.gpkg" - attribute = "FFE" - method = "nearest" + original_exposure = copy.deepcopy(fm.exposure.exposure_db) + unique_gfh_original = original_exposure["Ground Floor Height"].unique() - fm.exposure.setup_ground_floor_height(ground_floor_height_file, attribute, method) + fm.exposure.setup_ground_floor_height( + _cases[case]["ground_floor_height_file"], + _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(): @@ -41,3 +61,13 @@ def test_update_ground_floor_height(case): # Set the new root and write the model fm.set_root(_cases[case]["new_root"]) fm.write() + + # Check if the new ground floor height is different from the original one + unique_gfh_new = fm.exposure.exposure_db["Ground Floor Height"].unique() + assert any(unique_gfh_original != unique_gfh_new), "The Ground Floor Height is the same" + + # # Check if the Ground Floor Heigh attribute is set correctly + # ground_floor_height = gpd.read_file(_cases[case]["ground_floor_height_file"]) + # nearest_utm = utm_crs(ground_floor_height.total_bounds) + # ground_floor_height = ground_floor_height.to_crs(nearest_utm) + # ground_floor_height.geometry = ground_floor_height.geometry.buffer(_cases[case]["max_dist"])