diff --git a/docs/data/national_structure_inventory.rst b/docs/data/national_structure_inventory.rst index 10579b51..08125a12 100644 --- a/docs/data/national_structure_inventory.rst +++ b/docs/data/national_structure_inventory.rst @@ -16,13 +16,13 @@ user can access the data through providing 'NSI' in the configuration file as su The following attributes for Delft-FIAT (left-hand side) will be filled with data from the corresponding NSI fields (right-hand side):: - "Object ID": "fd_id", - "Object Name": "fd_id", - "Primary Object Type": "st_damcat", - "Secondary Object Type": "occtype", - "Max Potential Damage: Structure": "val_struct", - "Max Potential Damage: Content": "val_cont", - "Ground Elevation": "ground_el", + "object_id": "fd_id", + "object_name": "fd_id", + "primary_object_type": "st_damcat", + "secondary_object_type": "occtype", + "max_damages_structure": "val_struct", + "max_damages_content": "val_cont", + "ground_elevtn": "ground_el", "X Coordinate": "x", "Y Coordinate": "y", "Aggregation Label: Census Block": "cbfips" diff --git a/docs/user_guide/user_guide_overview.rst b/docs/user_guide/user_guide_overview.rst index b3429b12..6e45ed6a 100644 --- a/docs/user_guide/user_guide_overview.rst +++ b/docs/user_guide/user_guide_overview.rst @@ -39,8 +39,8 @@ See below how the `setup_exposure_buildings` method can be used to build or upda occupancy_type = damage_types = max_potential_damage = - ground_floor_height = - unit = + ground_floor_height = + unit = The following method is used to build or update the **exposure** data: @@ -89,9 +89,9 @@ After loading the configuration file (*.yml*) and executing the **FIAT Hydro MT* Aggregation Label: {label_name} -*Note: It may occur that polygons overlap in the aggregation vector files. In this case the information for the affected Object ID will be merged and both aggregation zones will be assigned to the object.* :: +*Note: It may occur that polygons overlap in the aggregation vector files. In this case the information for the affected object_id will be merged and both aggregation zones will be assigned to the object.* :: - Object ID Zone + object_id Zone 1 Base Zone 1 2 Land Use 1, Land Use 3 > two zones (polygons) in the land-use aggregation file overlap and object diff --git a/examples/add_roadnetwork.ipynb b/examples/add_roadnetwork.ipynb index 8b5f925c..36cd9615 100644 --- a/examples/add_roadnetwork.ipynb +++ b/examples/add_roadnetwork.ipynb @@ -827,7 +827,7 @@ " .addData(data)\n", " .addTo(map_1a9ec30caf6bcd524fa4da2e1c45f6a2);\n", " }\n", - " geo_json_249fe63854fb5a9693e051f38b5b508e_add({"bbox": [-79.9628865, 32.7544216, -79.9256216, 32.7971318], "features": [{"bbox": [-79.9509985, 32.7885121, -79.9412853, 32.7930622], "geometry": {"coordinates": [[-79.9412853, 32.7930622], [-79.9413724, 32.7930212], [-79.9416961, 32.7928688], [-79.9419091, 32.7927685], [-79.9420064, 32.7927227], [-79.9423665, 32.7925531], [-79.9425488, 32.7924673], [-79.9437073, 32.7919218], 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{"bbox": [-79.9288713, 32.7694327, -79.9275827, 32.7725612], "geometry": {"coordinates": [[-79.9288713, 32.7694327], [-79.928615, 32.7700476], [-79.9281664, 32.7711351], [-79.9277639, 32.7721175], [-79.9275827, 32.7725612]], "type": "LineString"}, "id": "3", "properties": {"Damage Function: Structure": "roads", "Max Potential Damage: Structure": 26865.662847208976, "Object ID": 4, "Object Name": "East Battery", "Primary Object Type": "roads", "Secondary Object Type": "tertiary", "Segment Length [m]": 367.2580769795628, "__folium_color": "#463480", "lanes": 2.0}, "type": "Feature"}, {"bbox": [-79.9456041, 32.7820282, -79.944791, 32.7832537], "geometry": {"coordinates": [[-79.9456041, 32.7832537], [-79.9455207, 32.7831562], [-79.9453484, 32.7830019], [-79.9453127, 32.7829615], [-79.9452491, 32.7828723], [-79.9452124, 32.7828023], [-79.9451484, 32.7826803], [-79.944791, 32.7820282]], "type": "LineString"}, "id": "4", "properties": {"Damage Function: Structure": "roads", "Max Potential 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"LineString"}, "id": "138", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 3509.434287180615, "object_id": 139, "object_name": "Courteney Drive", "primary_object_type": "roads", "secondary_object_type": "tertiary", "Segment Length [m]": 47.974550076287926, "__folium_color": "#46075a", "lanes": null}, "type": "Feature"}, {"bbox": [-79.9543823, 32.7869259, -79.9540769, 32.7870663], "geometry": {"coordinates": [[-79.9540769, 32.7870663], [-79.9543823, 32.7869259]], "type": "LineString"}, "id": "139", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 2382.011322118774, "object_id": 140, "object_name": "Spring Street", "primary_object_type": "roads", "secondary_object_type": "secondary", "Segment Length [m]": 32.562490733250954, "__folium_color": "#450457", "lanes": null}, "type": "Feature"}, {"bbox": [-79.9352199, 32.7824328, -79.9340163, 32.7842078], "geometry": {"coordinates": [[-79.9352199, 32.7842078], [-79.9350975, 32.7840238], [-79.9346124, 32.7832944], [-79.9344463, 32.7830544], [-79.9340163, 32.7824328]], "type": "LineString"}, "id": "140", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 16590.853167997273, "object_id": 141, "object_name": "King Street", "primary_object_type": "roads", "secondary_object_type": "tertiary", "Segment Length [m]": 226.7997206911263, "__folium_color": "#482173", "lanes": 2.0}, "type": "Feature"}, {"bbox": [-79.9441201, 32.7836553, -79.9439368, 32.7837021], "geometry": {"coordinates": [[-79.9439368, 32.7837021], [-79.9441201, 32.7836553]], "type": "LineString"}, "id": "141", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 2623.7962378272946, "object_id": 142, "object_name": "Calhoun Street", "primary_object_type": "roads", "secondary_object_type": "primary", "Segment Length [m]": 17.93386536135235, "__folium_color": "#450559", "lanes": 4.0}, "type": "Feature"}, {"bbox": [-79.944315, 32.7836063, -79.9441201, 32.7836553], "geometry": {"coordinates": [[-79.9441201, 32.7836553], [-79.944315, 32.7836063]], "type": "LineString"}, "id": "142", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 2786.292831237522, "object_id": 143, "object_name": "Calhoun Street", "primary_object_type": "roads", "secondary_object_type": "primary", "Segment Length [m]": 19.04454308315235, "__folium_color": "#450559", "lanes": 4.0}, "type": "Feature"}, {"bbox": [-79.9360187, 32.7759944, -79.9358351, 32.7760122], "geometry": {"coordinates": [[-79.9360187, 32.7759944], [-79.9358351, 32.7760122]], "type": "LineString"}, "id": "143", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 1266.2120683978271, "object_id": 144, "object_name": "Broad Street", "primary_object_type": "roads", "secondary_object_type": "tertiary", "Segment Length [m]": 17.309329456444488, "__folium_color": "#440256", "lanes": 2.0}, "type": "Feature"}, {"bbox": [-79.9360088, 32.7760122, -79.9358351, 32.7774756], "geometry": {"coordinates": [[-79.9358351, 32.7760122], [-79.9359246, 32.7767662], [-79.9360088, 32.7774756]], "type": "LineString"}, "id": "144", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 11928.19254694216, "object_id": 145, "object_name": "Logan Street", "primary_object_type": "roads", "secondary_object_type": "tertiary", "Segment Length [m]": 163.06037493085847, "__folium_color": "#48186a", "lanes": 1.0}, "type": "Feature"}, {"bbox": [-79.9358351, 32.7760122, -79.9327317, 32.7763087], "geometry": {"coordinates": [[-79.9358351, 32.7760122], [-79.935585, 32.7760361], [-79.9346476, 32.7761255], [-79.9340487, 32.7761828], [-79.9339517, 32.7761921], [-79.9334638, 32.7762387], [-79.9327317, 32.7763087]], "type": "LineString"}, "id": "145", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 21398.801478486355, "object_id": 146, "object_name": "Broad Street", "primary_object_type": "roads", "secondary_object_type": "tertiary", "Segment Length [m]": 292.525173317016, "__folium_color": "#472a7a", "lanes": 2.0}, "type": "Feature"}, {"bbox": [-79.9475203, 32.789179, -79.9468405, 32.7906748], "geometry": {"coordinates": [[-79.9475203, 32.7906748], [-79.9474189, 32.790447], [-79.9473149, 32.7902174], [-79.9471259, 32.789817], [-79.9471094, 32.7897821], [-79.9470508, 32.7896508], [-79.9469857, 32.7895046], [-79.9469462, 32.7894161], [-79.9468405, 32.789179]], "type": "LineString"}, "id": "146", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 19492.59286471597, "object_id": 147, "object_name": "Rutledge Avenue", "primary_object_type": "roads", "secondary_object_type": "secondary", "Segment Length [m]": 177.64465646613422, "__folium_color": "#482677", "lanes": 3.0}, "type": "Feature"}, {"bbox": [-79.9504205, 32.7819323, -79.9502396, 32.7819445], "geometry": {"coordinates": [[-79.9502396, 32.7819445], [-79.9504205, 32.7819323]], "type": "LineString"}, "id": "147", "properties": {"fn_damages_structure": "roads", "max_damages_structure": 1243.313197245801, "object_id": 148, "object_name": "Calhoun Street", "primary_object_type": "roads", "secondary_object_type": "motorway", "Segment Length [m]": 16.996298081334764, "__folium_color": "#440256", "lanes": 1.0}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", @@ -836,8 +836,8 @@ " let div = L.DomUtil.create('div');\n", " \n", " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n", - " let fields = ["Object ID", "Secondary Object Type", "Object Name", "lanes", "Primary Object Type", "Damage Function: Structure", "Max Potential Damage: Structure", "Segment Length [m]"];\n", - " let aliases = ["Object ID", "Secondary Object Type", "Object Name", "lanes", "Primary Object Type", "Damage Function: Structure", "Max Potential Damage: Structure", "Segment Length [m]"];\n", + " let fields = ["object_id", "secondary_object_type", "object_name", "lanes", "primary_object_type", "fn_damages_structure", "max_damages_structure", "Segment Length [m]"];\n", + " let aliases = ["object_id", "secondary_object_type", "object_name", "lanes", "primary_object_type", "fn_damages_structure", "max_damages_structure", "Segment Length [m]"];\n", " let table = '<table>' +\n", " String(\n", " fields.map(\n", @@ -903,7 +903,7 @@ " color_map_2909704c85d2705511f2f72ee17cb429.g.call(color_map_2909704c85d2705511f2f72ee17cb429.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", - " .text("Max Potential Damage: Structure");\n", + " .text("max_damages_structure");\n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], @@ -939,11 +939,11 @@ "\n", "# Merge dataframe with GeoDataFrame\n", "merged_gdf = gdf_exposure.merge(\n", - " df_exposure, left_on=\"Object ID\", right_on=\"Object ID\", how=\"inner\"\n", + " df_exposure, left_on=\"object_id\", right_on=\"object_id\", how=\"inner\"\n", ")\n", "\n", "# Display the road network\n", - "road_network = merged_gdf.explore(column=\"Max Potential Damage: Structure\")\n", + "road_network = merged_gdf.explore(column=\"max_damages_structure\")\n", "road_network" ] }, diff --git a/examples/aggregation_zones_example.ipynb b/examples/aggregation_zones_example.ipynb index b777167c..94c9abaa 100644 --- a/examples/aggregation_zones_example.ipynb +++ b/examples/aggregation_zones_example.ipynb @@ -338,7 +338,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Load the newly created *exposure.csv* file from the / \"output\" / \"aggregation_zones_test1\" / - directory and the original exposure geopackage from the \"exposure\" / \"buildings.gpkg\" . Before the results can be displayed, we must merge the **exposure.csv** with the **buildings.gpkg** via common *\"Object ID\"*. " + "Load the newly created *exposure.csv* file from the / \"output\" / \"aggregation_zones_test1\" / - directory and the original exposure geopackage from the \"exposure\" / \"buildings.gpkg\" . Before the results can be displayed, we must merge the **exposure.csv** with the **buildings.gpkg** via common *\"object_id\"*. " ] }, { @@ -354,7 +354,7 @@ "new_exposure=gpd.read_file(Path(os.path.abspath(\"\")) / \"data\" / \"aggregation_zones\" / \"aggregation_zones_test1\" / \"exposure\" / \"buildings.gpkg\")\n", "\n", "#Merge dataframe with GeoDataFrame\n", - "merged_gdf = new_exposure.merge(df_single_aggregation, left_on='Object ID', right_on='Object ID', how='inner')\n", + "merged_gdf = new_exposure.merge(df_single_aggregation, left_on='object_id', right_on='object_id', how='inner')\n", "\n", "#Display base_zones aggregation zone\n", "base_zones_map = merged_gdf.explore(column = 'Base_zones')\n", @@ -372,7 +372,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Load the newly created *exposure.csv* file from the / \"output\" / \"aggregation_zones_test2\" / - directory and the original exposure geopackage from the \"exposure\" / \"buildings.gpkg\" . Before the results can be displayed, we must merge the **exposure.csv** with the **buildings.gpkg** via common *\"Object ID\"*. " + "Load the newly created *exposure.csv* file from the / \"output\" / \"aggregation_zones_test2\" / - directory and the original exposure geopackage from the \"exposure\" / \"buildings.gpkg\" . Before the results can be displayed, we must merge the **exposure.csv** with the **buildings.gpkg** via common *\"object_id\"*. " ] }, { @@ -388,7 +388,7 @@ "new_exposure=gpd.read_file(Path(os.path.abspath(\"\")) / \"data\" / \"aggregation_zones\" / \"aggregation_zones_test2\" / \"exposure\" / \"buildings.gpkg\")\n", "\n", "# Merge dataframe with GeoDataFrame\n", - "merged_gdf_multiple = new_exposure.merge(df_multiple_aggregation, left_on='Object ID', right_on='Object ID', how='inner')" + "merged_gdf_multiple = new_exposure.merge(df_multiple_aggregation, left_on='object_id', right_on='object_id', how='inner')" ] }, { diff --git a/examples/data/aggregation_zones/fiat_model/exposure/exposure.csv b/examples/data/aggregation_zones/fiat_model/exposure/exposure.csv index c7c27e42..2ff96beb 100644 --- a/examples/data/aggregation_zones/fiat_model/exposure/exposure.csv +++ b/examples/data/aggregation_zones/fiat_model/exposure/exposure.csv @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure 573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748561544418,-79.93000008,32.770545239,450190002002010,1,centroid,RES4 573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635444641,-79.92968382,32.771271301,450190002002010,1,centroid,RES4 573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.364031290178299,-79.93179589,32.773364727,450190002002004,1,centroid,RES1-2SNB diff --git a/examples/data/aggregation_zones/fiat_model/output/aggregation_zones_test1/exposure/exposure.csv b/examples/data/aggregation_zones/fiat_model/output/aggregation_zones_test1/exposure/exposure.csv index 0db5ec57..ec46d484 100644 --- a/examples/data/aggregation_zones/fiat_model/output/aggregation_zones_test1/exposure/exposure.csv +++ b/examples/data/aggregation_zones/fiat_model/output/aggregation_zones_test1/exposure/exposure.csv @@ -1,4 +1,4 @@ -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,Aggregation Label: Base_zones +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,Aggregation Label: Base_zones 573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748561544418,-79.93000008,32.770545239,450190002002010,1,centroid,RES4,SR-3 573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635444641,-79.92968382,32.771271301,450190002002010,1,centroid,RES4,SR-4 573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.364031290178299,-79.93179589,32.773364727,450190002002004,1,centroid,RES1-2SNB,SR-5 diff --git a/examples/data/aggregation_zones/fiat_model/output/aggregation_zones_test2/exposure/exposure.csv b/examples/data/aggregation_zones/fiat_model/output/aggregation_zones_test2/exposure/exposure.csv index 4d284eb5..edfb1762 100644 --- a/examples/data/aggregation_zones/fiat_model/output/aggregation_zones_test2/exposure/exposure.csv +++ b/examples/data/aggregation_zones/fiat_model/output/aggregation_zones_test2/exposure/exposure.csv @@ -1,4 +1,4 @@ -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,Aggregation Label: Base_zones,Aggregation Label: Land_use,Aggregation Label: Accommodation_type +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,Aggregation Label: Base_zones,Aggregation Label: Land_use,Aggregation Label: Accommodation_type 573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748561544418,-79.93000008,32.770545239,450190002002010,1,centroid,RES4,SR-3,Neighborhood, 573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635444641,-79.92968382,32.771271301,450190002002010,1,centroid,RES4,SR-4,Neighborhood, 573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.364031290178299,-79.93179589,32.773364727,450190002002004,1,centroid,RES1-2SNB,SR-5,Neighborhood, diff --git a/examples/data/aggregation_zones/fiat_model_aggregation1/exposure/exposure.csv b/examples/data/aggregation_zones/fiat_model_aggregation1/exposure/exposure.csv index d63b6970..26072ab5 100644 --- a/examples/data/aggregation_zones/fiat_model_aggregation1/exposure/exposure.csv +++ b/examples/data/aggregation_zones/fiat_model_aggregation1/exposure/exposure.csv @@ -1,4 +1,4 @@ -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,Aggregation Label: Zoning_map +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,Aggregation Label: Zoning_map 573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748561544418,-79.93000008,32.770545239,450190002002010,1,centroid,RES4,SR-3 573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635444641,-79.92968382,32.771271301,450190002002010,1,centroid,RES4,SR-4 573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.364031290178299,-79.93179589,32.773364727,450190002002004,1,centroid,RES1-2SNB,SR-5 diff --git a/examples/data/aggregation_zones/fiat_model_aggregation2/exposure/exposure.csv b/examples/data/aggregation_zones/fiat_model_aggregation2/exposure/exposure.csv index bbdebbd2..01c8a6f1 100644 --- a/examples/data/aggregation_zones/fiat_model_aggregation2/exposure/exposure.csv +++ b/examples/data/aggregation_zones/fiat_model_aggregation2/exposure/exposure.csv @@ -1,4 +1,4 @@ -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,Aggregation Label: Zoning_map,Aggregation Label: Land_use_map,Aggregation Label: Accomodation_Zone +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,Aggregation Label: Zoning_map,Aggregation Label: Land_use_map,Aggregation Label: Accomodation_Zone 573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748561544418,-79.93000008,32.770545239,450190002002010,1,centroid,RES4,SR-3,Neighborhood, 573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635444641,-79.92968382,32.771271301,450190002002010,1,centroid,RES4,SR-4,Neighborhood, 573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.364031290178299,-79.93179589,32.773364727,450190002002004,1,centroid,RES1-2SNB,SR-5,Neighborhood, diff --git a/examples/data/building_footprints/fiat_model/exposure/exposure.csv b/examples/data/building_footprints/fiat_model/exposure/exposure.csv index 471e0e26..16811118 100644 --- a/examples/data/building_footprints/fiat_model/exposure/exposure.csv +++ b/examples/data/building_footprints/fiat_model/exposure/exposure.csv @@ -1,4 +1,4 @@ -Object ID,Object Name,Primary Object Type,Secondary Object Type,Max Potential Damage: Structure,Max Potential Damage: Content,Ground Elevation,Aggregation Label: Census Block,Ground Floor Height,Extraction Method,Damage Function: Structure +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure 573783417,573783417,COM,RES4,1177614.2,588807.1,8.381748562,4.5019E+14,1,centroid,RES4 573783433,573783433,COM,RES4,476216.254,238108.127,7.374183635,4.5019E+14,1,centroid,RES4 573785665,573785665,RES,RES1-2SNB,330007.42,165003.71,7.36403129,4.5019E+14,1,centroid,RES1-2SNB 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 index e1022c4f..1039d931 100644 --- 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 @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_flht,ground_elevtn,Aggregation Label: Census Block,extract_method,fn_damages_structure,fn_damages_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 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 index 9d493c9e..4284b1df 100644 --- 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 @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_flht,ground_elevtn,Aggregation Label: Census Block,extract_method,fn_damages_structure,fn_damages_content 574486973,574486973,RES,RES3A,480189.335,240094.667,0.5,7.298348064632416,450190001001006,centroid,RES3A_structure,RES3A_content 573783417,573783417,COM,RES4,1177614.2,588807.1,8.0,8.381748561544418,450190002002010,centroid,RES4_structure,RES4_content 573783433,573783433,COM,RES4,476216.254,238108.127,0.5,7.374183635444641,450190002002010,centroid,RES4_structure,RES4_content 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 index e25d0547..2b006e0d 100644 --- a/examples/data/setup_new_composite_area/test_read/exposure/exposure.csv +++ b/examples/data/setup_new_composite_area/test_read/exposure/exposure.csv @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,fn_damages_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 diff --git a/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation_aggregation/exposure/exposure.csv b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation_aggregation/exposure/exposure.csv index 76a9c614..1dd0e9ac 100644 --- a/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation_aggregation/exposure/exposure.csv +++ b/examples/data/setup_new_composite_area/test_setup_new_composite_area_elevation_aggregation/exposure/exposure.csv @@ -1,4 +1,4 @@ -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,LONGNAME,ZONE_BASE,LAND_USE +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,fn_damages_content,LONGNAME,ZONE_BASE,LAND_USE 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,,, diff --git a/examples/data/update_ground_elevation/fiat_model/exposure/exposure.csv b/examples/data/update_ground_elevation/fiat_model/exposure/exposure.csv index e25d0547..2b006e0d 100644 --- a/examples/data/update_ground_elevation/fiat_model/exposure/exposure.csv +++ b/examples/data/update_ground_elevation/fiat_model/exposure/exposure.csv @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,fn_damages_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 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 index 8accb0e5..08620288 100644 --- 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 @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,fn_damages_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 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 index e25d0547..2b006e0d 100644 --- a/examples/data/update_ground_floor_height/fiat_model/exposure/exposure.csv +++ b/examples/data/update_ground_floor_height/fiat_model/exposure/exposure.csv @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,fn_damages_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 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 index e25d0547..2b006e0d 100644 --- a/examples/data/update_max_potential_damage/fiat_model/exposure/exposure.csv +++ b/examples/data/update_max_potential_damage/fiat_model/exposure/exposure.csv @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,fn_damages_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 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 index 0d50bb9a..f197ce3e 100644 --- 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 @@ -1,4 +1,4 @@ -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 +object_id,object_name,primary_object_type,secondary_object_type,max_damages_structure,max_damages_content,ground_elevtn,X Coordinate,Y Coordinate,Aggregation Label: Census Block,ground_flht,extract_method,fn_damages_structure,fn_damages_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 diff --git a/examples/global_OSM_JRC.ipynb b/examples/global_OSM_JRC.ipynb index 5941d579..a6bdec3a 100644 --- a/examples/global_OSM_JRC.ipynb +++ b/examples/global_OSM_JRC.ipynb @@ -315,7 +315,7 @@ "We now inspect the resulting exposure data and vulnerability curves that will be saved in the `fiat_model`.\n", "\n", "### Exposure data\n", - "In the map below, the region and Secondary Object Type of the exposure objects are plotted. You can zoom in and see whether the data makes sense, perhaps using Google maps and/or streetview to validate the occupancy types.\n", + "In the map below, the region and secondary_object_type of the exposure objects are plotted. You can zoom in and see whether the data makes sense, perhaps using Google maps and/or streetview to validate the occupancy types.\n", "\n", "*Note: In Delft-FIAT, exposure is defined with object footprints, lines or centroids. In this example we are only using the buildings extracted from the OSM data. This means we are not going to look into, e.g., farmland, roads, etc. but that is possible with Delft-FIAT.*" ] @@ -330,9 +330,9 @@ "# Get the geodataframe with exposure data\n", "gdf = fiat_model.exposure.get_full_gdf(fiat_model.exposure.exposure_db)\n", "\n", - "# Plot the region and the secondary object types of the exposure data\n", + "# Plot the region and the secondary_object_types of the exposure data\n", "m = region.explore(name=\"Region\", style_kwds={\"color\": \"black\", \"fill\": False})\n", - "m = gdf.explore(m=m, column=\"Secondary Object Type\", name=\"Exposure types\")\n", + "m = gdf.explore(m=m, column=\"secondary_object_type\", name=\"Exposure types\")\n", "m" ] }, @@ -368,7 +368,7 @@ "metadata": {}, "source": [ "### Vulnerability curves\n", - "A flooding typically does not cause maximum damage to a structure. This is accounted for by the damage fraction, quantifying the damage to a structure relative to the maximum potential damage. A damage cuvre, or vulnerability curve, then relates the water depth (quantifying the flood severity) to the damage fraction. The shape of the damage curve differs for each occupancy type. These two datasets are linked through the vulnerability linking table. If the ground floor of a building is raised (by an amount given by `ground_floor_height`), the water depth is reduced with the ground floor height.\n", + "A flooding typically does not cause maximum damage to a structure. This is accounted for by the damage fraction, quantifying the damage to a structure relative to the maximum potential damage. A damage cuvre, or vulnerability curve, then relates the water depth (quantifying the flood severity) to the damage fraction. The shape of the damage curve differs for each occupancy type. These two datasets are linked through the vulnerability linking table. If the ground floor of a building is raised (by an amount given by `ground_floor_height`), the water depth is reduced with the ground_flht.\n", "\n", "Global damage curves are available through the JRC, however it is advisable to use more location-specific data whenever available. Here though, we demonstrate a globally applicable method using the JRC vulnerability and the OSM land use/occupancy data. Plotted below are the damage curves for residential, commercial, and industrial land types." ] diff --git a/examples/update_exposure_data.ipynb b/examples/update_exposure_data.ipynb index ec865817..668163d8 100644 --- a/examples/update_exposure_data.ipynb +++ b/examples/update_exposure_data.ipynb @@ -6,7 +6,7 @@ "source": [ "# Update exposure data with user-input data\n", "\n", - "This notebook demonstrates how to update the exposure data in an existing Delft-FIAT model with user-input data. Examples will be shown about how to update the ground floor height and the max potential damages (this will be added later!).\n", + "This notebook demonstrates how to update the exposure data in an existing Delft-FIAT model with user-input data. Examples will be shown about how to update the ground_flht 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." @@ -93,10 +93,10 @@ "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", + "## **Step 3**: Update the ground_flht of the exposure data\n", + "Next, we will update the ground_flht 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_flhts 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)." + "As can be seen below, apparently the ground_flht of all assets is set to 1 (foot)." ] }, { @@ -117,7 +117,7 @@ ], "source": [ "original_exposure = fm.exposure.get_full_gdf(fm.exposure.exposure_db)\n", - "original_exposure[\"Ground Floor Height\"].unique()" + "original_exposure[\"ground_flht\"].unique()" ] }, { @@ -425,7 +425,7 @@ " .addData(data)\n", " .addTo(map_d2b619107bab8238dfb32cedc4441156);\n", " }\n", - " geo_json_52a8368c5fddb6adc232ba3ef64d499d_add({"bbox": [-79.94646267, 32.769791258, -79.92452807, 32.777450807], "features": [{"bbox": [-79.93682513, 32.776882893, -79.93682513, 32.776882893], "geometry": {"coordinates": [-79.93682513, 32.776882893], "type": "Point"}, "id": "0", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 7.298348065, "Ground Floor Height": 1, "Max Potential Damage: Content": 240094.667, "Max Potential Damage: Structure": 480189.335, "Object ID": 574486973, "Object Name": "574486973", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.93682513, "Y Coordinate": 32.77688289, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93000008, 32.770545239, -79.93000008, 32.770545239], "geometry": {"coordinates": [-79.93000008, 32.770545239], "type": "Point"}, "id": "1", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES4", "Damage Function: Structure": "RES4", "Extraction Method": "centroid", "Ground Elevation": 8.381748562, "Ground Floor Height": 1, "Max Potential Damage: Content": 588807.1, "Max Potential Damage: Structure": 1177614.2, "Object ID": 573783417, "Object Name": "573783417", "Primary Object Type": "COM", "Secondary Object Type": "RES4", "X Coordinate": -79.93000008, "Y Coordinate": 32.77054524, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92968382, 32.771271301, -79.92968382, 32.771271301], "geometry": {"coordinates": [-79.92968382, 32.771271301], "type": "Point"}, "id": "2", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES4", "Damage Function: Structure": "RES4", "Extraction Method": "centroid", "Ground Elevation": 7.374183635, "Ground Floor Height": 1, "Max Potential Damage: Content": 238108.127, "Max Potential Damage: Structure": 476216.254, "Object ID": 573783433, "Object Name": "573783433", "Primary Object Type": "COM", "Secondary Object Type": "RES4", "X Coordinate": -79.92968382, "Y Coordinate": 32.7712713, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93179589, 32.773364727, -79.93179589, 32.773364727], "geometry": {"coordinates": [-79.93179589, 32.773364727], "type": "Point"}, "id": "3", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-2SNB", "Damage Function: Structure": "RES1-2SNB", "Extraction Method": "centroid", "Ground Elevation": 7.36403129, "Ground Floor Height": 1, "Max Potential Damage: Content": 165003.71, "Max Potential Damage: Structure": 330007.42, "Object ID": 573785665, "Object Name": "573785665", "Primary Object Type": "RES", "Secondary Object Type": "RES1-2SNB", "X Coordinate": -79.93179589, "Y Coordinate": 32.77336473, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93064525, 32.774854333, -79.93064525, 32.774854333], "geometry": {"coordinates": [-79.93064525, 32.774854333], "type": "Point"}, "id": "4", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 10.90203092, "Ground Floor Height": 1, "Max Potential Damage: Content": 236142.574, "Max Potential Damage: Structure": 472285.148, "Object ID": 574346729, "Object Name": "574346729", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.93064525, "Y Coordinate": 32.77485433, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93187273, 32.770989143, -79.93187273, 32.770989143], "geometry": {"coordinates": [-79.93187273, 32.770989143], "type": "Point"}, "id": "5", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-3SNB", "Damage Function: Structure": "RES1-3SNB", "Extraction Method": "centroid", "Ground Elevation": 6.365223632, "Ground Floor Height": 1, "Max Potential Damage: Content": 194681.904, "Max Potential Damage: Structure": 389363.808, "Object ID": 574372707, "Object Name": "574372707", "Primary Object Type": "RES", "Secondary Object Type": "RES1-3SNB", "X Coordinate": -79.93187273, "Y Coordinate": 32.77098914, "__folium_color": 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"RES1-1SNB", "Damage Function: Structure": "RES1-1SNB", "Extraction Method": "centroid", "Ground Elevation": 5.867157192, "Ground Floor Height": 1, "Max Potential Damage: Content": 48482.207, "Max Potential Damage: Structure": 96964.414, "Object ID": 574476728, "Object Name": "574476728", "Primary Object Type": "RES", "Secondary Object Type": "RES1-1SNB", "X Coordinate": -79.93241085, "Y Coordinate": 32.76996811, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93241085, 32.769968112, -79.93241085, 32.769968112], "geometry": {"coordinates": [-79.93241085, 32.769968112], "type": "Point"}, "id": "8", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-1SNB", "Damage Function: Structure": "RES1-1SNB", "Extraction Method": "centroid", "Ground Elevation": 5.867157192, "Ground Floor Height": 1, "Max Potential Damage: Content": 76024.6281, "Max Potential Damage: Structure": 152049.256, "Object ID": 574476811, "Object Name": 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"Damage Function: Structure": "RES1-2SNB", "Extraction Method": "centroid", "Ground Elevation": 13.21022478, "Ground Floor Height": 1, "Max Potential Damage: Content": 146263.549, "Max Potential Damage: Structure": 292527.098, "Object ID": 574488804, "Object Name": "574488804", "Primary Object Type": "RES", "Secondary Object Type": "RES1-2SNB", "X Coordinate": -79.92816916, "Y Coordinate": 32.77627743, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92824222, 32.776275418, -79.92824222, 32.776275418], "geometry": {"coordinates": [-79.92824222, 32.776275418], "type": "Point"}, "id": "1985", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-3SNB", "Damage Function: Structure": "RES1-3SNB", "Extraction Method": "centroid", "Ground Elevation": 13.36457265, "Ground Floor Height": 1, "Max Potential Damage: Content": 179350.234, "Max Potential Damage: Structure": 358700.469, "Object ID": 574488806, "Object Name": 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{"coordinates": [-79.92763108, 32.774978951], "type": "Point"}, "id": "1991", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-2SNB", "fn_damages_structure": "RES1-2SNB", "Extraction Method": "centroid", "ground_elevtn": 13.14323291, "ground_flht": 1, "max_damages_content": 161207.625, "max_damages_structure": 322415.251, "object_id": 574488848, "object_name": "574488848", "primary_object_type": "RES", "secondary_object_type": "RES1-2SNB", "X Coordinate": -79.92763108, "Y Coordinate": 32.77497895, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92671547, 32.775554202, -79.92671547, 32.775554202], "geometry": {"coordinates": [-79.92671547, 32.775554202], "type": "Point"}, "id": "1992", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-2SNB", "fn_damages_structure": "RES1-2SNB", "Extraction Method": "centroid", "ground_elevtn": 10.150554, "ground_flht": 1, "max_damages_content": 111448.892, "max_damages_structure": 222897.785, "object_id": 574488851, "object_name": "574488851", "primary_object_type": "RES", "secondary_object_type": "RES1-2SNB", "X Coordinate": -79.92671547, "Y Coordinate": 32.7755542, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92914469, 32.77176507, -79.92914469, 32.77176507], "geometry": {"coordinates": [-79.92914469, 32.77176507], "type": "Point"}, "id": "1993", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES3A", "fn_damages_structure": "RES3A", "Extraction Method": "centroid", "ground_elevtn": 8.900641428, "ground_flht": 1, "max_damages_content": 240094.667, "max_damages_structure": 480189.335, "object_id": 574488874, "object_name": "574488874", "primary_object_type": "RES", "secondary_object_type": "RES3A", "X Coordinate": -79.92914469, "Y Coordinate": 32.77176507, "__folium_color": "#fff5f0"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", @@ -434,8 +434,8 @@ " let div = L.DomUtil.create('div');\n", " \n", " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n", - " let fields = ["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"];\n", - " let aliases = ["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"];\n", + " let fields = ["object_id", "object_name", "primary_object_type", "secondary_object_type", "max_damages_structure", "max_damages_content", "ground_elevtn", "X Coordinate", "Y Coordinate", "Aggregation Label: Census Block", "ground_flht", "Extraction Method", "fn_damages_structure", "fn_damages_content"];\n", + " let aliases = ["object_id", "object_name", "primary_object_type", "secondary_object_type", "max_damages_structure", "max_damages_content", "ground_elevtn", "X Coordinate", "Y Coordinate", "Aggregation Label: Census Block", "ground_flht", "Extraction Method", "fn_damages_structure", "fn_damages_content"];\n", " let table = '<table>' +\n", " String(\n", " fields.map(\n", @@ -501,7 +501,7 @@ " color_map_4e1bb9fa1a445be96dc0bf3ddcb3b38c.g.call(color_map_4e1bb9fa1a445be96dc0bf3ddcb3b38c.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", - " .text("Ground Floor Height");\n", + " .text("ground_flht");\n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], @@ -525,7 +525,7 @@ "\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 = original_exposure.explore(m=m, column=\"ground_flht\", cmap=\"Reds\")\n", "m" ] }, @@ -533,7 +533,7 @@ "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." + "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_flht with." ] }, { @@ -568,7 +568,7 @@ "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." + "As you can see below, the ground_flht of the exposure assets also contains other values." ] }, { @@ -589,7 +589,7 @@ ], "source": [ "updated_exposure = fm.exposure.get_full_gdf(fm.exposure.exposure_db)\n", - "updated_exposure[\"Ground Floor Height\"].unique()" + "updated_exposure[\"ground_flht\"].unique()" ] }, { @@ -907,7 +907,7 @@ " .addData(data)\n", " .addTo(map_0096df692c3f5557b64b650910e75b65);\n", " }\n", - " geo_json_1ec81aaa03ddf429972577626d9694dc_add({"bbox": [-79.94646267, 32.769791258, -79.92452807, 32.777450807], "features": [{"bbox": [-79.93682513, 32.776882893, -79.93682513, 32.776882893], "geometry": {"coordinates": [-79.93682513, 32.776882893], "type": "Point"}, "id": "0", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 7.298348065, "Ground Floor Height": 1, "Max Potential Damage: Content": 240094.667, "Max Potential Damage: Structure": 480189.335, "Object ID": 574486973, "Object Name": "574486973", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.93682513, "Y Coordinate": 32.77688289, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93000008, 32.770545239, -79.93000008, 32.770545239], "geometry": {"coordinates": [-79.93000008, 32.770545239], "type": "Point"}, "id": "1", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES4", "Damage Function: Structure": "RES4", "Extraction Method": "centroid", "Ground Elevation": 8.381748562, "Ground Floor Height": 1, "Max Potential Damage: Content": 588807.1, "Max Potential Damage: Structure": 1177614.2, "Object ID": 573783417, "Object Name": "573783417", "Primary Object Type": "COM", "Secondary Object Type": "RES4", "X Coordinate": -79.93000008, "Y Coordinate": 32.77054524, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92968382, 32.771271301, -79.92968382, 32.771271301], "geometry": {"coordinates": [-79.92968382, 32.771271301], "type": "Point"}, "id": "2", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES4", "Damage Function: Structure": "RES4", "Extraction Method": "centroid", "Ground Elevation": 7.374183635, "Ground Floor Height": 1, "Max Potential Damage: Content": 238108.127, "Max Potential Damage: Structure": 476216.254, "Object ID": 573783433, "Object Name": "573783433", "Primary Object Type": "COM", "Secondary Object Type": "RES4", "X Coordinate": -79.92968382, "Y Coordinate": 32.7712713, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93179589, 32.773364727, -79.93179589, 32.773364727], "geometry": {"coordinates": [-79.93179589, 32.773364727], "type": "Point"}, "id": "3", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-2SNB", "Damage Function: Structure": "RES1-2SNB", "Extraction Method": "centroid", "Ground Elevation": 7.36403129, "Ground Floor Height": 1, "Max Potential Damage: Content": 165003.71, "Max Potential Damage: Structure": 330007.42, "Object ID": 573785665, "Object Name": "573785665", "Primary Object Type": "RES", "Secondary Object Type": "RES1-2SNB", "X Coordinate": -79.93179589, "Y Coordinate": 32.77336473, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93064525, 32.774854333, -79.93064525, 32.774854333], "geometry": {"coordinates": [-79.93064525, 32.774854333], "type": "Point"}, "id": "4", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 10.90203092, "Ground Floor Height": 1, "Max Potential Damage: Content": 236142.574, "Max Potential Damage: Structure": 472285.148, "Object ID": 574346729, "Object Name": "574346729", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.93064525, "Y Coordinate": 32.77485433, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93187273, 32.770989143, -79.93187273, 32.770989143], "geometry": {"coordinates": [-79.93187273, 32.770989143], "type": "Point"}, "id": "5", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-3SNB", "Damage Function: Structure": "RES1-3SNB", "Extraction Method": "centroid", "Ground Elevation": 6.365223632, "Ground Floor Height": 1, "Max Potential Damage: Content": 194681.904, "Max Potential Damage: Structure": 389363.808, "Object ID": 574372707, "Object Name": "574372707", "Primary Object Type": "RES", "Secondary Object Type": "RES1-3SNB", "X Coordinate": -79.93187273, "Y Coordinate": 32.77098914, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93191719, 32.771641938, -79.93191719, 32.771641938], "geometry": {"coordinates": [-79.93191719, 32.771641938], "type": "Point"}, "id": "6", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 7.12000971, "Ground Floor Height": 1, "Max Potential Damage: Content": 251962.21, "Max Potential Damage: Structure": 503924.421, "Object ID": 574372721, "Object Name": "574372721", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.93191719, "Y Coordinate": 32.77164194, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93241085, 32.769968112, -79.93241085, 32.769968112], "geometry": {"coordinates": [-79.93241085, 32.769968112], "type": "Point"}, "id": "7", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-1SNB", "Damage Function: Structure": "RES1-1SNB", "Extraction Method": "centroid", "Ground Elevation": 5.867157192, "Ground Floor Height": 1, "Max Potential Damage: Content": 48482.207, "Max Potential Damage: Structure": 96964.414, "Object ID": 574476728, "Object Name": "574476728", "Primary Object Type": "RES", "Secondary Object Type": "RES1-1SNB", "X Coordinate": -79.93241085, "Y Coordinate": 32.76996811, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93241085, 32.769968112, -79.93241085, 32.769968112], "geometry": {"coordinates": [-79.93241085, 32.769968112], "type": "Point"}, "id": "8", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-1SNB", "Damage Function: Structure": "RES1-1SNB", "Extraction Method": "centroid", "Ground Elevation": 5.867157192, "Ground Floor Height": 1, "Max Potential Damage: Content": 76024.6281, "Max Potential Damage: Structure": 152049.256, "Object ID": 574476811, "Object Name": "574476811", "Primary Object Type": "RES", "Secondary Object Type": "RES1-1SNB", "X Coordinate": -79.93241085, "Y Coordinate": 32.76996811, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93027436, 32.775360757, -79.93027436, 32.775360757], "geometry": {"coordinates": [-79.93027436, 32.775360757], "type": "Point"}, "id": "9", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 12.33366492, "Ground Floor Height": 1, "Max Potential Damage: Content": 240094.667, "Max Potential Damage: Structure": 480189.335, "Object ID": 574486899, "Object Name": "574486899", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.93027436, "Y Coordinate": 32.77536076, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92998998, 32.773144664, -79.92998998, 32.773144664], "geometry": {"coordinates": [-79.92998998, 32.773144664], "type": "Point"}, "id": "10", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-1SNB", "Damage Function: Structure": "RES1-1SNB", "Extraction Method": "centroid", "Ground Elevation": 6.460120566, "Ground Floor Height": 1, "Max Potential Damage: Content": 88852.6051, "Max Potential Damage: Structure": 177705.21, "Object ID": 574486932, "Object Name": "574486932", "Primary Object Type": "RES", "Secondary Object Type": "RES1-1SNB", "X Coordinate": -79.92998998, "Y Coordinate": 32.77314466, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.93080905, 32.776727923, -79.93080905, 32.776727923], "geometry": {"coordinates": [-79.93080905, 32.776727923], "type": "Point"}, "id": "11", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "COM8", "Damage Function: Structure": "COM8", "Extraction Method": "centroid", "Ground Elevation": 11.17279794, "Ground Floor Height": 1, "Max Potential Damage: Content": 37755.4885, "Max Potential Damage: Structure": 37755.4885, "Object ID": 573827729, "Object Name": "573827729", "Primary Object Type": "COM", "Secondary Object Type": "COM8", "X Coordinate": -79.93080905, "Y Coordinate": 32.77672792, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92907633, 32.777112595, -79.92907633, 32.777112595], "geometry": {"coordinates": [-79.92907633, 32.777112595], "type": "Point"}, "id": "12", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 11.52017961, "Ground Floor Height": 1, "Max Potential Damage: Content": 85420.3788, "Max Potential Damage: Structure": 170840.757, "Object ID": 574421669, "Object Name": "574421669", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.92907633, "Y Coordinate": 32.7771126, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92578441, 32.77724701, -79.92578441, 32.77724701], "geometry": {"coordinates": [-79.92578441, 32.77724701], "type": "Point"}, "id": "13", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-3SNB", "Damage Function: Structure": "RES1-3SNB", "Extraction Method": "centroid", "Ground Elevation": 5.99898202, "Ground Floor Height": 1, "Max Potential Damage: Content": 187435.541, "Max Potential Damage: Structure": 374871.082, "Object ID": 574488781, "Object Name": "574488781", "Primary Object Type": "RES", "Secondary Object Type": "RES1-3SNB", "X Coordinate": -79.92578441, "Y Coordinate": 32.77724701, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92827685, 32.772006634, -79.92827685, 32.772006634], "geometry": {"coordinates": [-79.92827685, 32.772006634], "type": "Point"}, "id": "14", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 5.893531857, "Ground Floor Height": 1, "Max Potential Damage: Content": 258091.896, "Max Potential Damage: Structure": 516183.793, "Object ID": 573467745, "Object Name": "573467745", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.92827685, "Y Coordinate": 32.77200663, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92874432, 32.77330072, -79.92874432, 32.77330072], "geometry": {"coordinates": [-79.92874432, 32.77330072], "type": "Point"}, "id": "15", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-2SWB", "Damage Function: Structure": "RES1-2SWB", "Extraction Method": "centroid", "Ground Elevation": 6.975060909, "Ground Floor Height": 1, "Max Potential Damage: Content": 218603.965, "Max Potential Damage: Structure": 437207.93, "Object ID": 573779323, "Object Name": "573779323", "Primary Object Type": "RES", "Secondary Object Type": "RES1-2SWB", "X Coordinate": -79.92874432, "Y Coordinate": 32.77330072, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92780556, 32.7743702, -79.92780556, 32.7743702], "geometry": {"coordinates": [-79.92780556, 32.7743702], "type": "Point"}, "id": "16", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES1-1SNB", "Damage Function: Structure": "RES1-1SNB", "Extraction Method": "centroid", "Ground Elevation": 12.12123537, "Ground Floor Height": 1, "Max Potential Damage: Content": 113101.087, "Max Potential Damage: Structure": 226202.175, "Object ID": 573779375, "Object Name": "573779375", "Primary Object Type": "RES", "Secondary Object Type": "RES1-1SNB", "X Coordinate": -79.92780556, "Y Coordinate": 32.7743702, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92811631, 32.774730033, -79.92811631, 32.774730033], "geometry": {"coordinates": [-79.92811631, 32.774730033], "type": "Point"}, "id": "17", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "Damage Function: Content": "RES3A", "Damage Function: Structure": "RES3A", "Extraction Method": "centroid", "Ground Elevation": 12.16771917, "Ground Floor Height": 1, "Max Potential Damage: Content": 100127.581, "Max Potential Damage: Structure": 200255.163, "Object ID": 573779393, "Object Name": "573779393", "Primary Object Type": "RES", "Secondary Object Type": "RES3A", "X Coordinate": -79.92811631, "Y Coordinate": 32.77473003, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92862217, 32.774811231, -79.92862217, 32.774811231], "geometry": {"coordinates": [-79.92862217, 32.774811231], "type": "Point"}, "id": "18", 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"secondary_object_type": "COM8", "X Coordinate": -79.92958905, "Y Coordinate": 32.77638171, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92846361, 32.776973025, -79.92846361, 32.776973025], "geometry": {"coordinates": [-79.92846361, 32.776973025], "type": "Point"}, "id": "1975", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "COM8", "fn_damages_structure": "COM8", "Extraction Method": "centroid", "ground_elevtn": 13.54457556, "ground_flht": 1, "max_damages_content": 778149.815, "max_damages_structure": 778149.815, "object_id": 574421681, "object_name": "574421681", "primary_object_type": "COM", "secondary_object_type": "COM8", "X Coordinate": -79.92846361, "Y Coordinate": 32.77697303, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92846361, 32.776973025, -79.92846361, 32.776973025], "geometry": {"coordinates": [-79.92846361, 32.776973025], "type": "Point"}, "id": "1976", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "COM1", "fn_damages_structure": "COM1", "Extraction Method": "centroid", "ground_elevtn": 13.54457556, "ground_flht": 1, "max_damages_content": 360197.146, "max_damages_structure": 360197.146, "object_id": 574421683, "object_name": "574421683", "primary_object_type": "COM", "secondary_object_type": "COM1", "X Coordinate": -79.92846361, "Y Coordinate": 32.77697303, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92646291, 32.77728981, -79.92646291, 32.77728981], "geometry": {"coordinates": [-79.92646291, 32.77728981], "type": "Point"}, "id": "1977", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "COM4", "fn_damages_structure": "COM4", "Extraction Method": "centroid", "ground_elevtn": 10.1165989, "ground_flht": 1, "max_damages_content": 1338267.91, "max_damages_structure": 1338267.91, "object_id": 574431298, "object_name": "574431298", "primary_object_type": "COM", "secondary_object_type": "COM4", "X Coordinate": -79.92646291, "Y Coordinate": 32.77728981, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.9297417, 32.776818232, -79.9297417, 32.776818232], "geometry": {"coordinates": [-79.9297417, 32.776818232], "type": "Point"}, "id": "1978", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES3A", "fn_damages_structure": "RES3A", "Extraction Method": "centroid", "ground_elevtn": 12.13528704, "ground_flht": 1, "max_damages_content": 133492.964, "max_damages_structure": 266985.928, "object_id": 574461065, "object_name": "574461065", "primary_object_type": "RES", "secondary_object_type": "RES3A", "X Coordinate": -79.9297417, "Y Coordinate": 32.77681823, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92950828, 32.776424893, -79.92950828, 32.776424893], "geometry": {"coordinates": [-79.92950828, 32.776424893], "type": "Point"}, "id": "1979", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "COM4", "fn_damages_structure": "COM4", "Extraction Method": "centroid", "ground_elevtn": 12.27511783, "ground_flht": 1, "max_damages_content": 177990.619, "max_damages_structure": 177990.619, "object_id": 574461073, "object_name": "574461073", "primary_object_type": "COM", "secondary_object_type": "COM4", "X Coordinate": -79.92950828, "Y Coordinate": 32.77642489, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92903083, 32.776368402, -79.92903083, 32.776368402], "geometry": {"coordinates": [-79.92903083, 32.776368402], "type": "Point"}, "id": "1980", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES3A", "fn_damages_structure": "RES3A", "Extraction Method": "centroid", "ground_elevtn": 12.4406709, "ground_flht": 1, "max_damages_content": 136830.288, "max_damages_structure": 273660.577, "object_id": 574461077, "object_name": "574461077", "primary_object_type": "RES", "secondary_object_type": "RES3A", "X Coordinate": -79.92903083, "Y Coordinate": 32.7763684, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92860499, 32.776487427, -79.92860499, 32.776487427], "geometry": {"coordinates": [-79.92860499, 32.776487427], "type": "Point"}, "id": "1981", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "COM4", "fn_damages_structure": "COM4", "Extraction Method": "centroid", "ground_elevtn": 12.86096032, "ground_flht": 1, "max_damages_content": 177990.619, "max_damages_structure": 177990.619, "object_id": 574461079, "object_name": "574461079", "primary_object_type": "COM", "secondary_object_type": "COM4", "X Coordinate": -79.92860499, "Y Coordinate": 32.77648743, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92896336, 32.775975959, -79.92896336, 32.775975959], "geometry": {"coordinates": [-79.92896336, 32.775975959], "type": "Point"}, "id": "1982", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-1SNB", "fn_damages_structure": "RES1-1SNB", "Extraction Method": "centroid", "ground_elevtn": 13.26134397, "ground_flht": 1, "max_damages_content": 111403.033, "max_damages_structure": 222806.066, "object_id": 574488771, "object_name": "574488771", "primary_object_type": "RES", "secondary_object_type": "RES1-1SNB", "X Coordinate": -79.92896336, "Y Coordinate": 32.77597596, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92736548, 32.776407318, -79.92736548, 32.776407318], "geometry": {"coordinates": [-79.92736548, 32.776407318], "type": "Point"}, "id": "1983", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-2SNB", "fn_damages_structure": "RES1-2SNB", "Extraction Method": "centroid", "ground_elevtn": 12.29002837, "ground_flht": 1, "max_damages_content": 108451.83, "max_damages_structure": 216903.661, "object_id": 574488793, "object_name": "574488793", "primary_object_type": "RES", "secondary_object_type": "RES1-2SNB", "X Coordinate": -79.92736548, "Y Coordinate": 32.77640732, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92816916, 32.776277427, -79.92816916, 32.776277427], "geometry": {"coordinates": [-79.92816916, 32.776277427], "type": "Point"}, "id": "1984", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-2SNB", "fn_damages_structure": "RES1-2SNB", "Extraction Method": "centroid", "ground_elevtn": 13.21022478, "ground_flht": 1, "max_damages_content": 146263.549, "max_damages_structure": 292527.098, "object_id": 574488804, "object_name": "574488804", "primary_object_type": "RES", "secondary_object_type": "RES1-2SNB", "X Coordinate": -79.92816916, "Y Coordinate": 32.77627743, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92824222, 32.776275418, -79.92824222, 32.776275418], "geometry": {"coordinates": [-79.92824222, 32.776275418], "type": "Point"}, "id": "1985", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-3SNB", "fn_damages_structure": "RES1-3SNB", "Extraction Method": "centroid", "ground_elevtn": 13.36457265, "ground_flht": 1, "max_damages_content": 179350.234, "max_damages_structure": 358700.469, "object_id": 574488806, "object_name": "574488806", "primary_object_type": "RES", "secondary_object_type": "RES1-3SNB", "X Coordinate": -79.92824222, "Y Coordinate": 32.77627542, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92574958, 32.776331873, -79.92574958, 32.776331873], "geometry": {"coordinates": [-79.92574958, 32.776331873], "type": "Point"}, "id": "1986", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-1SNB", "fn_damages_structure": "RES1-1SNB", "Extraction Method": "centroid", "ground_elevtn": 6.334944159, "ground_flht": 1, "max_damages_content": 110894.939, "max_damages_structure": 221789.878, "object_id": 574488816, "object_name": "574488816", "primary_object_type": "RES", "secondary_object_type": "RES1-1SNB", "X Coordinate": -79.92574958, "Y Coordinate": 32.77633187, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.9267068, 32.776164736, -79.9267068, 32.776164736], "geometry": {"coordinates": [-79.9267068, 32.776164736], "type": "Point"}, "id": "1987", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-3SNB", "fn_damages_structure": "RES1-3SNB", "Extraction Method": "centroid", "ground_elevtn": 6.052678219, "ground_flht": 1, "max_damages_content": 208063.181, "max_damages_structure": 416126.362, "object_id": 574488819, "object_name": "574488819", "primary_object_type": "RES", "secondary_object_type": "RES1-3SNB", "X Coordinate": -79.9267068, "Y Coordinate": 32.77616474, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92898379, 32.775180586, -79.92898379, 32.775180586], "geometry": {"coordinates": [-79.92898379, 32.775180586], "type": "Point"}, "id": "1988", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-1SNB", "fn_damages_structure": "RES1-1SNB", "Extraction Method": "centroid", "ground_elevtn": 12.69306217, "ground_flht": 1, "max_damages_content": 91116.3657, "max_damages_structure": 182232.731, "object_id": 574488830, "object_name": "574488830", "primary_object_type": "RES", "secondary_object_type": "RES1-1SNB", "X Coordinate": -79.92898379, "Y Coordinate": 32.77518059, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92951787, 32.774706172, -79.92951787, 32.774706172], "geometry": {"coordinates": [-79.92951787, 32.774706172], "type": "Point"}, "id": "1989", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-3SNB", "fn_damages_structure": "RES1-3SNB", "Extraction Method": "centroid", "ground_elevtn": 12.90637406, "ground_flht": 1, "max_damages_content": 192199.288, "max_damages_structure": 384398.576, "object_id": 574488834, "object_name": "574488834", "primary_object_type": "RES", "secondary_object_type": "RES1-3SNB", "X Coordinate": -79.92951787, "Y Coordinate": 32.77470617, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92891, 32.77509288, -79.92891, 32.77509288], "geometry": {"coordinates": [-79.92891, 32.77509288], "type": "Point"}, "id": "1990", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES3A", "fn_damages_structure": "RES3A", "Extraction Method": "centroid", "ground_elevtn": 13.25912718, "ground_flht": 1, "max_damages_content": 240094.667, "max_damages_structure": 480189.335, "object_id": 574488837, "object_name": "574488837", "primary_object_type": "RES", "secondary_object_type": "RES3A", "X Coordinate": -79.92891, "Y Coordinate": 32.77509288, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92763108, 32.774978951, -79.92763108, 32.774978951], "geometry": {"coordinates": [-79.92763108, 32.774978951], "type": "Point"}, "id": "1991", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-2SNB", "fn_damages_structure": "RES1-2SNB", "Extraction Method": "centroid", "ground_elevtn": 13.14323291, "ground_flht": 1, "max_damages_content": 161207.625, "max_damages_structure": 322415.251, "object_id": 574488848, "object_name": "574488848", "primary_object_type": "RES", "secondary_object_type": "RES1-2SNB", "X Coordinate": -79.92763108, "Y Coordinate": 32.77497895, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92671547, 32.775554202, -79.92671547, 32.775554202], "geometry": {"coordinates": [-79.92671547, 32.775554202], "type": "Point"}, "id": "1992", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES1-2SNB", "fn_damages_structure": "RES1-2SNB", "Extraction Method": "centroid", "ground_elevtn": 10.150554, "ground_flht": 1, "max_damages_content": 111448.892, "max_damages_structure": 222897.785, "object_id": 574488851, "object_name": "574488851", "primary_object_type": "RES", "secondary_object_type": "RES1-2SNB", "X Coordinate": -79.92671547, "Y Coordinate": 32.7755542, "__folium_color": "#fff5f0"}, "type": "Feature"}, {"bbox": [-79.92914469, 32.77176507, -79.92914469, 32.77176507], "geometry": {"coordinates": [-79.92914469, 32.77176507], "type": "Point"}, "id": "1993", "properties": {"Aggregation Label: Census Block": 450190000000000.0, "fn_damages_content": "RES3A", "fn_damages_structure": "RES3A", "Extraction Method": "centroid", "ground_elevtn": 8.900641428, "ground_flht": 1, "max_damages_content": 240094.667, "max_damages_structure": 480189.335, "object_id": 574488874, "object_name": "574488874", "primary_object_type": "RES", "secondary_object_type": "RES3A", "X Coordinate": -79.92914469, "Y Coordinate": 32.77176507, "__folium_color": "#fff5f0"}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", @@ -916,8 +916,8 @@ " let div = L.DomUtil.create('div');\n", " \n", " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n", - " let fields = ["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"];\n", - " let aliases = ["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"];\n", + " let fields = ["object_id", "object_name", "primary_object_type", "secondary_object_type", "max_damages_structure", "max_damages_content", "ground_elevtn", "X Coordinate", "Y Coordinate", "Aggregation Label: Census Block", "ground_flht", "Extraction Method", "fn_damages_structure", "fn_damages_content"];\n", + " let aliases = ["object_id", "object_name", "primary_object_type", "secondary_object_type", "max_damages_structure", "max_damages_content", "ground_elevtn", "X Coordinate", "Y Coordinate", "Aggregation Label: Census Block", "ground_flht", "Extraction Method", "fn_damages_structure", "fn_damages_content"];\n", " let table = '<table>' +\n", " String(\n", " fields.map(\n", @@ -983,7 +983,7 @@ " color_map_d1add597e373176c5313ca85e5ea1dd2.g.call(color_map_d1add597e373176c5313ca85e5ea1dd2.xAxis).append("text")\n", " .attr("class", "caption")\n", " .attr("y", 21)\n", - " .text("Ground Floor Height");\n", + " .text("ground_flht");\n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], @@ -1006,7 +1006,7 @@ "\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 = updated_exposure.explore(m=m, column=\"ground_flht\", cmap=\"Reds\")\n", "m" ] }, diff --git a/hydromt_fiat/api/exposure_vm.py b/hydromt_fiat/api/exposure_vm.py index 6cbda049..16411ffe 100644 --- a/hydromt_fiat/api/exposure_vm.py +++ b/hydromt_fiat/api/exposure_vm.py @@ -91,10 +91,10 @@ def set_asset_locations_source_and_get_data( "centroid", ) primary_object_types = ( - self.exposure.exposure_db["Primary Object Type"].unique().tolist() + self.exposure.exposure_db["primary_object_type"].unique().tolist() ) secondary_object_types = ( - self.exposure.exposure_db["Secondary Object Type"].unique().tolist() + self.exposure.exposure_db["secondary_object_type"].unique().tolist() ) gdf = self.exposure.get_full_gdf(self.exposure.exposure_db) @@ -137,10 +137,10 @@ def set_asset_locations_source_and_get_data( keep_unclassified=keep_unclassified, ) primary_object_types = ( - self.exposure.exposure_db["Primary Object Type"].unique().tolist() + self.exposure.exposure_db["primary_object_type"].unique().tolist() ) secondary_object_types = ( - self.exposure.exposure_db["Secondary Object Type"].unique().tolist() + self.exposure.exposure_db["secondary_object_type"].unique().tolist() ) gdf = self.exposure.get_full_gdf(self.exposure.exposure_db) @@ -220,14 +220,14 @@ def get_object_types(self): primary_object_types = [] secondary_object_types = [] - if "Primary Object Type" in self.exposure.exposure_db.columns: + if "primary_object_type" in self.exposure.exposure_db.columns: primary_object_types = ( - self.exposure.exposure_db["Primary Object Type"].unique().tolist() + self.exposure.exposure_db["primary_object_type"].unique().tolist() ) - if "Secondary Object Type" in self.exposure.exposure_db.columns: + if "secondary_object_type" in self.exposure.exposure_db.columns: secondary_object_types = ( - self.exposure.exposure_db["Secondary Object Type"].unique().tolist() + self.exposure.exposure_db["secondary_object_type"].unique().tolist() ) return ( @@ -338,7 +338,7 @@ def get_osm_roads( road_types=road_types, ) roads = self.exposure.exposure_db.loc[ - self.exposure.exposure_db["Primary Object Type"] == "roads" + self.exposure.exposure_db["primary_object_type"] == "roads" ] gdf = self.exposure.get_full_gdf(roads) @@ -400,6 +400,6 @@ def set_classification_config( damage_types : Union[List[str], str] "structure"or/and "content" remove_object_type: bool - True if Primary/Secondary Object Type from old gdf should be removed in case the object type category changed completely eg. from RES to COM. - E.g. Primary Object Type holds old data (RES) and Secondary was updated with new data (COM2). + True if Primary/secondary_object_type from old gdf should be removed in case the object type category changed completely eg. from RES to COM. + E.g. primary_object_type holds old data (RES) and Secondary was updated with new data (COM2). """ diff --git a/hydromt_fiat/api/hydromt_fiat_vm.py b/hydromt_fiat/api/hydromt_fiat_vm.py index e91354e4..beca7aab 100644 --- a/hydromt_fiat/api/hydromt_fiat_vm.py +++ b/hydromt_fiat/api/hydromt_fiat_vm.py @@ -156,11 +156,11 @@ def update_model(self, parameter): if isinstance(parameter, str): parameter = [parameter] for item in parameter: - if "Finished Floor Height" in item: + if "ground_flht" in item: self.new_ground_floor_height(config_yaml) elif "Additional Attributes" in item: self.new_additional_attributes(config_yaml) - elif "Ground Elevation" in item: + elif "ground_elevtn" in item: self.new_ground_elevation(config_yaml) elif "Max Potential Damages" in item: self.new_max_potential_damages(config_yaml) @@ -189,13 +189,13 @@ def update_exposure_db(self, config_yaml): ): # Buildings and roads are set up full_gdf = self.fiat_model.exposure.get_full_gdf(exposure_db) - buildings_gdf = full_gdf.loc[full_gdf["Primary Object Type"] != "road"] + buildings_gdf = full_gdf.loc[full_gdf["primary_object_type"] != "road"] if "SVI" in full_gdf.columns and "SVI_key_domain" in full_gdf.columns: roads_gdf = full_gdf.drop(["SVI", "SVI_key_domain"], axis=1).loc[ - full_gdf["Primary Object Type"] == "road" + full_gdf["primary_object_type"] == "road" ] else: - roads_gdf = full_gdf.loc[full_gdf["Primary Object Type"] == "road"] + roads_gdf = full_gdf.loc[full_gdf["primary_object_type"] == "road"] return buildings_gdf, roads_gdf elif ( diff --git a/hydromt_fiat/data/attribute_linking/NSI_attributes_to_FIAT.json b/hydromt_fiat/data/attribute_linking/NSI_attributes_to_FIAT.json index b05bf4ee..cee4f8b5 100644 --- a/hydromt_fiat/data/attribute_linking/NSI_attributes_to_FIAT.json +++ b/hydromt_fiat/data/attribute_linking/NSI_attributes_to_FIAT.json @@ -1,12 +1,12 @@ { - "Object ID": "fd_id", - "Object Name": "fd_id", - "Primary Object Type": "st_damcat", - "Secondary Object Type": "occtype", - "Max Potential Damage: Structure": "val_struct", - "Max Potential Damage: Content": "val_cont", - "Ground Floor Height": "found_ht", - "Ground Elevation": "ground_elv", + "object_id": "fd_id", + "object_name": "fd_id", + "primary_object_type": "st_damcat", + "secondary_object_type": "occtype", + "max_damages_structure": "val_struct", + "max_damages_content": "val_cont", + "ground_flht": "found_ht", + "ground_elevtn": "ground_elv", "geometry": "geometry", "Aggregation Label: Census Blockgroup": "cbfips" } diff --git a/hydromt_fiat/fiat.py b/hydromt_fiat/fiat.py index 813da53b..f1d612ef 100644 --- a/hydromt_fiat/fiat.py +++ b/hydromt_fiat/fiat.py @@ -212,11 +212,11 @@ def setup_vulnerability( The unit of the vulnerability functions. functions_mean : Union[str, List[str], None], optional The name(s) of the vulnerability functions that should use the mean hazard - value when using the area extraction method, by default "default" (this + value when using the area extract_method, by default "default" (this means that all vulnerability functions are using mean). functions_max : Union[str, List[str], None], optional The name(s) of the vulnerability functions that should use the maximum - hazard value when using the area extraction method, by default None (this + hazard value when using the area extract_method, by default None (this means that all vulnerability functions are using mean). """ @@ -253,7 +253,7 @@ def setup_vulnerability( continent=continent, ) - # Set the area extraction method for the vulnerability curves + # Set the area extract_method for the vulnerability curves self.vulnerability.set_area_extraction_methods( functions_mean=functions_mean, functions_max=functions_max ) @@ -304,6 +304,26 @@ def setup_road_vulnerability( max_hazard_value, step_hazard_value, ) + def setup_population_vulnerability( + self, + vertical_unit: str, + threshold_value: float = 0.4, + min_hazard_value: float = 0, + max_hazard_value: float = 10, + step_hazard_value: float = 1.0, + ): + if not self.vulnerability: + self.vulnerability = Vulnerability( + vertical_unit, + self.logger, + ) + self.vulnerability.create_step_function( + "population", + threshold_value, + min_hazard_value, + max_hazard_value, + step_hazard_value, + ) def setup_exposure_buildings( self, @@ -312,6 +332,7 @@ def setup_exposure_buildings( max_potential_damage: Union[str, Path], ground_floor_height: Union[int, float, str, Path, None], unit: str, + gfh_attribute_name: Union[str, List[str], None] = None, occupancy_attr: Union[str, None] = None, occupancy_object_type: Union[str, List[str]] = None, extraction_method: str = "centroid", @@ -319,6 +340,7 @@ def setup_exposure_buildings( damage_unit: str = Currency.dollar.value, country: Union[str, None] = None, ground_elevation_file: Union[int, float, str, Path, None] = None, + ground_elevation_unit: str = None, bf_conversion: bool = False, keep_unclassified: bool = True, dst_crs: Union[str, None] = None, @@ -341,6 +363,9 @@ def setup_exposure_buildings( height to the assets. unit : str The unit of the ground_floor_height + gfh_attribute_name : str, List[str], None + The attribute name to be used to set the ground_flht. If None, the + attribute name will be set to 'ground_floor_height'. occupancy_attr : Union[str, None], optional The name of the field in the occupancy type data that contains the occupancy type, by default None (this means that the occupancy type data @@ -357,6 +382,10 @@ def setup_exposure_buildings( country : Union[str, None], optional The country that is used for the exposure data, by default None. This is only required when using the JRC vulnerability curves. + ground_elevation_file: Union[int, float, str, Path, None] = None. + File path to ground elevation data + ground_elevation_unit: str = None, + Unit of the ground elevation data bf_conversion: bool, optional If building footprints shall be converted into point data. keep_unclassified: bool, optional @@ -391,6 +420,7 @@ def setup_exposure_buildings( else: # The source for the asset locations, occupancy type and maximum potential # damage is different, use three sources to create the exposure data. + # Setup exposure buildings self.exposure.setup_buildings_from_multiple_sources( asset_locations, occupancy_type, @@ -401,9 +431,11 @@ def setup_exposure_buildings( damage_types=damage_types, country=country, ground_elevation_file=ground_elevation_file, + ground_elevation_unit = ground_elevation_unit, bf_conversion=bf_conversion, keep_unclassified=keep_unclassified, - damage_translation_fn = damage_translation_fn + damage_translation_fn = damage_translation_fn, + gfh_attribute_name = gfh_attribute_name, ) if (asset_locations != occupancy_type) and occupancy_object_type is not None: @@ -494,17 +526,36 @@ def setup_exposure_roads( # Link to vulnerability curves # Combine the exposure database with pre-existing exposure data if available - + def setup_exposure_population( + self, + impacted_population_fn: Union[ + int, float, str, Path, List[str], List[Path], pd.DataFrame + ] = None, + attribute_name: Union[str, List[str], None] = None, + method_impacted_pop: Union[str, List[str], None] = "intersection", + max_dist: float = 10, + unit: str = "meters", + ) -> None: + if not self.exposure: + self.exposure = ExposureVector( + self.data_catalog, + self.logger, + self.region, + unit=unit, + ) + self.exposure.setup_impacted_population(impacted_population_fn, attribute_name, method_impacted_pop,max_dist) + + self.set_config("exposure.types", ["damages", "affected"]) def bf_spatial_joins(self): self.building_footprint = self.exposure.building_footprints self.building_footprint["BF_FID"] = [ i for i in range(1, len(self.building_footprint) + 1) ] BF_exposure_gdf = self.exposure.get_full_gdf(self.exposure.exposure_db).merge( - self.building_footprint[["Object ID", "BF_FID"]], on="Object ID" + self.building_footprint[["object_id", "BF_FID"]], on="object_id" ) del BF_exposure_gdf["geometry"] - del self.building_footprint["Object ID"] + del self.building_footprint["object_id"] self.exposure.exposure_db = BF_exposure_gdf def update_ground_floor_height( @@ -632,7 +683,25 @@ def setup_hazard( if hasattr(da, "units"): if self.exposure.unit != da.units: da = da * unit_conversion_factor - + # clip bonding boxes and save new exposure + gdf = self.exposure.get_full_gdf(self.exposure.exposure_db) + #exposure_bounding_box = gdf.total_bounds + da_bounding_box =da.rio.bounds() + gdf = gpd.clip(gdf, da_bounding_box) + if gdf["primary_object_type"].str.contains("road").any(): + gdf_roads = gdf[gdf["primary_object_type"].str.contains("road")] + gdf_buildings= gdf[~gdf.isin(gdf_roads)] + idx_buildings = self.exposure.geom_names.index("buildings") + idx_roads = self.exposure.geom_names.index("roads") + self.exposure.exposure_geoms[idx_buildings] = gdf_buildings[["object_id", "geometry"]] + self.exposure.exposure_geoms[idx_roads] = gdf_roads[["object_id", "geometry"]] + else: + self.exposure.exposure_geoms[0] = gdf[["object_id", "geometry"]] + + del gdf["geometry"] + self.exposure.exposure_db = gdf + + # convert to gdal compliant da.encoding["_FillValue"] = None da = da.raster.gdal_compliant() @@ -820,7 +889,7 @@ def setup_social_vulnerability_index( # Link the SVI score to the exposure data exposure_data = self.exposure.get_full_gdf(self.exposure.exposure_db) - exposure_data.sort_values("Object ID") + exposure_data.sort_values("object_id") if svi.svi_data_shp.crs != exposure_data.crs: svi.svi_data_shp.to_crs(crs=exposure_data.crs, inplace=True) @@ -837,7 +906,7 @@ def setup_social_vulnerability_index( cols_to_save = ["SVI_key_domain", "composite_svi_z", "geometry"] # Filter out the roads because they do not have an SVI score - filter_roads = exposure_data["Primary Object Type"] != "roads" + filter_roads = exposure_data["primary_object_type"] != "roads" svi_exp_joined = gpd.sjoin( exposure_data.loc[filter_roads], svi.svi_data_shp[cols_to_save], @@ -848,8 +917,8 @@ def setup_social_vulnerability_index( svi_exp_joined.rename(columns={"composite_svi_z": "SVI"}, inplace=True) del svi_exp_joined["index_right"] self.exposure.exposure_db = self.exposure.exposure_db.merge( - svi_exp_joined[["Object ID", "SVI_key_domain", "SVI"]], - on="Object ID", + svi_exp_joined[["object_id", "SVI_key_domain", "SVI"]], + on="object_id", how="left", ) # Define spatial join info @@ -1098,8 +1167,8 @@ def setup_classification( damage_types : Union[List[str], str] "structure"or/and "content" remove_object_type: bool - True if Primary/Secondary Object Type from old gdf should be removed in case the object type category changed completely eg. from RES to COM. - E.g. Primary Object Type holds old data (RES) and Secondary was updated with new data (COM2). + True if Primary/secondary_object_type from old gdf should be removed in case the object type category changed completely eg. from RES to COM. + E.g. primary_object_type holds old data (RES) and Secondary was updated with new data (COM2). """ self.exposure.setup_occupancy_type(source, attribute, type_add) @@ -1107,13 +1176,13 @@ def setup_classification( # Drop Object Type that has not been updated. if remove_object_type: - if type_add == "Primary Object Type": + if type_add == "primary_object_type": self.exposure.exposure_db.drop( - "Secondary Object Type", axis=1, inplace=True + "secondary_object_type", axis=1, inplace=True ) else: self.exposure.exposure_db.drop( - "Primary Object Type", axis=1, inplace=True + "primary_object_type", axis=1, inplace=True ) linking_table_new = self.exposure.update_user_linking_table( old_values, new_values, self.vf_ids_and_linking_df @@ -1359,7 +1428,6 @@ def write_geoms(self): ).index_right geom = geom.loc[idx] geom.to_file(_fn) - if self.geoms: GridModel.write_geoms(self) diff --git a/hydromt_fiat/workflows/aggregation_areas.py b/hydromt_fiat/workflows/aggregation_areas.py index 80a6238c..9e3d4048 100644 --- a/hydromt_fiat/workflows/aggregation_areas.py +++ b/hydromt_fiat/workflows/aggregation_areas.py @@ -53,7 +53,7 @@ def spatial_joins( - If the exposure GeoDataFrame and the aggregation area have different coordinate reference systems (CRS), the aggregation area will be reprojected to match the CRS of the exposure GeoDataFrame. - The function performs a spatial join using the 'intersects' predicate. - - If duplicates exist in the joined data, the function aggregates the data by grouping on the 'Object ID' + - If duplicates exist in the joined data, the function aggregates the data by grouping on the 'object_id' column and creating a list of values for each attribute. - The function expects the order of the label names to match the order of the aggregation areas in the 'areas' parameter. @@ -109,9 +109,9 @@ def spatial_joins( # aggregate the data if duplicates exist aggregated = ( - exposure_gdf.groupby("Object ID")[attribute_name].agg(list).reset_index() + exposure_gdf.groupby("object_id")[attribute_name].agg(list).reset_index() ) - exposure_gdf.drop_duplicates(subset="Object ID", keep="first", inplace=True) + exposure_gdf.drop_duplicates(subset="object_id", keep="first", inplace=True) # Check if new gdf was already created in previous loop try: @@ -128,7 +128,7 @@ def spatial_joins( ) else: exposure_gdf.drop(columns=attribute_name, inplace=True) - exposure_gdf = exposure_gdf.merge(aggregated, on="Object ID") + exposure_gdf = exposure_gdf.merge(aggregated, on="object_id") # Create a string from the list of values in the duplicated aggregation area # column @@ -152,14 +152,14 @@ def spatial_joins( area_threshold = total_area * filter_percentage exposure_gdf = exposure_gdf[exposure_gdf.geometry.area >= area_threshold] - # Create new Object IDs - init_Object_ID = exposure_gdf_copy.loc[0, "Object Name"] + # Create new object_ids + init_Object_ID = exposure_gdf_copy.loc[0, "object_name"] init_Object_ID = int(init_Object_ID.split(": ", 1)[1]) - exposure_gdf.loc[0:, "Object ID"] = np.arange( + exposure_gdf.loc[0:, "object_id"] = np.arange( init_Object_ID, init_Object_ID + int(len(exposure_gdf)), 1 ).tolist() - # Create new Object Names - exposure_gdf["Object Name"] = exposure_gdf["Object ID"].apply( + # Create new object_names + exposure_gdf["object_name"] = exposure_gdf["object_id"].apply( lambda x: f"New development area: {int(x)}" ) @@ -211,7 +211,7 @@ def split_composite_area( exposure_gdf = pd.concat( [res_intersection, exposure_outside_aggregation], ignore_index=True ) - exposure_gdf.dropna(subset=["Object ID"], inplace=True) + exposure_gdf.dropna(subset=["object_id"], inplace=True) # Explode Multipolygons exposure_gdf = exposure_gdf.explode().reset_index() @@ -224,10 +224,10 @@ def split_composite_area( if "level_1" in exposure_gdf.columns: exposure_gdf.drop(["level_1"], axis=1, inplace=True) - # create new Object IDs - exposure_gdf["Object ID"] = exposure_gdf["Object ID"].astype(int) - init_Object_ID = exposure_gdf.loc[0, "Object ID"] - exposure_gdf.loc[0:, "Object ID"] = np.arange( + # create new object_ids + exposure_gdf["object_id"] = exposure_gdf["object_id"].astype(int) + init_Object_ID = exposure_gdf.loc[0, "object_id"] + exposure_gdf.loc[0:, "object_id"] = np.arange( init_Object_ID + 1, init_Object_ID + 1 + int(len(exposure_gdf)), 1 ).tolist() @@ -323,7 +323,7 @@ def join_exposure_aggregation_areas( ) # Remove the geometry column from the exposure_gdf to return a dataframe - exposure_geoms = exposure_gdf[["Object ID", "geometry"]] + exposure_geoms = exposure_gdf[["object_id", "geometry"]] del exposure_gdf["geometry"] diff --git a/hydromt_fiat/workflows/building_footprints.py b/hydromt_fiat/workflows/building_footprints.py index c30858ee..9da52bf1 100644 --- a/hydromt_fiat/workflows/building_footprints.py +++ b/hydromt_fiat/workflows/building_footprints.py @@ -66,8 +66,8 @@ def join_exposure_building_footprints( ) # Aggregate the data if duplicates exist - aggregated = joined_gdf.groupby("Object ID")[attribute_name].agg(list).reset_index() - exposure_gdf = exposure_gdf.merge(aggregated, on="Object ID", how="left") + aggregated = joined_gdf.groupby("object_id")[attribute_name].agg(list).reset_index() + exposure_gdf = exposure_gdf.merge(aggregated, on="object_id", how="left") # Create a string from the list of values in the duplicated aggregation area # column diff --git a/hydromt_fiat/workflows/damage_values.py b/hydromt_fiat/workflows/damage_values.py index 9d3be02e..e1d447a1 100644 --- a/hydromt_fiat/workflows/damage_values.py +++ b/hydromt_fiat/workflows/damage_values.py @@ -6,9 +6,9 @@ "construction_cost_vs_depreciated_value_res": 0.6, "construction_cost_vs_depreciated_value_com": 0.6, "construction_cost_vs_depreciated_value_ind": 0.6, - "max_damage_content_inventory_res": 0.5, - "max_damage_content_inventory_com": 1, - "max_damage_content_inventory_ind": 1.5, + "max_damages_content_inventory_res": 0.5, + "max_damages_content_inventory_com": 1, + "max_damages_content_inventory_ind": 1.5, "undamageable_part_res": 0.4, "undamageable_part_com": 0.4, "undamageable_part_ind": 0.4, @@ -64,7 +64,7 @@ def preprocess_jrc_damage_values( f"construction_cost_vs_depreciated_value_{building_type_short}" ] mdci = max_damage_adjustment_values[ - f"max_damage_content_inventory_{building_type_short}" + f"max_damages_content_inventory_{building_type_short}" ] up = max_damage_adjustment_values[f"undamageable_part_{building_type_short}"] mu = max_damage_adjustment_values[f"material_used_{building_type_short}"] @@ -136,7 +136,7 @@ def preprocess_damage_values( base_damage_values : pd.DataFrame The JRC damage values data. damage_translation_fn : Union[Path, str] - The path to a file that relates the max. potential damage values with the exposure primary object type. + The path to a file that relates the max. potential damage values with the exposure primary_object_type. Returns ------- @@ -154,7 +154,7 @@ def preprocess_damage_values( rename_dict = dict(zip(translation_df.iloc[0:,0],translation_df.iloc[0:,1])) - # Rename damage values with primary object type + # Rename damage values with primary_object_type base_damage_values.rename(columns=rename_dict, inplace=True) diff --git a/hydromt_fiat/workflows/exposure_vector.py b/hydromt_fiat/workflows/exposure_vector.py index c508d31b..65ebe86d 100644 --- a/hydromt_fiat/workflows/exposure_vector.py +++ b/hydromt_fiat/workflows/exposure_vector.py @@ -48,29 +48,29 @@ class ExposureVector(Exposure): - _REQUIRED_COLUMNS = ["Object ID", "Extraction Method", "Ground Floor Height"] - _REQUIRED_VARIABLE_COLUMNS = ["Damage Function: {}", "Max Potential Damage: {}"] + _REQUIRED_COLUMNS = ["object_id", "extract_method", "ground_flht"] + _REQUIRED_VARIABLE_COLUMNS = ["fn_damages_{}", "max_damages_{}"] _OPTIONAL_COLUMNS = [ - "Object Name", - "Primary Object Type", - "Secondary Object Type", - "Ground Elevation", + "object_name", + "primary_object_type", + "secondary_object_type", + "ground_elevtn", ] _OPTIONAL_VARIABLE_COLUMNS = ["Aggregation Label: {}", "Aggregation Variable: {}"] _CSV_COLUMN_DATATYPES = { - "Object ID": int, - "Object Name": str, - "Primary Object Type": str, - "Secondary Object Type": str, - "Extraction Method": str, + "object_id": int, + "object_name": str, + "primary_object_type": str, + "secondary_object_type": str, + "extract_method": str, "Aggregation Label": str, - "Damage Function: Structure": str, - "Damage Function: Content": str, + "fn_damages_structure": str, + "fn_damages_content": str, "Ground Flood Height": float, - "Ground Elevation": float, - "Max Potential Damage: Structure": float, - "Max Potential Damage: Content": float, + "ground_elevtn": float, + "max_damages_structure": float, + "max_damages_content": float, } def __init__( @@ -161,7 +161,7 @@ def setup_buildings_from_single_source( height or a path to the data that can be used to add the ground floor height to the assets. extraction_method : str - The extraction method to be used for all of the assets. + The extract_method to be used for all of the assets. """ if str(source).upper() == "NSI": # The NSI data is selected, so get the assets from the NSI @@ -211,26 +211,26 @@ def setup_buildings_from_single_source( f"found in {str(source)}, skipping attribute." ) - # Check if the 'Object ID' column is unique - if len(self.exposure_db.index) != len(set(self.exposure_db["Object ID"])): - self.exposure_db["Object ID"] = range(1, len(self.exposure_db.index) + 1) + # Check if the 'object_id' column is unique + if len(self.exposure_db.index) != len(set(self.exposure_db["object_id"])): + self.exposure_db["object_id"] = range(1, len(self.exposure_db.index) + 1) - # Set the ground floor height if not yet set + # Set the ground_flht if not yet set if ground_floor_height != source: self.setup_ground_floor_height(ground_floor_height) - # Set the extraction method + # Set the extract_method self.setup_extraction_method(extraction_method) # Set the exposure_geoms self.set_exposure_geoms( - gpd.GeoDataFrame(self.exposure_db[["Object ID", "geometry"]], crs=self.crs) + gpd.GeoDataFrame(self.exposure_db[["object_id", "geometry"]], crs=self.crs) ) # Set the name to the geom_names self.set_geom_names("buildings") - # Set the ground floor height if not yet set + # Set the ground_flht 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( @@ -261,20 +261,20 @@ def setup_roads( # Rename the columns to FIAT names roads.rename( - columns={"highway": "Secondary Object Type", "name": "Object Name"}, + columns={"highway": "secondary_object_type", "name": "object_name"}, inplace=True, ) - # Add an Object ID - roads["Object ID"] = range(1, len(roads.index) + 1) + # Add an object_id + roads["object_id"] = range(1, len(roads.index) + 1) else: roads = self.data_catalog.get_geodataframe(source, geom=region) # add the function to segmentize the roads into certain segments - # Add the Primary Object Type and damage function, which is currently not set up to be flexible - roads["Primary Object Type"] = "road" - roads["Extraction Method"] = "centroid" - roads["Ground Floor Height"] = 0 + # Add the primary_object_type and damage function, which is currently not set up to be flexible + roads["primary_object_type"] = "road" + roads["extract_method"] = "centroid" + roads["ground_flht"] = 0 self.logger.info( "The damage function 'road' is selected for all of the structure damage to the roads." @@ -293,16 +293,16 @@ def setup_roads( road_damage = self.data_catalog.get_dataframe(road_damage) roads[ [ - "Max Potential Damage: Structure", + "max_damages_structure", "Segment Length", - "Extraction Method", + "extract_method", ] ] = get_max_potential_damage_roads(roads, road_damage) elif isinstance(road_damage, (int, float)) or road_damage is None: roads["Segment Length"] = road_length - roads["Max Potential Damage: Structure"] = road_damage + roads["max_damages_structure"] = road_damage - self.set_exposure_geoms(roads[["Object ID", "geometry"]]) + self.set_exposure_geoms(roads[["object_id", "geometry"]]) self.set_geom_names("roads") del roads["geometry"] @@ -312,7 +312,7 @@ def setup_roads( def setup_buildings_from_multiple_sources( self, - asset_locations: Union[str, Path], + asset_locations: str, occupancy_source: Union[str, Path], max_potential_damage: Union[str, Path], ground_floor_height: Union[int, float, str, Path, None], @@ -320,7 +320,7 @@ def setup_buildings_from_multiple_sources( occupancy_attr: Union[str, None] = None, damage_types: Union[List[str], None] = None, country: Union[str, None] = None, - attribute_name: Union[str, List[str], None] = None, + gfh_attribute_name: Union[str, List[str], None] = None, gfh_method: Union[str, List[str], None] = "nearest", max_dist: Union[int, float, List[float], List[int], None] = 10, ground_elevation_file: Union[int, float, str, Path, None] = None, @@ -329,7 +329,69 @@ def setup_buildings_from_multiple_sources( keep_unclassified: bool = True, damage_translation_fn: Union[Path, str] = None, ): + """ + Set up the exposure data using multiple sources. + + Parameters + ---------- + asset_locations : str + The name of the vector dataset in the HydroMT Data Catalog or path to the + vector dataset to be used to set up the asset locations. This can be + either a point or polygon dataset. + occupancy_source : str, Path + The name of the vector dataset in the HydroMT Data Catalog or path to the + vector dataset to be used to set up the occupancy types. + max_potential_damage : str, Path + The name of the vector dataset in the HydroMT Data Catalog or path to the + vector dataset to be used to set up the maximum potential damage. + ground_floor_height : int, float, str, Path, None + Either a number (int or float) to give all assets the same ground floor + height, a path to the data that can be used to add the ground floor + height to the assets or None to use the data from 'asset_locations'. + extraction_method : str + The extract_method to be used for all of the assets. + occupancy_attr : str, None + The attribute name to be used to set the occupancy type. If None, the + attribute name will be set to 'occupancy_type'. + damage_types : List[str], None + The list of damage types to be used. If None, the default damage types + will be used. + country : str, None + The country to be used to set the damage function. If None, the default + damage function will be used. + gfh_attribute_name : str, List[str], None + The attribute name to be used to set the ground_flht. If None, the + attribute name will be set to 'ground_floor_height'. + gfh_method : str, List[str], None + The method to be used to add the ground_flht to the assets. If + None, the default method will be used. + max_dist : int, float, List[float], List[int], None + The maximum distance to be used when adding the ground_flht to + the assets. If None, the default maximum distance will be used. + ground_elevation_file : int, float, str, Path, None + The path to the ground_elevtn data. If None, the ground_elevtn will + be set to 0. + ground_elevation_unit : str + The unit of the ground_elevtn data. If None, the unit will be set to + 'm'. + bf_conversion : bool + A flag to indicate if the building footprints should be converted into + centroids. If True, the building footprints will be converted into + centroids. + keep_unclassified : bool + A flag to indicate if the unclassified values should be kept. If True, the + unclassified values will be kept. + damage_translation_fn : Path, str + The path to the file that contains the translation of the damage types to + the damage values. If None, the default translation file will be used. + + Returns + ------- + None + """ self.logger.info("Setting up exposure data from multiple sources...") + + # If asset location_fn != OSM and equals occupancy type, take the geometry from occupancy type self.setup_asset_locations(asset_locations) self.setup_occupancy_type( occupancy_source, occupancy_attr, keep_unclassified=keep_unclassified @@ -348,7 +410,7 @@ def setup_buildings_from_multiple_sources( self.exposure_geoms[0], self.exposure_geoms[0].crs ) self.setup_ground_floor_height( - ground_floor_height, attribute_name, gfh_method, max_dist + ground_floor_height, gfh_attribute_name, gfh_method, max_dist ) self.setup_extraction_method(extraction_method) self.setup_ground_elevation(ground_elevation_file, ground_elevation_unit) @@ -364,35 +426,39 @@ def setup_asset_locations(self, asset_locations: str) -> None: a point or polygon dataset. """ self.logger.info("Setting up asset locations...") - if str(asset_locations).upper() == "OSM": - polygon = self.region.to_crs(4326).geometry.values[0] - assets = get_assets_from_osm(polygon) + if isinstance(asset_locations, str): + if str(asset_locations).upper() == "OSM": + polygon = self.region.to_crs(4326).geometry.values[0] + assets = get_assets_from_osm(polygon) - if assets.empty: - self.logger.warning( - "No assets found in the selected region from source " - f"{asset_locations}." - ) + if assets.empty: + self.logger.warning( + "No assets found in the selected region from source " + f"{asset_locations}." + ) - # Rename the osmid column to Object ID - assets.rename(columns={"osmid": "Object ID"}, inplace=True) - else: - assets = self.data_catalog.get_geodataframe( - asset_locations, geom=self.region - ) + # Rename the osmid column to object_id + assets.rename(columns={"osmid": "object_id"}, inplace=True) + else: + assets = self.data_catalog.get_geodataframe( + asset_locations, geom=self.region + ) # Set the CRS of the exposure data self.crs = get_crs_str_from_gdf(assets.crs) - # Check if the 'Object ID' column exists and if so, is unique - if "Object ID" not in assets.columns: - assets["Object ID"] = range(1, len(assets.index) + 1) + # Check if the 'object_id' column exists and if so, is unique + if "object_id" not in assets.columns: + assets["object_id"] = range(1, len(assets.index) + 1) else: - if len(assets.index) != len(set(assets["Object ID"])): - assets["Object ID"] = range(1, len(assets.index) + 1) + if len(assets.index) != len(set(assets["object_id"])): + assets["object_id"] = range(1, len(assets.index) + 1) # Set the asset locations to the geometry variable (self.exposure_geoms) # and set the geom name + if len(assets.columns) > 2: + assets = assets[['object_id', 'geometry']] + self.set_exposure_geoms(assets) self.set_geom_names("buildings") @@ -424,10 +490,10 @@ def setup_occupancy_type( self, occupancy_source: str, occupancy_attr: str, - type_add: str = "Primary Object Type", + type_add: str = "primary_object_type", keep_unclassified: bool = True, ) -> None: - """Set up the Primary and Secondary Object Type. + """Set up the Primary and secondary_object_type. Parameters ---------- occupancy_source : str @@ -435,9 +501,9 @@ def setup_occupancy_type( occupancy_attr : str Other classification to be updated by Primary/Secondary Classification type_add : str - "Primary Object Type" or "Secondary Object Type" + "primary_object_type" or "secondary_object_type" keep_unclassified : Bool - Whether to re-classify Primary/Secondary Object Types as "residential" or remove rows if no Object Type + Whether to re-classify Primary/secondary_object_types as "residential" or remove rows if no Object Type """ self.logger.info(f"Setting up occupancy type from {str(occupancy_source)}...") if str(occupancy_source).upper() == "OSM": @@ -446,7 +512,7 @@ def setup_occupancy_type( occupancy_building = occupancy_type[1] occupancy_amenity = occupancy_type[2] - occupancy_types = ["Primary Object Type", "Secondary Object Type"] + occupancy_types = ["primary_object_type", "secondary_object_type"] else: occupancy_building = self.data_catalog.get_geodataframe( occupancy_source, geom=self.region @@ -477,30 +543,30 @@ def setup_occupancy_type( ) if occupancy_source == 'OSM': - # Replace values with landuse if applicable for Primary and Secondary Object Type + # Replace values with landuse if applicable for Primary and secondary_object_type occupancy_landuse.rename( columns={ - "Primary Object Type": "pot", - "Secondary Object Type": "pot_2", + "primary_object_type": "pot", + "secondary_object_type": "pot_2", }, inplace=True, ) gdf_landuse = gpd.sjoin( gdf, occupancy_landuse[["geometry", "pot", "pot_2"]], how="left" ) - gdf_landuse.loc[gdf_landuse["pot"].notna(), "Primary Object Type"] = ( + gdf_landuse.loc[gdf_landuse["pot"].notna(), "primary_object_type"] = ( gdf_landuse.loc[gdf_landuse["pot"].notna(), "pot"] ) - gdf_landuse.loc[gdf_landuse["pot"].notna(), "Secondary Object Type"] = ( + gdf_landuse.loc[gdf_landuse["pot"].notna(), "secondary_object_type"] = ( gdf_landuse.loc[gdf_landuse["pot"].notna(), "pot_2"] ) gdf_landuse.drop(columns=["index_right", "pot", "pot_2"], inplace=True) - # Fill nan values with values amenity for Primary and Secondary Object Type + # Fill nan values with values amenity for Primary and secondary_object_type occupancy_amenity.rename( columns={ - "Primary Object Type": "pot", - "Secondary Object Type": "pot_2", + "primary_object_type": "pot", + "secondary_object_type": "pot_2", }, inplace=True, ) @@ -508,42 +574,42 @@ def setup_occupancy_type( occupancy_amenity[["geometry", "pot", "pot_2"]], how="left" ) gdf_amenity.loc[ - gdf_amenity["Primary Object Type"].isna(), "Secondary Object Type" - ] = gdf_amenity.loc[gdf_amenity["Primary Object Type"].isna(), "pot_2"] + gdf_amenity["primary_object_type"].isna(), "secondary_object_type" + ] = gdf_amenity.loc[gdf_amenity["primary_object_type"].isna(), "pot_2"] gdf_amenity.loc[ - gdf_amenity["Primary Object Type"].isna(), "Primary Object Type" - ] = gdf_amenity.loc[gdf_amenity["Primary Object Type"].isna(), "pot"] + gdf_amenity["primary_object_type"].isna(), "primary_object_type" + ] = gdf_amenity.loc[gdf_amenity["primary_object_type"].isna(), "pot"] gdf_amenity.drop(columns=["index_right", "pot", "pot_2"], inplace=True) # Rename some major catgegories gdf_amenity.loc[ - gdf_amenity["Secondary Object Type"] == "yes", "Secondary Object Type" + gdf_amenity["secondary_object_type"] == "yes", "secondary_object_type" ] = "residential" gdf_amenity.loc[ - gdf_amenity["Secondary Object Type"] == "house", "Secondary Object Type" + gdf_amenity["secondary_object_type"] == "house", "secondary_object_type" ] = "residential" gdf_amenity.loc[ - gdf_amenity["Secondary Object Type"] == "apartments", "Secondary Object Type" + gdf_amenity["secondary_object_type"] == "apartments", "secondary_object_type" ] = "residential" gdf = gdf_amenity - # Remove the objects that do not have a Primary Object Type, that were not + # Remove the objects that do not have a primary_object_type, that were not # overlapping with the land use map, or that had a land use type of 'nan'. - if "Primary Object Type" in gdf.columns: + if "primary_object_type" in gdf.columns: nr_without_primary_object = len( - gdf.loc[gdf["Primary Object Type"].isna()].index - ) + len(gdf.loc[gdf["Primary Object Type"] != ""].index) - if keep_unclassified: + gdf.loc[gdf["primary_object_type"].isna()].index + ) + len(gdf.loc[gdf["primary_object_type"] == ""].index) + if keep_unclassified: # NOTE this now refers to JRC residential. There should be a generalized value gdf.loc[ - gdf["Primary Object Type"].isna(), "Secondary Object Type" + gdf["primary_object_type"].isna(), "secondary_object_type" ] = "residential" gdf.loc[ - gdf["Primary Object Type"].isna(), "Primary Object Type" + gdf["primary_object_type"].isna(), "primary_object_type" ] = "residential" gdf.loc[ - gdf["Primary Object Type"] == "", "Secondary Object Type" + gdf["primary_object_type"] == "", "secondary_object_type" ] = "residential" - gdf.loc[gdf["Primary Object Type"] == "", "Primary Object Type"] = ( + gdf.loc[gdf["primary_object_type"] == "", "primary_object_type"] = ( "residential" ) self.logger.warning( @@ -555,53 +621,53 @@ def setup_occupancy_type( f"{nr_without_primary_object} objects do not have a Primary Object " "Type and will be removed from the exposure data." ) - gdf = gdf.loc[gdf["Primary Object Type"] != ""] + gdf = gdf.loc[gdf["primary_object_type"] != ""] nr_without_landuse = len( - gdf.loc[gdf["Primary Object Type"].isna()].index + gdf.loc[gdf["primary_object_type"].isna()].index ) if nr_without_landuse > 0: self.logger.warning( f"{nr_without_landuse} objects were not overlapping with the " "land use data and will be removed from the exposure data." ) - gdf = gdf[gdf["Primary Object Type"].notna()] - gdf = gdf[gdf["Primary Object Type"] != ""] + gdf = gdf[gdf["primary_object_type"].notna()] + gdf = gdf[gdf["primary_object_type"] != ""] - # Remove Object ID duplicates - gdf.drop_duplicates(inplace=True, subset="Object ID") + # Remove object_id duplicates + gdf.drop_duplicates(inplace=True, subset="object_id") gdf.reset_index(drop=True, inplace=True) # Update the exposure geoms - self.exposure_geoms[0] = gdf[["Object ID", "geometry"]] + self.exposure_geoms[0] = gdf[["object_id", "geometry"]] # Remove the geometry column from the exposure database del gdf["geometry"] # Update the exposure database if type_add in self.exposure_db: - if "Primary Object Type" in gdf.columns: - gdf.rename(columns={"Primary Object Type": "pot"}, inplace=True) + if "primary_object_type" in gdf.columns: + gdf.rename(columns={"primary_object_type": "pot"}, inplace=True) self.exposure_db = pd.merge( - self.exposure_db, gdf, on="Object ID", how="left" + self.exposure_db, gdf, on="object_id", how="left" ) self.exposure_db = self._set_values_from_other_column( - self.exposure_db, "Primary Object Type", "pot" + self.exposure_db, "primary_object_type", "pot" ) - # Replace Secondary Object Type with new classification to assign correct damage curves + # Replace secondary_object_type with new classification to assign correct damage curves self.exposure_db = pd.merge( - self.exposure_db, gdf, on="Object ID", how="left" + self.exposure_db, gdf, on="object_id", how="left" ) self.exposure_db = self._set_values_from_other_column( - self.exposure_db, "Secondary Object Type", "pot" + self.exposure_db, "secondary_object_type", "pot" ) - elif "Secondary Object Type" in gdf.columns: - gdf.rename(columns={"Secondary Object Type": "pot"}, inplace=True) + elif "secondary_object_type" in gdf.columns: + gdf.rename(columns={"secondary_object_type": "pot"}, inplace=True) self.exposure_db = pd.merge( - self.exposure_db, gdf, on="Object ID", how="left" + self.exposure_db, gdf, on="object_id", how="left" ) self.exposure_db = self._set_values_from_other_column( - self.exposure_db, "Secondary Object Type", "pot" + self.exposure_db, "secondary_object_type", "pot" ) else: @@ -675,22 +741,22 @@ def setup_occupancy_type_from_osm(self) -> None: amenity_to_jrc_mapping, ] - # Create Primary Object Type column for OSM data + # Create primary_object_type column for OSM data for occupancy, occupancy_attribute, jrc_mapping in zip( occupancy_types, occupancy_attributes, jrc_mapping_type ): - occupancy["Primary Object Type"] = occupancy[occupancy_attribute].map( + occupancy["primary_object_type"] = occupancy[occupancy_attribute].map( jrc_mapping ) occupancy.rename( - columns={occupancy_attribute: "Secondary Object Type"}, inplace=True + columns={occupancy_attribute: "secondary_object_type"}, inplace=True ) # In next step where spatial joint of exposure and occupancy map do a spatial joint with buildings, where are Nan values. return occupancy_types def setup_extraction_method(self, extraction_method: str) -> None: - self.exposure_db["Extraction Method"] = extraction_method + self.exposure_db["extract_method"] = extraction_method def setup_aggregation_labels(self): NotImplemented @@ -720,28 +786,28 @@ def intersection_method( def setup_ground_floor_height( self, ground_floor_height: Union[int, float, None, str, Path, List[str], List[Path]], - attribute_name: Union[str, List[str], None] = None, + gfh_attribute_name: Union[str, List[str], None] = None, gfh_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. + """Set the ground_flht of the exposure data. This function overwrites + the existing ground_flht column if it already exists. Parameters ---------- ground_floor_height : Union[int, float, None, str, Path, List[str], List[Path]] - A number to set the Ground Floor Height of all assets to the same value, a - path to a file that contains the Ground Floor Height of each asset, or a - list of paths to files that contain the Ground Floor Height of each asset, + A number to set the ground_flht of all assets to the same value, a + path to a file that contains the ground_flht of each asset, or a + list of paths to files that contain the ground_flht of each asset, in the order of preference (the first item in the list gets the highest priority in assigning the values). - attribute_name : Union[str, List[str]], optional - The name of the attribute that contains the Ground Floor Height in the + gfh_attribute_name : Union[str, List[str]], optional + The name of the attribute that contains the ground_flht in the file(s) that are submitted. If multiple `ground_floor_height` files are submitted, the attribute names are linked to the files in the same order as the files are submitted. By default None. gfh_method : Union[str, List[str]], optional - The method to use to assign the Ground Floor Height to the assets. If + The method to use to assign the ground_flht to the assets. If multiple `ground_floor_height` files are submitted, the methods are linked to the files in the same order as the files are submitted. The method can be either 'nearest' (nearest neighbor) or 'intersection'. By default @@ -754,13 +820,13 @@ def setup_ground_floor_height( if isinstance(ground_floor_height, int) or isinstance( ground_floor_height, float ): - # If the Ground Floor Height is input as a number, assign all objects with - # the same Ground Floor Height. - self.exposure_db["Ground Floor Height"] = ground_floor_height + # If the ground_flht is input as a number, assign all objects with + # the same ground_flht. + self.exposure_db["ground_flht"] = ground_floor_height elif isinstance(ground_floor_height, str) or isinstance( ground_floor_height, Path ): - # A single file is used to assign the ground floor height to the assets + # A single file is used to assign the ground_flht to the assets gfh = self.data_catalog.get_geodataframe(ground_floor_height) # If method is "intersection" remove columns from gfh exept for attribute name and geometry @@ -768,19 +834,19 @@ def setup_ground_floor_height( columns_to_drop = [ col for col in gfh.columns - if col != attribute_name and col != "geometry" + if col != gfh_attribute_name and col != "geometry" ] gfh = gfh.drop(columns=columns_to_drop) gdf = self.get_full_gdf(self.exposure_db) # If roads in model filter out for spatial joint - if gdf["Primary Object Type"].str.contains("road").any(): - gdf_roads = gdf[gdf["Primary Object Type"].str.contains("road")] + if gdf["primary_object_type"].str.contains("road").any(): + gdf_roads = gdf[gdf["primary_object_type"].str.contains("road")] gdf = join_spatial_data( gdf[~gdf.isin(gdf_roads)].dropna(subset=["geometry"]), gfh, - attribute_name, + gfh_attribute_name, gfh_method, max_dist, self.logger, @@ -788,7 +854,7 @@ def setup_ground_floor_height( gdf = pd.concat([gdf, gdf_roads]) else: gdf = join_spatial_data( - gdf, gfh, attribute_name, gfh_method, max_dist, self.logger + gdf, gfh, gfh_attribute_name, gfh_method, max_dist, self.logger ) # If method is "intersection" rename *"_left" to original exposure_db name @@ -797,18 +863,18 @@ def setup_ground_floor_height( # Update exposure_db self.exposure_db = self._set_values_from_other_column( - gdf, "Ground Floor Height", attribute_name + gdf, "ground_flht", gfh_attribute_name ) if "geometry" in self.exposure_db.columns: self.exposure_db.drop(columns=["geometry"], inplace=True) elif isinstance(ground_floor_height, list): - # Multiple files are used to assign the ground floor height to the assets + # Multiple files are used to assign the ground_flht to the assets NotImplemented else: - # Set the Ground Floor Height to 0 if the user did not specify any - # Ground Floor Height. - self.exposure_db["Ground Floor Height"] = 0 + # Set the ground_flht to 0 if the user did not specify any + # ground_flht. + self.exposure_db["ground_flht"] = 0 def setup_max_potential_damage( self, @@ -856,16 +922,16 @@ def setup_max_potential_damage( ): # Set the column(s) to a single value for damage_type in damage_types: - self.exposure_db[f"Max Potential Damage: {damage_type}"] = ( + self.exposure_db[f"max_damages_{damage_type}"] = ( max_potential_damage ) elif isinstance(max_potential_damage, list): - # Multiple files are used to assign the ground floor height to the assets + # Multiple files are used to assign the ground_flht to the assets for max_damages,attribute, method, max_dis,damage_type in zip(max_potential_damage,attribute_name,method_damages,max_dist,damage_types): # When the max_potential_damage is a string but not jrc_damage_values # or hazus_max_potential_damages. Here, a single file is used to - # assign the ground floor height to the assets + # assign the ground_flht to the assets mpd = self.data_catalog.get_geodataframe(max_damages) # If method is "intersection" remove columns from gfh exept for attribute name and geometry @@ -881,8 +947,8 @@ def setup_max_potential_damage( gdf = self.get_full_gdf(self.exposure_db) # If roads in model filter out for spatial joint - if gdf["Primary Object Type"].str.contains("road").any(): - gdf_roads = gdf[gdf["Primary Object Type"].str.contains("road")] + if gdf["primary_object_type"].str.contains("road").any(): + gdf_roads = gdf[gdf["primary_object_type"].str.contains("road")] gdf = join_spatial_data( gdf[~gdf.isin(gdf_roads)].dropna(subset=["geometry"]), mpd, @@ -909,7 +975,7 @@ def setup_max_potential_damage( # Update exposure_db with updated dataframe self.exposure_db = self._set_values_from_other_column( gdf, - f"Max Potential Damage: {damage_type.capitalize()}", + f"max_damages_{damage_type}", attribute, ) if "geometry" in self.exposure_db.columns: @@ -935,10 +1001,10 @@ def setup_max_potential_damage( # Calculate the area of each object gdf = self.get_full_gdf(self.exposure_db)[ - ["Primary Object Type", "geometry"] + ["primary_object_type", "geometry"] ] gdf = get_area(gdf) - gdf = gdf.dropna(subset="Primary Object Type") + gdf = gdf.dropna(subset="primary_object_type") # Set the damage values to the exposure data self.set_max_potential_damage_columns(damage_types, damage_values,gdf, max_potential_damage) @@ -953,10 +1019,10 @@ def setup_max_potential_damage( # Calculate the area of each object gdf = self.get_full_gdf(self.exposure_db)[ - ["Primary Object Type", "geometry"] + ["primary_object_type", "geometry"] ] gdf = get_area(gdf) - gdf = gdf.dropna(subset="Primary Object Type") + gdf = gdf.dropna(subset="primary_object_type") # Set the damage values to the exposure data self.set_max_potential_damage_columns(damage_types, damage_values,gdf, max_potential_damage) @@ -969,8 +1035,8 @@ def setup_max_potential_damage( # If roads in model filter out for spatial joint - if gdf["Primary Object Type"].str.contains("road").any(): - gdf_roads = gdf[gdf["Primary Object Type"].str.contains("road")] + if gdf["primary_object_type"].str.contains("road").any(): + gdf_roads = gdf[gdf["primary_object_type"].str.contains("road")] # Spatial joint exposure and updated damages gdf = join_spatial_data( gdf[~gdf.isin(gdf_roads)].dropna(subset=["geometry"]), mpd, attribute_name, method_damages, max_dist, self.logger @@ -982,42 +1048,116 @@ def setup_max_potential_damage( ) self.exposure_db = self._set_values_from_other_column( gdf, - f"Max Potential Damage: {damage_types[0].capitalize()}", + f"max_damages_{damage_types[0]}", attribute_name, ) def setup_ground_elevation( self, ground_elevation: Union[int, float, None, str, Path], unit: str ) -> None: + """ + Set the ground elevation of the exposure data. + + Parameters + ---------- + ground_elevation : Union[int, float, None, str, Path] + Either a number (int or float) to give all assets the same ground elevation + or a path to the data that can be used to add the ground elevation to the assets. + unit : str + The unit of the ground elevation. This can be either 'meters' or 'feet'. + """ + if ground_elevation: - self.exposure_db["Ground Elevation"] = ground_elevation_from_dem( + self.exposure_db["ground_elevtn"] = ground_elevation_from_dem( ground_elevation=ground_elevation, exposure_db=self.exposure_db, exposure_geoms=self.get_full_gdf(self.exposure_db), ) # Unit conversion - if unit != self.unit: - if (unit == Units.meters.value) and (self.unit == Units.feet.value): - self.exposure_db["Ground Elevation"] = self.exposure_db[ - "Ground Elevation" - ].apply(lambda x: x * Conversion.meters_to_feet.value) - - elif (unit == Units.feet.value) and (self.unit == Units.meters.value): - self.exposure_db["Ground Elevation"] = self.exposure_db[ - "Ground Elevation" - ].apply(lambda x: x * Conversion.feet_to_meters.value) - else: - self.logger.warning( - "The elevation unit is not valid. Please provide the unit of your ground elevation in 'meters' or 'feet'" - ) + if unit != None: + if unit != self.unit: + if (unit == Units.meters.value) and (self.unit == Units.feet.value): + self.exposure_db["ground_elevtn"] = self.exposure_db[ + "ground_elevtn" + ].apply(lambda x: x * Conversion.meters_to_feet.value) + + elif (unit == Units.feet.value) and (self.unit == Units.meters.value): + self.exposure_db["ground_elevtn"] = self.exposure_db[ + "ground_elevtn" + ].apply(lambda x: x * Conversion.feet_to_meters.value) + else: + self.logger.warning( + "The elevation unit is not valid. Please provide the unit of your ground_elevtn in 'meters' or 'feet'" + ) else: self.logger.warning( - "Ground elevation is not recognized by the setup_ground_elevation function" + "ground_elevtn is not recognized by the setup_ground_elevation function" ) - self.logger.warning("Ground elevation will be set to 0") - self.exposure_db["Ground Elevation"] = 0 + self.logger.warning("ground_elevtn will be set to 0") + self.exposure_db["ground_elevtn"] = 0 + + def setup_impacted_population( + self, + impacted_population_fn: Union[ + int, float, str, Path, List[str], List[Path], pd.DataFrame + ] = None, + attribute_name: Union[str, List[str], None] = None, + method_impacted_pop: Union[str, List[str], None] = "intersection", + max_dist: float = 10, + ) -> None: + """Sets up the impacted population data for the exposure model. + + Parameters + ---------- + impacted_population_fn : Union[int, float, str, Path, List[str], List[Path], pd.DataFrame], optional + The source of the impacted population data. It can be a path to a file, a list of paths, + a DataFrame, or a direct value. + attribute_name : Union[str, List[str], None], optional + The attribute name(s) to be used for identifying impacted population data, by default None. + method_impacted_pop : Union[str, List[str], None], optional + The method to be used for processing impacted population data, by default "intersection". + max_dist : float, optional + The maximum allowable distance for spatial joins, by default 10. + + Notes + ----- + This function updates the exposure database with impacted population data by performing spatial + joins and setting the values from the specified attribute. + """ + + # TODO: Add support for other methods + + if isinstance(impacted_population_fn, str) or isinstance( + impacted_population_fn, Path): + # When the max_potential_damage is a string but not jrc_damage_values + # or hazus_max_potential_damages. Here, a single file is used to + # assign the mpd to the assets + pop_impacted = self.data_catalog.get_geodataframe(impacted_population_fn) + gdf = self.get_full_gdf(self.exposure_db) + + # If roads in model filter out for spatial joint + if gdf["primary_object_type"].str.contains("road").any(): + gdf_roads = gdf[gdf["primary_object_type"].str.contains("road")] + # Spatial joint exposure and updated damages + gdf = join_spatial_data( + gdf[~gdf.isin(gdf_roads)].dropna(subset=["geometry"]), pop_impacted, attribute_name, method_impacted_pop, max_dist, self.logger + ) + gdf = pd.concat([gdf, gdf_roads]) + else: + gdf = join_spatial_data( + gdf, pop_impacted, attribute_name, method_impacted_pop, max_dist, self.logger + ) + + del gdf['geometry'] + self.exposure_db = self._set_values_from_other_column( + gdf, + "max_affected_people", + attribute_name, + ) + self.exposure_db["fn_affected_people"] = "population" + def update_max_potential_damage( self, updated_max_potential_damages: pd.DataFrame ) -> None: @@ -1033,19 +1173,19 @@ def update_max_potential_damage( self.logger.info( f"Updating the maximum potential damage of {len(updated_max_potential_damages.index)} properties." ) - if "Object ID" not in updated_max_potential_damages.columns: + if "object_id" not in updated_max_potential_damages.columns: self.logger.warning( - "Trying to update the maximum potential damages but no 'Object ID' column is found in the updated_max_potential_damages variable." + "Trying to update the maximum potential damages but no 'object_id' column is found in the updated_max_potential_damages variable." ) return damage_cols = [ c for c in updated_max_potential_damages.columns - if "Max Potential Damage:" in c + if "max_damage_" in c ] - updated_max_potential_damages.set_index("Object ID", inplace=True) - self.exposure_db.set_index("Object ID", inplace=True, drop=False) + updated_max_potential_damages.set_index("object_id", inplace=True) + self.exposure_db.set_index("object_id", inplace=True, drop=False) self.exposure_db[damage_cols] = updated_max_potential_damages[damage_cols] self.exposure_db.reset_index(drop=True, inplace=True) @@ -1058,18 +1198,18 @@ def raise_ground_floor_height( path_ref: str = None, attr_ref: str = "STATIC_BFE", ): - """Raises the ground floor height of selected objects to a certain level. + """Raises the ground_flht of selected objects to a certain level. Parameters ---------- raise_by : Union[int, float] The level to raise the selected objects by. objectids : List[int] - A list of Object IDs to select the exposure objects to raise the ground + A list of object_ids to select the exposure objects to raise the ground floor of. height_reference : str, optional - Either 'datum' when the Ground Floor Height should be raised relative to the - Datum or 'geom' when the Ground Floor Height should be raised relative to + Either 'datum' when the ground_flht should be raised relative to the + Datum or 'geom' when the ground_flht should be raised relative to the attribute `attr_ref` in the geometry file `path_ref`, by default "" path_ref : str, optional The full path to the geometry file used to calculate the Ground Floor @@ -1077,46 +1217,46 @@ def raise_ground_floor_height( attr_ref : str, optional The attribute in the geometry file `path_ref`, by default "STATIC_BFE" """ - # ground floor height attr already exist, update relative to a reference file or datum - # Check if the Ground Floor Height column already exists - if "Ground Floor Height" not in self.exposure_db.columns: + # ground_flht attr already exist, update relative to a reference file or datum + # Check if the ground_flht column already exists + if "ground_flht" not in self.exposure_db.columns: self.logger.warning( - "Trying to update the Ground Floor Height but the attribute does not " + "Trying to update the ground_flht but the attribute does not " "yet exist in the exposure data." ) return - # Get the index of the objects to raise the ground floor height. - idx = self.exposure_db.loc[self.exposure_db["Object ID"].isin(objectids)].index + # Get the index of the objects to raise the ground_flht. + idx = self.exposure_db.loc[self.exposure_db["object_id"].isin(objectids)].index # Log the number of objects that are being raised. self.logger.info( - f"Raising the ground floor height of {len(idx)} properties to {raise_by}." - ) # TODO: add the unit of the ground floor height + f"Raising the ground_flht of {len(idx)} properties to {raise_by}." + ) # TODO: add the unit of the ground_flht if height_reference.lower() == "datum": # Elevate the object with 'raise_to' self.logger.info( - "Raising the ground floor height of the properties relative to Datum." + "Raising the ground_flht of the properties relative to Datum." ) self.exposure_db.loc[ ( - self.exposure_db["Ground Floor Height"] - + self.exposure_db["Ground Elevation"] + self.exposure_db["ground_flht"] + + self.exposure_db["ground_elevtn"] < raise_by ) & self.exposure_db.index.isin(idx), - "Ground Floor Height", + "ground_flht", ] += raise_by - ( - self.exposure_db["Ground Floor Height"] - + self.exposure_db["Ground Elevation"] + self.exposure_db["ground_flht"] + + self.exposure_db["ground_elevtn"] ) elif height_reference.lower() in ["geom", "table"]: # Elevate the objects relative to the surface water elevation map that the # user submitted. self.logger.info( - "Raising the ground floor height of the properties relative to " + "Raising the ground_flht of the properties relative to " f"{Path(path_ref).name}, with column {attr_ref}." ) @@ -1133,10 +1273,10 @@ def raise_ground_floor_height( attr_ref, raise_by, self.crs, - ).set_index("Object ID") - self.exposure_db.set_index("Object ID", inplace=True) - self.exposure_db.loc[objectids, "Ground Floor Height"] = new_values.loc[ - objectids, "Ground Floor Height" + ).set_index("object_id") + self.exposure_db.set_index("object_id", inplace=True) + self.exposure_db.loc[objectids, "ground_flht"] = new_values.loc[ + objectids, "ground_flht" ] self.exposure_db.reset_index(drop=False, inplace=True) self.logger.info( @@ -1146,7 +1286,7 @@ def raise_ground_floor_height( else: self.logger.warning( - "The height reference of the Ground Floor Height is set to " + "The height reference of the ground_flht is set to " f"'{height_reference}'. " "This is not one of the allowed height references. Set the height " "reference to 'datum', 'geom' or 'raster' (last option not yet " @@ -1165,13 +1305,13 @@ def truncate_damage_function( Parameters ---------- objectids : List[int] - A list of Object IDs to select the exposure objects to truncate the damage + A list of object_ids to select the exposure objects to truncate the damage functions of. floodproof_to : Union[int, float] The height to floodproof to, i.e. to truncate the damage functions to. damage_function_types : List[str] A list of damage types that should be considered for the new composite area, - e.g. ['Structure', 'Content']. The function is case-sensitive. + e.g. ['structure', 'content']. The function is case-sensitive. vulnerability : Vulnerability The Vulnerability object from the FiatModel. """ @@ -1185,7 +1325,7 @@ def truncate_damage_function( df_name_suffix = f'_fp_{str(floodproof_to).replace(".", "_")}' ids = self.get_object_ids(selection_type="list", objectids=objectids) - idx = self.exposure_db.loc[self.exposure_db["Object ID"].isin(ids)].index + idx = self.exposure_db.loc[self.exposure_db["object_id"].isin(ids)].index # Find all damage functions that should be modified and truncate with # floodproof_to. @@ -1194,7 +1334,7 @@ def truncate_damage_function( d for d in list( self.exposure_db.iloc[idx, :][ - f"Damage Function: {df_type}" + f"fn_damages_{df_type}" ].unique() ) if d == d @@ -1232,10 +1372,10 @@ def convert_bf_into_centroids(self, gdf_bf, crs): for index, row in gdf_bf.iterrows(): centroid = row["geometry"].centroid list_centroid.append(centroid) - list_object_id.append(row["Object ID"]) - data = {"Object ID": list_object_id, "geometry": list_centroid} - gdf_centroid = gpd.GeoDataFrame(data, columns=["Object ID", "geometry"]) - gdf = gdf_bf.merge(gdf_centroid, on="Object ID", suffixes=("_gdf1", "_gdf2")) + list_object_id.append(row["object_id"]) + data = {"object_id": list_object_id, "geometry": list_centroid} + gdf_centroid = gpd.GeoDataFrame(data, columns=["object_id", "geometry"]) + gdf = gdf_bf.merge(gdf_centroid, on="object_id", suffixes=("_gdf1", "_gdf2")) gdf.drop(columns="geometry_gdf1", inplace=True) gdf.rename(columns={"geometry_gdf2": "geometry"}, inplace=True) gdf.drop_duplicates(inplace=True) @@ -1251,7 +1391,7 @@ def calculate_damages_new_exposure_object( damages_cols = [ c for c in self.get_max_potential_damage_columns() - if c.split("Max Potential Damage: ")[-1] in damage_types + if c.split("max_damage_")[-1] in damage_types ] new_damages = dict() @@ -1260,7 +1400,7 @@ def calculate_damages_new_exposure_object( # Potential Structural/Content/Other Damage. for c in damages_cols: total_damages = sum(self.exposure_db[c].fillna(0)) - new_damages[c.split("Max Potential Damage: ")[-1]] = ( + new_damages[c.split("max_damage_")[-1]] = ( total_damages * percent_growth ) @@ -1298,12 +1438,12 @@ def setup_new_composite_areas( 'geom' as defined in the `elevation_reference` variable. damage_types : List[str] A list of damage types that should be considered for the new composite area, - e.g. ['Structure', 'Content']. The function is case-sensitive. + e.g. ['structure', 'content']. The function is case-sensitive. vulnerability : Vulnerability The Vulnerability object from the FiatModel. elevation_reference : str - Either 'datum' when the Ground Floor Height should be set relative to the - Datum or 'geom' when the Ground Floor Height should be set relative to the + Either 'datum' when the ground_flht should be set relative to the + Datum or 'geom' when the ground_flht should be set relative to the attribute `attr_ref` in the geometry file `path_ref`. path_ref : str, optional The full path to the geometry file used to calculate the Ground Floor @@ -1335,14 +1475,14 @@ def setup_new_composite_areas( df_dict = { damage_type: [ df - for df in self.exposure_db["Damage Function: " + damage_type].unique() + for df in self.exposure_db["fn_damage_" + damage_type].unique() if df == df ] for damage_type in damage_types } df_value_counts_dict = { damage_type: self.exposure_db[ - "Damage Function: " + damage_type + "fn_damage_" + damage_type ].value_counts() for damage_type in damage_types } @@ -1364,7 +1504,7 @@ def setup_new_composite_areas( self.logger.info(f"Using 'height' column from {geom_file} to specify the elevation above {elevation_reference} " "for FFE of new composite area(s).") - new_area["Object ID"] = None # add object id column to area file + new_area["object_id"] = None # add object_id column to area file new_objects = [] @@ -1373,38 +1513,38 @@ def setup_new_composite_areas( new_area.geometry.area.sum() ) # TODO: reproject to a projected CRS if this is a geographic CRS? - # There should be an attribute 'Object ID' in the new development area shapefile. + # There should be an attribute 'object_id' in the new development area shapefile. # This ID is used to join the shapefile to the exposure data. - join_id_name = "Object ID" + join_id_name = "object_id" if join_id_name not in new_area.columns: self.logger.debug( - 'The unique ID column in the New Development Area is not named "Object ID", ' - 'therefore, a new unique identifyer named "Object ID" is added.' + 'The unique ID column in the New Development Area is not named "object_id", ' + 'therefore, a new unique identifyer named "object_id" is added.' ) new_area[join_id_name] = range(len(new_area.index)) - max_id = self.exposure_db["Object ID"].max() + max_id = self.exposure_db["object_id"].max() new_geoms_ids = [] for i in range(len(new_area.index)): new_geom = new_area.geometry.iloc[i] new_id = max_id + 1 - new_area["Object ID"].iloc[i] = new_id # assign Object ID to polygons + new_area["object_id"].iloc[i] = new_id # assign object_id to polygons perc_damages = new_geom.area / total_area # Idea: Reduction factor for the part of the area is not build-up? dict_new_objects_data = { - "Object ID": [new_id], - "Object Name": ["New development area: " + str(new_id)], - "Primary Object Type": ["New development area"], - "Secondary Object Type": ["New development area"], - "Extraction Method": ["area"], - "Ground Floor Height": [0], - "Ground Elevation": [0], + "object_id": [new_id], + "object_name": ["New development area: " + str(new_id)], + "primary_object_type": ["New development area"], + "secondary_object_type": ["New development area"], + "extract_method": ["area"], + "ground_flht": [0], + "ground_elevtn": [0], } dict_new_objects_data.update( { - f"Damage Function: {damage_type}": [ + f"fn_damages_{damage_type}": [ new_damage_functions[damage_type] ] for damage_type in damage_types @@ -1412,7 +1552,7 @@ def setup_new_composite_areas( ) dict_new_objects_data.update( { - f"Max Potential Damage: {damage_type}": [ + f"max_damages_{damage_type}": [ new_object_damages[damage_type] * perc_damages ] for damage_type in damage_types @@ -1426,15 +1566,15 @@ def setup_new_composite_areas( new_objects = pd.concat(new_objects) new_objects.reset_index(inplace=True, drop=True) - # Create a new GeoDataFrame with the new geometries and the Object ID + # Create a new GeoDataFrame with the new geometries and the object_id _new_exposure_geoms = gpd.GeoDataFrame( - data=new_geoms_ids, columns=["geometry", "Object ID"], crs=self.crs + data=new_geoms_ids, columns=["geometry", "object_id"], crs=self.crs ) - # If the user supplied ground elevation data, assign that to the new + # If the user supplied ground_elevtn data, assign that to the new # composite areas if ground_elevation is not None: - new_objects["Ground Elevation"] = ground_elevation_from_dem( + new_objects["ground_elevtn"] = ground_elevation_from_dem( ground_elevation=ground_elevation, exposure_db=new_objects, exposure_geoms=_new_exposure_geoms, @@ -1442,8 +1582,8 @@ def setup_new_composite_areas( if elevation_reference == "datum": # Ensure that the new objects have a first floor height that elevates them above the requirement - new_objects["Ground Floor Height"] = new_objects.apply( - lambda row: max(row["Ground Floor Height"], new_area.loc[row.name, "height"] - row["Ground Elevation"]), + new_objects["ground_flht"] = new_objects.apply( + lambda row: max(row["ground_flht"], new_area.loc[row.name, "height"] - row["ground_elevtn"]), axis=1 ) self.logger.info( @@ -1462,7 +1602,7 @@ def setup_new_composite_areas( elevation_reference, path_ref, attr_ref, - new_area.set_index("Object ID")["height"], + new_area.set_index("object_id")["height"], self.crs, ) @@ -1474,7 +1614,7 @@ def setup_new_composite_areas( # new composite areas if aggregation_area_fn is not None: new_objects, aggregated_objects_geoms, _ = join_exposure_aggregation_areas( - _new_exposure_geoms.merge(new_objects, on="Object ID"), + _new_exposure_geoms.merge(new_objects, on="object_id"), aggregation_area_fn=aggregation_area_fn, attribute_names=attribute_names, label_names=label_names, @@ -1497,7 +1637,7 @@ def setup_new_composite_areas( def link_exposure_vulnerability( self, exposure_linking_table: pd.DataFrame, - damage_types: Optional[List[str]] = ["Structure", "Content"], + damage_types: Optional[List[str]] = ["structure", "content"], ): if "Damage function name" not in exposure_linking_table.columns: exposure_linking_table["Damage function name"] = [ @@ -1526,39 +1666,39 @@ def link_exposure_vulnerability( unique_types_primary = set() # Set the variables below to large numbers to ensure when there is no - # Primary Object Type or Secondary Object Type column in the exposure data + # primary_object_type or secondary_object_type column in the exposure data # that the available column is used to link the exposure data to the # vulnerability data. len_diff_primary_linking_types = 100000 len_diff_secondary_linking_types = 100000 - if "Primary Object Type" in self.exposure_db.columns: + if "primary_object_type" in self.exposure_db.columns: unique_types_primary = set(self.get_primary_object_type()) diff_primary_linking_types = unique_types_primary - unique_linking_types len_diff_primary_linking_types = len(diff_primary_linking_types) unique_types_secondary = set() - if "Secondary Object Type" in self.exposure_db.columns: + if "secondary_object_type" in self.exposure_db.columns: unique_types_secondary = set(self.get_secondary_object_type()) diff_secondary_linking_types = ( unique_types_secondary - unique_linking_types ) len_diff_secondary_linking_types = len(diff_secondary_linking_types) - # Check if the linking column is the Primary Object Type or the Secondary + # Check if the linking column is the primary_object_type or the Secondary # Object Type if (len(unique_types_primary) > 0) and ( unique_types_primary.issubset(unique_linking_types) ): - linking_column = "Primary Object Type" + linking_column = "primary_object_type" elif (len(unique_types_secondary) > 0) and ( unique_types_secondary.issubset(unique_linking_types) ): - linking_column = "Secondary Object Type" + linking_column = "secondary_object_type" else: if ( len_diff_primary_linking_types < len_diff_secondary_linking_types ) and (len(unique_types_primary) > 0): - linking_column = "Primary Object Type" + linking_column = "primary_object_type" self.logger.warning( "There are " f"{str(len_diff_primary_linking_types)} primary" @@ -1570,17 +1710,17 @@ def link_exposure_vulnerability( elif ( len_diff_secondary_linking_types < len_diff_primary_linking_types ) and (len(unique_types_secondary) > 0): - linking_column = "Secondary Object Type" + linking_column = "secondary_object_type" self.logger.warning( "There are " f"{str(len(diff_secondary_linking_types))} " - "secondary object types that are not in the " + "secondary_object_types that are not in the " "linking table and will not have a damage " f"function assigned for {damage_type} damages: " f"{str(list(diff_secondary_linking_types))}" ) - self.exposure_db[f"Damage Function: {damage_type.capitalize()}"] = ( + self.exposure_db[f"fn_damages_{damage_type}"] = ( self.exposure_db[linking_column].map(linking_dict) ) @@ -1590,12 +1730,12 @@ def link_exposure_vulnerability( ) def get_primary_object_type(self): - if "Primary Object Type" in self.exposure_db.columns: - return list(self.exposure_db["Primary Object Type"].unique()) + if "primary_object_type" in self.exposure_db.columns: + return list(self.exposure_db["primary_object_type"].unique()) def get_secondary_object_type(self): - if "Secondary Object Type" in self.exposure_db.columns: - return list(self.exposure_db["Secondary Object Type"].unique()) + if "secondary_object_type" in self.exposure_db.columns: + return list(self.exposure_db["secondary_object_type"].unique()) def get_max_potential_damage_columns(self) -> List[str]: """Returns the maximum potential damage columns in @@ -1605,7 +1745,7 @@ def get_max_potential_damage_columns(self) -> List[str]: List[str] The maximum potential damage columns in """ - return [c for c in self.exposure_db.columns if "Max Potential Damage:" in c] + return [c for c in self.exposure_db.columns if "max_damage_" in c] def set_max_potential_damage_columns(self, damage_types, damage_values,gdf, max_potential_damage) -> None: """Calculate and set the maximum potential damage columns based on the provided damage types and values. @@ -1617,7 +1757,7 @@ def set_max_potential_damage_columns(self, damage_types, damage_values,gdf, max_ damage_values : dict Dictionary containing the damage values for each building type and damage type. gdf : GeoDataFrame - GeoDataFrame containing the primary object type and area information. + GeoDataFrame containing the primary_object_type and area information. max_potential_damage : str The maximum potential damage value. Returns @@ -1628,12 +1768,12 @@ def set_max_potential_damage_columns(self, damage_types, damage_values,gdf, max_ # Calculate the maximum potential damage for each object and per damage type try: self.exposure_db[ - f"Max Potential Damage: {damage_type.capitalize()}" + f"max_damages_{damage_type}" ] = [ damage_values[building_type][damage_type.lower()] * square_meters for building_type, square_meters in zip( - gdf["Primary Object Type"], gdf["area"] + gdf["primary_object_type"], gdf["area"] ) ] except KeyError as e: @@ -1649,7 +1789,7 @@ def get_damage_function_columns(self) -> List[str]: List[str] The damage function columns in """ - return [c for c in self.exposure_db.columns if "Damage Function:" in c] + return [c for c in self.exposure_db.columns if "fn_damage_" in c] def select_objects( self, @@ -1663,8 +1803,8 @@ def select_objects( Parameters ---------- primary_object_type : Optional[Union[str, List[str]]], optional - Only select assets from this/these primary object type(s). - Can be any primary object type in a list or 'all', by default None + Only select assets from this/these primary_object_type(s). + Can be any primary_object_type in a list or 'all', by default None (also selecting all) non_building_names : Optional[list[str]], optional The names of the , by default None @@ -1683,13 +1823,13 @@ def select_objects( if non_building_names: objects = objects.loc[ - ~objects["Primary Object Type"].isin(non_building_names), : + ~objects["primary_object_type"].isin(non_building_names), : ] if primary_object_type: if str(primary_object_type).lower() != "all": objects = objects.loc[ - objects["Primary Object Type"].isin([primary_object_type]), : + objects["primary_object_type"].isin([primary_object_type]), : ] return objects @@ -1738,12 +1878,12 @@ def get_object_ids( non_building_names=non_building_names, ) if selection_type == "all": - ids = buildings["Object ID"] + ids = buildings["object_id"] elif selection_type == "aggregation_area": ids = buildings.loc[ buildings[f"Aggregation Label: {aggregation}"] == aggregation_area_name, - "Object ID", + "object_id", ] elif selection_type == "polygon": assert polygon_file is not None @@ -1755,7 +1895,7 @@ def get_object_ids( polygon = gpd.read_file(polygon_file, engine="pyogrio").to_crs( buildings.crs ) - ids = gpd.sjoin(buildings, polygon)["Object ID"] + ids = gpd.sjoin(buildings, polygon)["object_id"] elif selection_type == "list": ids = objectids @@ -1768,7 +1908,7 @@ def set_exposure_geoms_from_xy(self): ): exposure_geoms = gpd.GeoDataFrame( { - "Object ID": self.exposure_db["Object ID"], + "object_id": self.exposure_db["object_id"], "geometry": gpd.points_from_xy( self.exposure_db["X Coordinate"], self.exposure_db["Y Coordinate"], @@ -1787,14 +1927,14 @@ def get_full_gdf( # Check how many exposure geoms there are if len(self.exposure_geoms) == 1: - assert set(self.exposure_geoms[0]["Object ID"]) == set(df["Object ID"]) + assert set(self.exposure_geoms[0]["object_id"]) == set(df["object_id"]) df["geometry"] = self.exposure_geoms[0]["geometry"] gdf = gpd.GeoDataFrame(df, crs=self.exposure_geoms[0].crs) elif len(self.exposure_geoms) > 1: gdf_list = [] for i in range(len(self.exposure_geoms)): gdf_list.append( - self.exposure_geoms[i].merge(df, on="Object ID", how="left") + self.exposure_geoms[i].merge(df, on="object_id", how="left") ) gdf = gpd.GeoDataFrame(pd.concat(gdf_list, ignore_index=True)) return gdf @@ -1809,7 +1949,7 @@ def check_required_columns(self): for col in self._REQUIRED_VARIABLE_COLUMNS: try: - assert col.format("Structure") in self.exposure_db.columns + assert col.format("structure") in self.exposure_db.columns except AssertionError: print(f"Required variable column {col} not found in exposure data.") @@ -1869,7 +2009,7 @@ def set_height_relative_to_reference( # Sort and add the elevation to the shp values, append to the exposure dataframe # To be able to append the values from the GeoDataFrame to the DataFrame, it - # must be sorted on the Object ID. + # must be sorted on the object_id. identifier = ( "Object ID" if "Object ID" in modified_objects_gdf.columns @@ -1888,19 +2028,19 @@ def set_height_relative_to_reference( elif height_reference == "table": # Add table reference_table = pd.read_csv(path_ref) # Vector - # Join the data based on "Object ID" + # Join the data based on "object_id" modified_objects_gdf = pd.merge( exposure_geoms, - reference_table[["Object ID", attr_ref]], - on="Object ID", + reference_table[["object_id", attr_ref]], + on="object_id", how="left", ) modified_objects_gdf = modified_objects_gdf.sort_values( - by=["Object ID"] - ).set_index("Object ID", drop=False) + by=["object_id"] + ).set_index("object_id", drop=False) - exposure_to_modify = exposure_to_modify.sort_values(by=["Object ID"]).set_index( - "Object ID", drop=False + exposure_to_modify = exposure_to_modify.sort_values(by=["object_id"]).set_index( + "object_id", drop=False ) # Ensure that the raise_by variable has the correct type @@ -1909,8 +2049,8 @@ def set_height_relative_to_reference( # Find indices of properties that are below the required level properties_below_level = ( - exposure_to_modify.loc[:, "Ground Floor Height"] - + exposure_to_modify.loc[:, "Ground Elevation"] + exposure_to_modify.loc[:, "ground_flht"] + + exposure_to_modify.loc[:, "ground_elevtn"] < modified_objects_gdf.loc[:, attr_ref] + raise_by ) properties_no_reference_level = modified_objects_gdf[attr_ref].isna() @@ -1922,7 +2062,7 @@ def set_height_relative_to_reference( ) original_df = exposure_to_modify.copy() # to be used for metrics - exposure_to_modify.loc[to_change, "Ground Floor Height"] = list( + exposure_to_modify.loc[to_change, "ground_flht"] = list( modified_objects_gdf.loc[to_change, attr_ref] + raise_by[to_change] - exposure_to_modify.loc[to_change, "Ground Elevation"] @@ -1931,8 +2071,8 @@ def set_height_relative_to_reference( # Get some metrics on changes no_builds_to_change = sum(to_change) avg_raise = np.average( - exposure_to_modify.loc[to_change, "Ground Floor Height"] - - original_df.loc[to_change, "Ground Floor Height"] + exposure_to_modify.loc[to_change, "ground_flht"] + - original_df.loc[to_change, "ground_flht"] ) self.logger.info( f"Raised {no_builds_to_change} properties with an average of {avg_raise}." diff --git a/hydromt_fiat/workflows/gis.py b/hydromt_fiat/workflows/gis.py index 5b3d8d88..e43f5f56 100644 --- a/hydromt_fiat/workflows/gis.py +++ b/hydromt_fiat/workflows/gis.py @@ -12,6 +12,8 @@ from geopy.geocoders import Nominatim from geopy.exc import GeocoderTimedOut, GeocoderUnavailable import time +from shapely.geometry import Polygon, MultiPolygon +from shapely.ops import unary_union def get_area(gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: @@ -40,7 +42,7 @@ def get_area(gdf: gpd.GeoDataFrame) -> gpd.GeoDataFrame: def sjoin_largest_area( - left_gdf: gpd.GeoDataFrame, right_gdf: gpd.GeoDataFrame, id_col: str = "Object ID" + left_gdf: gpd.GeoDataFrame, right_gdf: gpd.GeoDataFrame, id_col: str = "object_id" ) -> gpd.GeoDataFrame: """Spatial join of two GeoDataFrames, keeping only the joined data from the largest intersection per object. @@ -53,7 +55,7 @@ def sjoin_largest_area( The GeoDataFrame from which the data will be joined to the left GeoDataFrame. id_col : str, optional The ID column that will be used to drop the duplicates from overlapping - geometries, by default "Object ID" + geometries, by default "object_id" Returns ------- @@ -207,6 +209,20 @@ def join_spatial_data( ) right_gdf = right_gdf.to_crs(left_gdf.crs) + if 'MultiPolygon' in list(left_gdf.geom_type.unique()): + for index, row in left_gdf.iterrows(): + if row['geometry'].geom_type == "MultiPolygon": + largest_polygon = max(row['geometry'].geoms, key=lambda a: a.area) + left_gdf.at[index, 'geometry'] = largest_polygon + assert len(left_gdf.geom_type.unique()) == 1 + + if 'MultiPolygon' in list(right_gdf.geom_type.unique()): + for index, row in right_gdf.iterrows(): + if row['geometry'].geom_type == "MultiPolygon": + largest_polygon = max(row['geometry'].geoms, key=lambda a: a.area) + right_gdf.at[index, 'geometry'] = largest_polygon + assert len(right_gdf.geom_type.unique()) == 1 + left_gdf_type = check_geometry_type(left_gdf) right_gdf_type = check_geometry_type(right_gdf) @@ -285,11 +301,12 @@ def ground_elevation_from_dem( 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) + # Fill nan values with neighboring values. + # # Add ground_elevtn column and get rid of nans in the appropriate way + exposure_db["ground_elevtn"] = zonal_means + exposure_db["ground_elevtn"].bfill(inplace=True) - return exposure_db["Ground Elevation"] + return exposure_db["ground_elevtn"] def do_geocode(geolocator, xycoords, attempt=1, max_attempts=5): diff --git a/hydromt_fiat/workflows/vulnerability.py b/hydromt_fiat/workflows/vulnerability.py index 255a45c5..76bbb793 100644 --- a/hydromt_fiat/workflows/vulnerability.py +++ b/hydromt_fiat/workflows/vulnerability.py @@ -33,7 +33,7 @@ def __init__( The unit of the hazard values in the damage functions (e.g. of the water depth), by default "m" extraction_method : dict - A dictionary of the extraction method for each damage function. + A dictionary of the extract_method for each damage function. logger : logging.Logger A logger object for logging messages. @@ -56,7 +56,7 @@ def __init__( update(self, name, hazard_values, fraction_values) Updates an existing vulnerability function. set_area_extraction_methods(self, method='mean') - Sets the area extraction method for all damage functions. + Sets the area extract_method for all damage functions. get_new_hazard_values(self, hazard_values) Returns the new hazard values of the existing and to be added damage functions. @@ -86,7 +86,7 @@ def read(self, fn: Union[str, Path]): self.from_table(vulnerability_functions) - # Read the extraction methods + # Read the extract_methods extraction_methods = ( pd.read_csv(fn, delimiter=csv_delimiter, engine="c") .reset_index() @@ -102,7 +102,7 @@ def read(self, fn: Union[str, Path]): .values[1:] ) - # Set the extraction methods + # Set the extract_methods self.extraction_method = dict(zip(function_names, extraction_methods)) # Read and set the unit @@ -140,7 +140,7 @@ def from_csv(self, fn: Union[str, Path]): "vulnerability curves." ) - # Set the area extraction method to mean (default) + # Set the area extract_method to mean (default) self.set_area_extraction_methods() def from_table(self, vulnerability_functions: pd.DataFrame): @@ -248,17 +248,17 @@ def set_area_extraction_methods( functions_mean: Union[str, List[str], None] = "default", functions_max: Union[str, List[str], None] = None, ): - """Sets the area extraction method for all damage functions. + """Sets the area extract_method for all damage functions. Parameters ---------- functions_mean : Union[str, List[str], None], optional The name(s) of the vulnerability functions that should use the mean hazard - value when using the area extraction method, by default "default" (this + value when using the area extract_method, by default "default" (this means that all vulnerability functions are using mean). functions_max : Union[str, List[str], None], optional The name(s) of the vulnerability functions that should use the maximum - hazard value when using the area extraction method, by default None (this + hazard value when using the area extract_method, by default None (this means that all vulnerability functions are using mean). """ self.set_area_extraction_method(functions_mean, "mean") @@ -267,15 +267,15 @@ def set_area_extraction_methods( def set_area_extraction_method( self, function_selection: Union[str, List[str]], method: str ): - """Sets the area extraction method for the selected damage functions. + """Sets the area extract_method for the selected damage functions. Parameters ---------- function_selection : Union[str, List[str]] The name(s) of the vulnerability functions that should use the selected - area extraction method. + area extract_method. method : str - The area extraction method that should be used for the selected damage + The area extract_method that should be used for the selected damage functions. """ if function_selection == "default": @@ -328,7 +328,7 @@ def create_step_function( self.add(name, hazard_values, fraction_values) - # Set the area extraction method + # Set the area extract_method self.set_area_extraction_methods() def get_damage_function_names(self): @@ -553,7 +553,7 @@ def truncate(self, damage_function_name: str, suffix: str, floodproof_to): list(damfunc[damage_function_name]), ) - # Set the area extraction method to the same as the original damage function + # Set the area extract_method to the same as the original damage function self.set_area_extraction_method( new_df_name, self.extraction_method[damage_function_name] ) @@ -594,7 +594,7 @@ def calculate_weighted_damage_function( self.add(new_damage_function_name, self.hazard_values, new_damage_function) new_dfs[damage_type] = "new_composite_area_" + damage_type.lower() - # Set the area extraction method to mean (default) + # Set the area extract_method to mean (default) self.set_area_extraction_method(new_damage_function_name, "mean") self.logger.info( @@ -629,7 +629,7 @@ def get_table(self): vf_names_header = np.append(self.hazard_name, list(self.functions.keys())) - # Add the extraction method under the unit header + # Add the extract_method under the unit header column_names = list() column_names.append("#METHOD") column_names.extend([self.extraction_method[k] for k in self.functions.keys()]) diff --git a/tests/test_building_footprints.py b/tests/test_building_footprints.py index d54d9b7a..cc2eb10a 100644 --- a/tests/test_building_footprints.py +++ b/tests/test_building_footprints.py @@ -44,8 +44,8 @@ def test_building_footprints(case: ParameterSet | Sequence[object] | object): # Check if the BF_FID column is added assert "BF_FID" in fm.exposure.exposure_db.columns - # Check for Object ID duplicates - assert fm.exposure.exposure_db["Object ID"].duplicated().sum() == 0 + # Check for object_id duplicates + assert fm.exposure.exposure_db["object_id"].duplicated().sum() == 0 # Check original exposure is same length new exposure - assert len(fm.exposure.exposure_db["Object ID"]) == len(exposure_orig["Object ID"]) + assert len(fm.exposure.exposure_db["object_id"]) == len(exposure_orig["object_id"]) diff --git a/tests/test_ground_elevation.py b/tests/test_ground_elevation.py index efad2ced..2e96f8a3 100644 --- a/tests/test_ground_elevation.py +++ b/tests/test_ground_elevation.py @@ -34,7 +34,7 @@ def test_ground_elevation(case): fm.read() original_exposure = copy.deepcopy(fm.exposure.exposure_db) - unique_ge_original = original_exposure["Ground Elevation"].unique() + unique_ge_original = original_exposure["ground_elevtn"].unique() fm.exposure.setup_ground_elevation( _cases[case]["ground_elevation_file"], @@ -48,20 +48,20 @@ def test_ground_elevation(case): 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() + # Check the values are updated. This will only work if the original data has "ground_elevtn" column + unique_ge_new = fm.exposure.exposure_db["ground_elevtn"].unique() assert not np.array_equal( unique_ge_original, unique_ge_new - ), "The Ground Elevation is the same" + ), "The ground_elevtn is the same" # Check if the updated values are not null - not_null_values = fm.exposure.exposure_db["Ground Elevation"].notnull() + not_null_values = fm.exposure.exposure_db["ground_elevtn"].notnull() assert ( not_null_values.all() - ), "Warning: There are null values in 'Ground Elevation' column." + ), "Warning: There are null values in 'ground_elevtn' 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 + # ground_elevtn 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] @@ -71,6 +71,6 @@ def test_ground_elevation(case): 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" + fm.exposure.exposure_db["ground_elevtn"] >= min_value_excluding_nodata + ) & (fm.exposure.exposure_db["ground_elevtn"] <= max_value_excluding_nodata) + assert valid_values.all(), "The ground_elevtn is beyond the maximun and minimun values of the provided DEM" diff --git a/tests/test_raise_ground_floor_height.py b/tests/test_raise_ground_floor_height.py index 6e784f7e..bc19481f 100644 --- a/tests/test_raise_ground_floor_height.py +++ b/tests/test_raise_ground_floor_height.py @@ -65,9 +65,9 @@ def test_raise_ground_floor_height(case): assert all( gfh1 + ge1 <= gfh2 + ge2 for gfh1, ge1, gfh2, ge2 in zip( - exposure_original["Ground Floor Height"], - exposure_original["Ground Elevation"], - exposure_modified["Ground Floor Height"], - exposure_modified["Ground Elevation"], + exposure_original["ground_flht"], + exposure_original["ground_elevtn"], + exposure_modified["ground_flht"], + exposure_modified["ground_elevtn"], ) ) diff --git a/tests/test_roads.py b/tests/test_roads.py index 37da398a..854b6bab 100644 --- a/tests/test_roads.py +++ b/tests/test_roads.py @@ -81,13 +81,13 @@ def test_setup_roads(case): # Read the resulting exposure data and check if the required columns exist exposure = pd.read_csv(root.joinpath("exposure", "exposure.csv")) required_columns = [ - "Secondary Object Type", - "Object Name", + "secondary_object_type", + "object_name", "lanes", - "Object ID", - "Primary Object Type", - "Damage Function: Structure", - "Max Potential Damage: Structure", + "object_id", + "primary_object_type", + "fn_damages_structure", + "max_damages_structure", "Segment Length [m]", ] assert set(required_columns) == set(exposure.columns) diff --git a/tests/test_setup_new_composite_area_divided_aggregation.py b/tests/test_setup_new_composite_area_divided_aggregation.py index bfc67c0e..f76a6873 100644 --- a/tests/test_setup_new_composite_area_divided_aggregation.py +++ b/tests/test_setup_new_composite_area_divided_aggregation.py @@ -56,7 +56,7 @@ def test_setup_new_composite_areas_ground_elevation_aggregation(case): percent_growth=10, geom_file=str(_cases[case]["composite_areas"]), ground_floor_height=2, - damage_types=["Structure", "Content"], + damage_types=["structure", "content"], vulnerability=fm.vulnerability, elevation_reference=_cases[case]["type"], path_ref=_cases[case]["path_ref"], @@ -84,15 +84,15 @@ def test_setup_new_composite_areas_ground_elevation_aggregation(case): assert len(exposure_modified) > len( exposure_original ), "The composite areas were not added" - assert not exposure_modified.duplicated("Object ID").values.all() + assert not exposure_modified.duplicated("object_id").values.all() # Check if max potentail damages are divided correctly exposure_new_composite = exposure_modified[ - exposure_modified["Primary Object Type"] == "New development area" + exposure_modified["primary_object_type"] == "New development area" ] assert round(sum([38142538.34, 13528445.7])) == round( - sum(exposure_new_composite["Max Potential Damage: Content"].values) + sum(exposure_new_composite["max_damages_content"].values) ) assert round(sum([61681912.36, 21877421.83])) == round( - sum(exposure_new_composite["Max Potential Damage: Structure"].values) + sum(exposure_new_composite["max_damages_structure"].values) ) diff --git a/tests/test_setup_new_composite_areas.py b/tests/test_setup_new_composite_areas.py index 63a04a1c..034e99fe 100644 --- a/tests/test_setup_new_composite_areas.py +++ b/tests/test_setup_new_composite_areas.py @@ -49,7 +49,7 @@ def test_setup_new_composite_areas_datum(case): percent_growth=10, geom_file=str(_cases[case]["composite_areas"]), ground_floor_height=2, - damage_types=["Structure", "Content"], + damage_types=["structure", "content"], vulnerability=fm.vulnerability, elevation_reference=_cases[case]["type"], path_ref=_cases[case]["path_ref"], diff --git a/tests/test_setup_new_composite_areas_ground_elevation.py b/tests/test_setup_new_composite_areas_ground_elevation.py index c9be3258..868ac3df 100644 --- a/tests/test_setup_new_composite_areas_ground_elevation.py +++ b/tests/test_setup_new_composite_areas_ground_elevation.py @@ -79,7 +79,7 @@ def test_setup_new_composite_areas_ground_elevation(case): percent_growth=10, geom_file=str(_cases[case]["composite_areas"]), ground_floor_height=2, - damage_types=["Structure", "Content"], + damage_types=["structure", "content"], vulnerability=fm.vulnerability, elevation_reference=_cases[case]["type"], path_ref=_cases[case]["path_ref"], diff --git a/tests/test_truncate_damage_function.py b/tests/test_truncate_damage_function.py index e06cec9c..dd6221d4 100644 --- a/tests/test_truncate_damage_function.py +++ b/tests/test_truncate_damage_function.py @@ -32,21 +32,21 @@ def test_truncate_damage_function(case): objectids_to_modify = [573783433, 573782415, 574268223, 574486724, 573785893] print( fm.exposure.exposure_db.loc[ - fm.exposure.exposure_db["Object ID"].isin(objectids_to_modify), - "Damage Function: Structure", + fm.exposure.exposure_db["object_id"].isin(objectids_to_modify), + "fn_damages_structure", ].unique() ) # store original exposure exposure_original = fm.exposure.exposure_db exposure_original_selection = exposure_original.loc[ - exposure_original["Object ID"].isin(objectids_to_modify) + exposure_original["object_id"].isin(objectids_to_modify) ] fm.exposure.truncate_damage_function( objectids=objectids_to_modify, floodproof_to=2.5, - damage_function_types=["Structure", "Content"], + damage_function_types=["structure", "content"], vulnerability=fm.vulnerability, ) @@ -61,10 +61,10 @@ def test_truncate_damage_function(case): _cases[case]["new_root"] / "exposure" / "exposure.csv" ) exposure_modified_selection = exposure_modified.loc[ - exposure_modified["Object ID"].isin(objectids_to_modify) + exposure_modified["object_id"].isin(objectids_to_modify) ] assert all( - exposure_modified_selection["Damage Function: Structure"] - != exposure_original_selection["Damage Function: Structure"] + exposure_modified_selection["fn_damages_structure"] + != exposure_original_selection["fn_damages_structure"] ) diff --git a/tests/test_update_ground_floor_height.py b/tests/test_update_ground_floor_height.py index 81a9ffb8..b27ce617 100644 --- a/tests/test_update_ground_floor_height.py +++ b/tests/test_update_ground_floor_height.py @@ -43,7 +43,7 @@ def test_update_ground_floor_height(case): fm.read() original_exposure = copy.deepcopy(fm.exposure.exposure_db) - unique_gfh_original = original_exposure["Ground Floor Height"].unique() + unique_gfh_original = original_exposure["ground_flht"].unique() fm.exposure.setup_ground_floor_height( _cases[case]["ground_floor_height_file"], @@ -60,11 +60,11 @@ def test_update_ground_floor_height(case): 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() + # Check if the new ground_flht is different from the original one + unique_gfh_new = fm.exposure.exposure_db["ground_flht"].unique() assert any( unique_gfh_original != unique_gfh_new - ), "The Ground Floor Height is the same" + ), "The ground_flht 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"]) diff --git a/tests/test_update_max_potential_damage.py b/tests/test_update_max_potential_damage.py index 316fe95d..ddb17274 100644 --- a/tests/test_update_max_potential_damage.py +++ b/tests/test_update_max_potential_damage.py @@ -32,14 +32,14 @@ def test_update_max_potential_damage(case): damage_cols = [ fm.exposure.exposure_db.columns.get_loc(c) for c in fm.exposure.exposure_db.columns - if "Max Potential Damage:" in c + if "max_damage_" in c ] # Set the max potential damage to 0 for a few objects (buyout) and increase with 10% 'economic growth' updated_max_pot_damage = fm.exposure.exposure_db.copy() updated_max_pot_damage.iloc[:10, damage_cols] = 0 print( - f"Setting max pot damage of assets with Object ID {list(updated_max_pot_damage.iloc[:10, 0])} to 0." + f"Setting max pot damage of assets with object_id {list(updated_max_pot_damage.iloc[:10, 0])} to 0." ) updated_max_pot_damage.iloc[:, damage_cols] = ( updated_max_pot_damage.iloc[:, damage_cols] * 1.01 @@ -62,13 +62,13 @@ def test_update_max_potential_damage(case): # check if the max potential damage is updated updated_max_pot_damage.reset_index(inplace=True, drop=True) - updated_max_pot_damage["Object Name"] = updated_max_pot_damage[ - "Object Name" + updated_max_pot_damage["object_name"] = updated_max_pot_damage[ + "object_name" ].astype(int) - # Add Object ID to df - updated_max_pot_damage["Object ID"] = updated_max_pot_damage["Object Name"] - cols = ["Object ID"] + [col for col in updated_max_pot_damage if col != "Object ID"] + # Add object_id to df + updated_max_pot_damage["object_id"] = updated_max_pot_damage["object_name"] + cols = ["object_id"] + [col for col in updated_max_pot_damage if col != "object_id"] updated_max_pot_damage = updated_max_pot_damage[cols] pd.testing.assert_frame_equal( diff --git a/tests/test_update_max_potential_damage_user_data.py b/tests/test_update_max_potential_damage_user_data.py index 876a83ce..ff2e34a1 100644 --- a/tests/test_update_max_potential_damage_user_data.py +++ b/tests/test_update_max_potential_damage_user_data.py @@ -47,7 +47,7 @@ def test_update_max_potential_damage(case): ) fm.read() - target_column = f"Max Potential Damage: {_cases[case]['damage_types'].capitalize()}" + target_column = f"max_damages_{_cases[case]['damage_types']}" original_exposure = copy.deepcopy(fm.exposure.exposure_db) unique_mp_original = original_exposure[target_column].unique() diff --git a/tests/test_vulnerability_exposure_add_to_data_catalog.py b/tests/test_vulnerability_exposure_add_to_data_catalog.py index 5b2c01b4..42485dde 100644 --- a/tests/test_vulnerability_exposure_add_to_data_catalog.py +++ b/tests/test_vulnerability_exposure_add_to_data_catalog.py @@ -145,12 +145,12 @@ def test_vulnerability_and_exposure_add_to_data_catalog(case): # Check if the exposure data contains the columns that should be added exposure = pd.read_csv(root.joinpath("exposure", "exposure.csv")) required_columns = [ - "Object ID", - "Primary Object Type", - "Ground Floor Height", - "Extraction Method", - "Damage Function: Structure", - "Damage Function: Content", + "object_id", + "primary_object_type", + "ground_flht", + "extract_method", + "fn_damages_structure", + "fn_damages_content", ] assert all([col in exposure.columns for col in required_columns]) assert "geometry" not in exposure.columns diff --git a/tests/test_vulnerability_expousure_with_user_dem_data.py b/tests/test_vulnerability_expousure_with_user_dem_data.py index 86c060c2..55fa6227 100644 --- a/tests/test_vulnerability_expousure_with_user_dem_data.py +++ b/tests/test_vulnerability_expousure_with_user_dem_data.py @@ -90,13 +90,13 @@ def test_vulnerability_exposure_NSI_dem_data(case): fm.write() # Check if the updated values are not null - not_null_values = fm.exposure.exposure_db["Ground Elevation"].notnull() + not_null_values = fm.exposure.exposure_db["ground_elevtn"].notnull() assert ( not_null_values.all() - ), "Warning: There are null values in 'Ground Elevation' column." + ), "Warning: There are null values in 'ground_elevtn' 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 + # ground_elevtn 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" ] @@ -108,6 +108,6 @@ def test_vulnerability_exposure_NSI_dem_data(case): 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" + fm.exposure.exposure_db["ground_elevtn"] >= min_value_excluding_nodata + ) & (fm.exposure.exposure_db["ground_elevtn"] <= max_value_excluding_nodata) + assert valid_values.all(), "The ground_elevtn is beyond the maximun and minimun values of the provided DEM"