update vulnerability

docs/user_guide/data/vulnerability.qmd

@@ -46,23 +46,13 @@ plt.gca().get_legend().set_title('')
 ```
 
 
-The damage functions must be given in a two-column CSV file ('*vulnerability.csv*'), located in the 'vulnerability'- folder. The first column contains the water depth, and the second column the corresponding damage fraction. A header row is required, describing the unit of the water depth; `#UNIT = ['unit'] (e.g., '#UNIT = metres')`. A second column, named `'#METHOD'`, must be defined for each damage-curve separately above the Damage-Curve ID. The method refers to the nature of the damage fraction, whether it's the 'maximum' or 'mean' value. The Damage-Curve ID must coincide with the information of the damage function ID defined in the exposure data file.
-
-Water depths may be negative for objects which have damage below the ground floor height, and the user is free to choose any water depth increments in the CSV file. The damage function CSV files can have any name the user would like to assign to them.
-Multiple damage-functions can be described in one CSV file, by simply adding consecutive columns next to one another.
-
-::: {.callout-tip}
-You can also create damage functions with the [**HydroMT-FIAT  model builder**](https://deltares.github.io/hydromt_fiat/latest/#).
-:::
-
-::: {.callout-important}
- Water depth units (e.g. feet or meters) must be consistent with the units of the flood hazard map and the exposure data (ground elevation, ground floor height).
-:::
-
-The `vulnerability.csv` is built upon the structure in the table below. The upper two rows in the `.csv`-file define the unit and the method. The damage curve (STRUCT1, STRUCT2) are a function of the water depth. 
+The damage functions must be given in a two-column CSV file (`vulnerability.csv`), located in the [vulnerability folder](folder_structure.qmd). The first column contains the water depth, and the second column the corresponding damage fraction. A header row is required, describing the unit of the water depth; `#UNIT = ['unit'] (e.g., '#UNIT = metres')`. A second column, named `'#METHOD'`, must be defined for each damage-curve separately above the Damage-Curve ID. The method refers to the nature of the damage fraction, whether it's the 'maximum' or 'mean' value. The Damage-Curve ID must coincide with the information of the damage function ID defined in the exposure data file.
+
 
 ```{python}
 #| echo: false
+#| label: tbl-damage-curve
+#| tbl-cap: "CSV vulnerability file "
 
 import pandas as pd
 from pathlib import Path
@@ -84,9 +74,21 @@ df = pd.DataFrame({
     ('STRUCT2','max'): data.iloc[:, 2],
 
 })
-table = df.to_html()
+#table = df.to_html()
 
-print("UNIT = metres")
-print("method = mean,max")
-table
+#print("UNIT = metres")
+#print("method = mean,max")
+df
 ```
+
+
+Water depths may be negative for objects which have damage below the ground floor height, and the user is free to choose any water depth increments in the CSV file. The damage function CSV files can have any name the user would like to assign to them.
+Multiple damage-functions can be described in one CSV file, by simply adding consecutive columns next to one another.
+
+::: {.callout-tip}
+You can also create damage functions with the [**HydroMT-FIAT  model builder**](https://deltares.github.io/hydromt_fiat/latest/#).
+:::
+
+::: {.callout-important}
+ Water depth units (e.g. feet or meters) must be consistent with the units of the flood hazard map and the exposure data (ground elevation, ground floor height).
+:::