nwm_eval.utils

Utility functions for the NGEN verification package.

Functions

check_columns_dataframe	Check if the required columns are present in the file.
clean_data	Clean the data by replacing inf values with NaN and dropping rows with NaN in the specified column.
convert_enum_to_value	Recursively convert Enum values to their .value (string) for YAML serialization.
convert_paths_to_str	Recursively convert Path objects to strings in dicts/lists.
create_time_sequence	Create a sequence of timestamps between start and end dates with specified frequency and hours.
expand_with_lists	Expand a string with list placeholders using Cartesian product.
flatten_dict	Flatten a nested dictionary.
get_key_from_value	Get the key from a dictionary given a value.
get_n_workers	Determine the number of workers to use for parallel jobs dynamically based on system resources available.
read_data	Read data from a csv or parquet file.
read_parquet_auto	Automatically read a parquet file as a DataFrame or GeoDataFrame.
recursive_substitute	Recursively substitute placeholders in nested structures.
remove_nulls	Remove nulls.
save_data	Save data to disk in an appropriate format based on its type and file extension.