hydrotoolbox - Quick Guide#
The hydrotoolbox is a Python script for hydrologic calculations and analysis or by function calls within Python. Uses pandas (http://pandas.pydata.org/) or numpy (http://numpy.scipy.org) for any heavy lifting.
The “baseflow_sep” code is based on the work of Xie et al. (2024) and Xie et al. (2020), from the code repository at xiejx5/baseflow. It was refactored to not use numba, and instead use scipy.signal.lfilter where possible, and to be more modular.
Xie, J., Liu, X., Jasechko, S., Berghuijs, W. R., Wang, K., Liu, C., Reichstein, M., Jung, M., & Koirala, S. (2024). Majority of global river flow sustained by groundwater. Nature Geoscience, 17(8), 770–777. https://doi.org/10.1038/s41561-024-01483-5
Xie, J., Liu, X., Wang, K., Yang, T., Liang, K., & Liu, C. (2020). Evaluation of typical methods for baseflow separation in the contiguous United States. Journal of Hydrology, 583, 124628. https://doi.org/10.1016/j.jhydrol.2020.124628
Requirements#
python 3.10 or higher
Installation#
pip#
pip install hydrotoolbox
conda#
conda install -c conda-forge hydrotoolbox
Usage - API#
All functions return a PANDAS DataFrame. Input can be a CSV or TAB separated file, or a PANDAS DataFrame and is supplied to the function via the ‘input_ts’ keyword.
Simply import hydrotoolbox:
from hydrotoolbox import hydrotoolbox
# Then you could call the functions
ntsd = hydrotoolbox.baseflow_sep(method='boughton', input_ts='tests/test_fill_01.csv')
Usage - Command Line#
All functions are available from the command line. The command line interface is a wrapper around the functions in the hydrotoolbox module. The command line arguments match one-to-one with the function arguments.
To get help for the command line interface, run:
hydrotoolbox --help
Which gives you the following output:
usage: hydrotoolbox [-h] [-v]
{baseflow_sep, recession, flow_duration, storm_events,
indices, exceedance_time, about} ...
positional arguments:
{baseflow_sep,recession,flow_duration,storm_events,indices,exceedance_time,about}
baseflow_sep baseflow_sep subcommand
recession Recession coefficient.
flow_duration Flow duration.
storm_events Storm events.
indices Calculate hydrologic indices.
exceedance_time Calculate the time that a time series exceeds (or is
below) a threshold.
about Display version number and system information.
options:
-h, --help show this help message and exit
-v, --version show program's version number and exit
To get help for a specific subcommand, run:
hydrotoolbox <subcommand> --help
The default for all of the subcommands is to accept data from stdin (typically a pipe). If a subcommand accepts an input file for an argument, you can use “–input_ts=input_file_name.csv”, or to explicitly specify from stdin (the default) “–input_ts=’-‘”.
For the subcommands that output data it is printed to the screen and you can then redirect to a file.