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and Hydrology Data Access","monthly_downloads":2092,"total_dependent_repos":1,"total_dependent_packages":3,"readme":"\u003cimg src=\"/docs/_static/Artesia_logo.jpg\" alt=\"Artesia\" width=\"200\" align=\"right\"\u003e\n\n[![PyPi](https://img.shields.io/pypi/v/hydropandas.svg)](https://pypi.python.org/pypi/hydropandas)\n[![PyPi Supported Python Versions](https://img.shields.io/pypi/pyversions/hydropandas)](https://pypi.python.org/pypi/hydropandas)\n[\u003cimg src=\"https://github.com/codespaces/badge.svg\" height=\"20\"\u003e](https://codespaces.new/ArtesiaWater/hydropandas?quickstart=1)\n[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)\n\n[![Coverage](https://img.shields.io/endpoint?url=https://gist.githubusercontent.com/ArtesiaWater/209527a5ce5174fef38c331283dfd056/raw/hydropandas-coverage.json)](https://github.com/ArtesiaWater/hydropandas/actions)\n[![hydropandas](https://github.com/ArtesiaWater/hydropandas/actions/workflows/on_pr_master.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/on_pr_master.yml)\n[![Documentation Status](https://readthedocs.org/projects/hydropandas/badge/?version=latest)](https://hydropandas.readthedocs.io/en/latest/?badge=latest)\n# HydroPandas\n\nHydropandas is a Python package for reading, analyzing and writing\n(hydrological) timeseries.\n\n## Reading\n\nThe HydroPandas package provides convenient read functions from various sources.\nThe table below lists all API-accessible sources. Click a link in the first column\nfor the documentation. The \"API available\" column indicates current availability\n(updated weekly).\n\n\n| source          | observations                       | API available | location             |\n|-----------------|------------------------------------|---------------|----------------------|\n| [BRO](https://hydropandas.readthedocs.io/en/stable/examples/01_groundwater_observations.html) | Groundwater                  | [![BRO](https://github.com/ArtesiaWater/hydropandas/actions/workflows/bro.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/bro.yml) | Netherlands          |\n| [ERA5](https://hydropandas.readthedocs.io/en/stable/examples/13_era5.html) | Meteorological              | [![ERA5](https://github.com/ArtesiaWater/hydropandas/actions/workflows/era5.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/era5.yml) | Global          |\n| [GGMN](https://hydropandas.readthedocs.io/en/stable/examples/14_ggmn.html) | Groundwater              | [![GGMN](https://github.com/ArtesiaWater/hydropandas/actions/workflows/ggmn.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/ggmn.yml) | Global          |\n| [GHCN](https://hydropandas.readthedocs.io/en/stable/examples/12_ghcn.html) | Meteorological              | [![GHCN](https://github.com/ArtesiaWater/hydropandas/actions/workflows/ghcn.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/ghcn.yml) | Global          |\n| [KNMI](https://hydropandas.readthedocs.io/en/stable/examples/02_knmi_observations.html) | Meteorological                 | [![KNMI](https://github.com/ArtesiaWater/hydropandas/actions/workflows/knmi.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/knmi.yml) | Netherlands          |\n| [Lizard (Vitens)](https://hydropandas.readthedocs.io/en/stable/examples/06_lizard.html) | Groundwater                  | [![Lizard](https://github.com/ArtesiaWater/hydropandas/actions/workflows/lizard_vitens.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/lizard_vitens.yml) | Netherlands (Vitens) |\n| [Lizard (Rotterdam)](https://hydropandas.readthedocs.io/en/stable/examples/06_lizard.html) | Groundwater                  | [![Lizard](https://github.com/ArtesiaWater/hydropandas/actions/workflows/lizard_rotterdam.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/lizard_rotterdam.yml) | Rotterdam |\n| [Matroos](https://hydropandas.readthedocs.io/en/stable/examples/11_matroos.html) | Surface water                  | [![Matroos](https://github.com/ArtesiaWater/hydropandas/actions/workflows/matroos.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/matroos.yml) | Netherlands and neighbours |\n| [Waterconnect](https://hydropandas.readthedocs.io/en/stable/examples/09_water_connect.html) | Groundwater                  | [![Waterconnect](https://github.com/ArtesiaWater/hydropandas/actions/workflows/waterconnect.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/waterconnect.yml) | South Australia      |\n| [Waterinfo](https://hydropandas.readthedocs.io/en/stable/examples/08_waterinfo.html) | Surface water | [![Waterinfo](https://github.com/ArtesiaWater/hydropandas/actions/workflows/waterinfo.yml/badge.svg)](https://github.com/ArtesiaWater/hydropandas/actions/workflows/waterinfo.yml) | Netherlands          |\n---\n\nSome sources also provide files readable by HydroPandas.\n\n\n| source          | observations                       | file format          | location             |\n|-----------------|------------------------------------|----------------------|----------------------|\n| [BRO](https://hydropandas.readthedocs.io/en/stable/examples/01_groundwater_observations.html) | Groundwater                  | xml          | Netherlands          |\n| [DINO](https://hydropandas.readthedocs.io/en/stable/examples/01_groundwater_observations.html) | Groundwater / surface water                  | csv          | Netherlands          |\n| [FEWS](https://hydropandas.readthedocs.io/en/stable/examples/07_fews.html) | Groundwater / surface water                  | xml          | Netherlands          |\n| [KNMI](https://hydropandas.readthedocs.io/en/stable/examples/02_knmi_observations.html) | Meteorological                 | txt          | Netherlands          |\n| [Pastastore](https://hydropandas.readthedocs.io/en/stable/examples/03_hydropandas_and_pastas.html) | Time series models                  | NA      | NA      |\n| [Waterinfo](https://hydropandas.readthedocs.io/en/stable/examples/08_waterinfo.html) | Surface water | csv / zip          | Netherlands          |\n| Wiski (no docs available)                | Groundwater | csv          | Netherlands          |\n---\n## Install\n\nInstall the module with pip:\n\n`pip install hydropandas`\n\nFor some functionality additional packages are required. Install all optional packages:\n\n`pip install hydropandas[full]`\n\nFor installing in development mode, clone the repository and install by\ntyping `pip install -e .[full]` from the module root directory.\n\n## Documentation\n\n-   Documentation is provided on the dedicated website\n    [hydropandas.readthedocs.io](https://hydropandas.readthedocs.io/en/stable/)\n-   Examples are available in the [examples directory on the documentation website](https://hydropandas.readthedocs.io/en/stable/examples/)\n-   View and edit the example notebooks of hydropandas in\n    [GitHub Codespaces](https://codespaces.new/hydropandas/hydropandas?quickstart=1)\n\n## Get in touch\n\n- Questions on HydroPandas (\"How can I?\") can be asked and answered on [Github Discussions](https://github.com/ArtesiaWater/hydropandas/discussions).\n- Bugs, feature requests and other improvements can be posted as [Github Issues](https://github.com/ArtesiaWater/hydropandas/issues).\n- Find out how to contribute to HydroPandas at our [Contribution page](https://hydropandas.readthedocs.io/en/stable/contribute.html).\n\n\n## Structure\n\nThe HydroPandas package allows users to store a timeseries and metadata in a\nsingle object (Obs class). Or store a collection of timeseries with metadata\nin a single object (ObsCollection class). Both inheret from a pandas DataFrame\nand are extended with custom methods and attributes related to hydrological timeseries.\n\n### The Obs class\n\nThe Obs class holds the measurements and metadata for one timeseries. There are\ncurrently 7 specific Obs classes for different types of measurements:\n\n- GroundwaterObs: for groundwater measurements\n- WaterQualityObs: for groundwater quality measurements\n- WaterlvlObs: for surface water level measurements\n- ModelObs: for \"observations\" from a MODFLOW model\n- MeteoObs: for meteorological observations\n- PrecipitationObs: for precipitation observations, subclass of MeteoObs\n- EvaporationObs: for evaporation observations, subclass of MeteoObs\n\nEach of these Obs classes is essentially a pandas DataFrame with additional\nmethods and attributes related to the type of measurement that it holds.\nEach Obs object also contains specific methods to read data from specific sources.\n\n### The ObsCollection class\n\nThe ObsCollection class hold the data for a collection of Obs classes, e.g. \n10 timeseries of the groundwater level in a certain area. The\nObsCollection is essentialy a pandas DataFrame in which each timeseries is stored\nin a different row. 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