radar-api


Nameradar-api JSON
Version 0.0.1 PyPI version JSON
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home_pageNone
SummaryPython software to retrieve weather radar data from cloud buckets
upload_time2025-01-26 20:22:53
maintainerNone
docs_urlNone
authorNone
requires_python>=3.10
licenseMIT License Copyright (c) 2023 Gionata Ghiggi Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
keywords weather radar precipitation nexrad fmi
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coveralls test coverage
            # 📦 Welcome to RADAR-API

|                                                         |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| ------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Deployment                                              | [![PyPI](https://badge.fury.io/py/radar_api.svg?style=flat)](https://pypi.org/project/radar_api/) [![Conda](https://img.shields.io/conda/vn/conda-forge/radar-api.svg?logo=conda-forge&logoColor=white&style=flat)](https://anaconda.org/conda-forge/radar-api)                                                                                                                                                                                                                                                                                                                                                                                                                               |
| Activity                                                | [![PyPI Downloads](https://img.shields.io/pypi/dm/radar_api.svg?label=PyPI%20downloads&style=flat)](https://pypi.org/project/radar_api/) [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/radar-api.svg?label=Conda%20downloads&style=flat)](https://anaconda.org/conda-forge/radar-api)                                                                                                                                                                                                                                                                                                                                                                                       |
| Python Versions                                         | [![Python Versions](https://img.shields.io/badge/Python-3.10%20%203.11%20%203.12%20%203.13-blue?style=flat)](https://www.python.org/downloads/)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| Supported Systems                                       | [![Linux](https://img.shields.io/github/actions/workflow/status/ghiggi/radar_api/.github/workflows/tests.yaml?label=Linux&style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/tests.yaml) [![macOS](https://img.shields.io/github/actions/workflow/status/ghiggi/radar_api/.github/workflows/tests.yaml?label=macOS&style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/tests.yaml) [![Windows](https://img.shields.io/github/actions/workflow/status/ghiggi/radar_api/.github/workflows/tests_windows.yaml?label=Windows&style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/tests_windows.yaml)                                                |
| Project Status                                          | [![Project Status](https://www.repostatus.org/badges/latest/active.svg?style=flat)](https://www.repostatus.org/#active)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| Build Status                                            | [![Tests](https://github.com/ghiggi/radar_api/actions/workflows/tests.yaml/badge.svg?style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/tests.yaml) [![Lint](https://github.com/ghiggi/radar_api/actions/workflows/lint.yaml/badge.svg?style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/lint.yaml) [![Docs](https://readthedocs.org/projects/radar_api/badge/?version=latest&style=flat)](https://radar-api.readthedocs.io/en/latest/)                                                                                                                                                                                                                      |
| Linting                                                 | [![Black](https://img.shields.io/badge/code%20style-black-000000.svg?style=flat)](https://github.com/psf/black) [![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json&style=flat)](https://github.com/astral-sh/ruff) [![Codespell](https://img.shields.io/badge/Codespell-enabled-brightgreen?style=flat)](https://github.com/codespell-project/codespell)                                                                                                                                                                                                                                                                 |
| Code Coverage                                           | [![Coveralls](https://coveralls.io/repos/github/ghiggi/radar_api/badge.svg?branch=main&style=flat)](https://coveralls.io/github/ghiggi/radar_api?branch=main) [![Codecov](https://codecov.io/gh/ghiggi/radar_api/branch/main/graph/badge.svg?token=G7IESZ02CW?style=flat)](https://codecov.io/gh/ghiggi/radar_api)                                                                                                                                                                                                                                                                                                                                                                            |
| Code Quality                                            | [![Codefactor](https://www.codefactor.io/repository/github/ghiggi/radar_api/badge?style=flat)](https://www.codefactor.io/repository/github/ghiggi/radar_api) [![Codebeat](https://codebeat.co/badges/57498d71-f042-473f-bb8e-9b45e50572d8?style=flat)](https://codebeat.co/projects/github-com-ghiggi-radar_api-main) [![Codacy](https://app.codacy.com/project/badge/Grade/bee842cb10004ad8bb9288256f2fc8af?style=flat)](https://app.codacy.com/gh/ghiggi/radar_api/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade) [![Codescene](https://codescene.io/projects/63299/status-badges/average-code-health?style=flat)](https://codescene.io/projects/63299) |
| License                                                 | [![License](https://img.shields.io/github/license/ghiggi/radar_api?style=flat)](https://github.com/ghiggi/radar_api/blob/main/LICENSE)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
| Community                                               | [![Discourse](https://img.shields.io/badge/Slack-radar_api-green.svg?logo=slack&style=flat)](https://openradar.discourse.group/) [![GitHub Discussions](https://img.shields.io/badge/GitHub-Discussions-green?logo=github&style=flat)](https://github.com/ghiggi/radar_api/discussions)                                                                                                                                                                                                                                                                                                                                                                                                       |
| Citation                                                | [![DOI](https://zenodo.org/badge/286664485.svg?style=flat)](https://doi.org/10.5281/zenodo.7753488)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| [**Docs**](https://radar-api.readthedocs.io/en/latest/) |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |

## 🚀 Quick start

RADAR-API provides an easy-to-use python interface to find, download and
read weather radar data from several meteorological services.
Data are retrieved directly from cloud buckets.
Current radar networks supported are: NEXRAD, SIDEAM and FMI.

The list of available radar networks and radars can be retrieved using:

```python
import radar_api

radar_api.available_networks()
radar_api.available_radars()
radar_api.available_radars(network="NEXRAD")
```

Before starting using RADAR-API, we highly suggest to save into a configuration file
the directory on the local disk where to save the radar dataset of interest.

To facilitate the creation of the configuration file, you can run the following script:

```python
import radar_api

base_dir = (
    "<path/to/directory/RADAR"  # path to the directory where to download the data
)
radar_api.define_configs(base_dir=base_dir)

# You can check that the config file has been correctly created with:
configs = radar_api.read_configs()
print(configs)
```

______________________________________________________________________

### 📥 Download radar data

You can start to download radar data using the following code snippet:

```python
import radar_data
import datetime

start_time = "2021-02-01 12:00:00"
end_time = "2021-02-01 13:00:00"

radar = "KABR"
network = "NEXRAD"

filepaths = radar_api.download_files(
    network=network,
    radar=radar,
    start_time=start_time,
    end_time=end_time,
)
```

______________________________________________________________________

### 💫 Open radar files into xarray or pyart

A radar file can be opened into an xarray object or a pyart radar object.
RADAR-API make use of pyart and xradar readers to open the files.

```python
import radar_api
import pyart

# Open xradar datatree
dt = radar_api.open_datatree(filepath, network=network)
dt = radar_api.open_datatree(filepath, network=network, chunks={})
dt["sweep_0"].to_dataset()

# Open xradar dataset (a single radar sweep)
ds = radar_api.open_dataset(filepath, network=network, group="sweep_0")

# Open pyart radar object
radar_obj = radar_api.open_pyart(filepath, network=network)

# Display data with pyart
display = pyart.graph.RadarDisplay(radar_obj)
display.plot("reflectivity")  # title="{} {}".format(scan.radar_id,scan.scan_time))
display.set_limits((-150, 150), (-150, 150))
```

RADAR-API allows to read directly radar data from the cloud without the
need to previously download the files on the local disk.

```python
# Search for files on cloud bucket
filepaths = radar_api.find_files(
    network=network,
    radar=radar,
    start_time=start_time,
    end_time=end_time,
    protocol="s3",
)
print(filepaths)

# Open with xradar datatree
dt = radar_api.open_datatree(filepath, network=network)
```

______________________________________________________________________

### 📖 Explore the RADAR-API documentation

To discover all RADAR-API utilities and functionalities,
please read the software documentation available at [https://radar-api.readthedocs.io/en/latest/](https://radar-api.readthedocs.io/en/latest/).

All RADAR-API tutorials are available as Jupyter Notebooks in the [`tutorial`](https://github.com/ghiggi/radar_api/tree/main/tutorials) directory.

______________________________________________________________________

## 🛠️ Installation

### conda

RADAR-API can be installed via [conda][conda_link] on Linux, Mac, and Windows.
Install the package by typing the following command in the terminal:

```bash
conda install radar-api
```

In case conda-forge is not set up for your system yet, see the easy to follow instructions on [conda-forge][conda_forge_link].

### pip

RADAR-API can be installed also via [pip][pip_link] on Linux, Mac, and Windows.
On Windows you can install [WinPython][winpy_link] to get Python and pip running.
Prior installation of RADAR-API, try to install to `cartopy>=0.21.0` package to ensure there are not [GEOS](https://libgeos.org/) library version incompatibilities.
If you can't solve the problems and install cartopy with pip, you should install at least cartopy with conda using `conda install cartopy>=0.21.0`.

Then, install the RADAR-API package by typing the following command in the terminal:

```bash
pip install radar-api
```

To install the latest development version via pip, see the [documentation][dev_install_link].

## 💭 Feedback and Contributing Guidelines

If you aim to contribute your data or discuss the future development of RADAR-API,
we highly suggest to join the [**Open Radar Science Discourse Group**](https://openradar.discourse.group/)

Feel free to also open a [GitHub Issue](https://github.com/ghiggi/radar_api/issues) or a [GitHub Discussion](https://github.com/ghiggi/radar_api/discussions) specific to your questions or ideas.

## Citation

If you are using RADAR-API in your publication please cite our Zenodo repository:

> Ghiggi Gionata. ghiggi/radar_api. Zenodo. [![<https://doi.org/10.5281/zenodo.7753488>](https://zenodo.org/badge/286664485.svg?style=flat)](https://doi.org/10.5281/zenodo.7753488)

If you want to cite a specific software version, have a look at the [Zenodo site](https://doi.org/10.5281/zenodo.7753488).

## License

The content of this repository is released under the terms of the [MIT license](LICENSE).

[conda_forge_link]: https://github.com/conda-forge/radar-api-feedstock#installing-radar-api
[conda_link]: https://docs.conda.io/en/latest/miniconda.html
[dev_install_link]: https://radar-api.readthedocs.io/en/latest/02_installation.html#installation-for-contributors
[pip_link]: https://pypi.org/project/radar-api
[winpy_link]: https://winpython.github.io/

            

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    "keywords": "Weather, Radar, Precipitation, NEXRAD, FMI",
    "author": null,
    "author_email": "Gionata Ghiggi <gionata.ghiggi@epfl.ch>",
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    "description": "# \ud83d\udce6 Welcome to RADAR-API\n\n|                                                         |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |\n| ------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n| Deployment                                              | [![PyPI](https://badge.fury.io/py/radar_api.svg?style=flat)](https://pypi.org/project/radar_api/) [![Conda](https://img.shields.io/conda/vn/conda-forge/radar-api.svg?logo=conda-forge&logoColor=white&style=flat)](https://anaconda.org/conda-forge/radar-api)                                                                                                                                                                                                                                                                                                                                                                                                                               |\n| Activity                                                | [![PyPI Downloads](https://img.shields.io/pypi/dm/radar_api.svg?label=PyPI%20downloads&style=flat)](https://pypi.org/project/radar_api/) [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/radar-api.svg?label=Conda%20downloads&style=flat)](https://anaconda.org/conda-forge/radar-api)                                                                                                                                                                                                                                                                                                                                                                                       |\n| Python Versions                                         | [![Python Versions](https://img.shields.io/badge/Python-3.10%20%203.11%20%203.12%20%203.13-blue?style=flat)](https://www.python.org/downloads/)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |\n| Supported Systems                                       | [![Linux](https://img.shields.io/github/actions/workflow/status/ghiggi/radar_api/.github/workflows/tests.yaml?label=Linux&style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/tests.yaml) [![macOS](https://img.shields.io/github/actions/workflow/status/ghiggi/radar_api/.github/workflows/tests.yaml?label=macOS&style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/tests.yaml) [![Windows](https://img.shields.io/github/actions/workflow/status/ghiggi/radar_api/.github/workflows/tests_windows.yaml?label=Windows&style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/tests_windows.yaml)                                                |\n| Project Status                                          | [![Project Status](https://www.repostatus.org/badges/latest/active.svg?style=flat)](https://www.repostatus.org/#active)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |\n| Build Status                                            | [![Tests](https://github.com/ghiggi/radar_api/actions/workflows/tests.yaml/badge.svg?style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/tests.yaml) [![Lint](https://github.com/ghiggi/radar_api/actions/workflows/lint.yaml/badge.svg?style=flat)](https://github.com/ghiggi/radar_api/actions/workflows/lint.yaml) [![Docs](https://readthedocs.org/projects/radar_api/badge/?version=latest&style=flat)](https://radar-api.readthedocs.io/en/latest/)                                                                                                                                                                                                                      |\n| Linting                                                 | [![Black](https://img.shields.io/badge/code%20style-black-000000.svg?style=flat)](https://github.com/psf/black) [![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json&style=flat)](https://github.com/astral-sh/ruff) [![Codespell](https://img.shields.io/badge/Codespell-enabled-brightgreen?style=flat)](https://github.com/codespell-project/codespell)                                                                                                                                                                                                                                                                 |\n| Code Coverage                                           | [![Coveralls](https://coveralls.io/repos/github/ghiggi/radar_api/badge.svg?branch=main&style=flat)](https://coveralls.io/github/ghiggi/radar_api?branch=main) [![Codecov](https://codecov.io/gh/ghiggi/radar_api/branch/main/graph/badge.svg?token=G7IESZ02CW?style=flat)](https://codecov.io/gh/ghiggi/radar_api)                                                                                                                                                                                                                                                                                                                                                                            |\n| Code Quality                                            | [![Codefactor](https://www.codefactor.io/repository/github/ghiggi/radar_api/badge?style=flat)](https://www.codefactor.io/repository/github/ghiggi/radar_api) [![Codebeat](https://codebeat.co/badges/57498d71-f042-473f-bb8e-9b45e50572d8?style=flat)](https://codebeat.co/projects/github-com-ghiggi-radar_api-main) [![Codacy](https://app.codacy.com/project/badge/Grade/bee842cb10004ad8bb9288256f2fc8af?style=flat)](https://app.codacy.com/gh/ghiggi/radar_api/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade) [![Codescene](https://codescene.io/projects/63299/status-badges/average-code-health?style=flat)](https://codescene.io/projects/63299) |\n| License                                                 | [![License](https://img.shields.io/github/license/ghiggi/radar_api?style=flat)](https://github.com/ghiggi/radar_api/blob/main/LICENSE)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |\n| Community                                               | [![Discourse](https://img.shields.io/badge/Slack-radar_api-green.svg?logo=slack&style=flat)](https://openradar.discourse.group/) [![GitHub Discussions](https://img.shields.io/badge/GitHub-Discussions-green?logo=github&style=flat)](https://github.com/ghiggi/radar_api/discussions)                                                                                                                                                                                                                                                                                                                                                                                                       |\n| Citation                                                | [![DOI](https://zenodo.org/badge/286664485.svg?style=flat)](https://doi.org/10.5281/zenodo.7753488)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |\n| [**Docs**](https://radar-api.readthedocs.io/en/latest/) |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |\n\n## \ud83d\ude80 Quick start\n\nRADAR-API provides an easy-to-use python interface to find, download and\nread weather radar data from several meteorological services.\nData are retrieved directly from cloud buckets.\nCurrent radar networks supported are: NEXRAD, SIDEAM and FMI.\n\nThe list of available radar networks and radars can be retrieved using:\n\n```python\nimport radar_api\n\nradar_api.available_networks()\nradar_api.available_radars()\nradar_api.available_radars(network=\"NEXRAD\")\n```\n\nBefore starting using RADAR-API, we highly suggest to save into a configuration file\nthe directory on the local disk where to save the radar dataset of interest.\n\nTo facilitate the creation of the configuration file, you can run the following script:\n\n```python\nimport radar_api\n\nbase_dir = (\n    \"<path/to/directory/RADAR\"  # path to the directory where to download the data\n)\nradar_api.define_configs(base_dir=base_dir)\n\n# You can check that the config file has been correctly created with:\nconfigs = radar_api.read_configs()\nprint(configs)\n```\n\n______________________________________________________________________\n\n### \ud83d\udce5 Download radar data\n\nYou can start to download radar data using the following code snippet:\n\n```python\nimport radar_data\nimport datetime\n\nstart_time = \"2021-02-01 12:00:00\"\nend_time = \"2021-02-01 13:00:00\"\n\nradar = \"KABR\"\nnetwork = \"NEXRAD\"\n\nfilepaths = radar_api.download_files(\n    network=network,\n    radar=radar,\n    start_time=start_time,\n    end_time=end_time,\n)\n```\n\n______________________________________________________________________\n\n### \ud83d\udcab Open radar files into xarray or pyart\n\nA radar file can be opened into an xarray object or a pyart radar object.\nRADAR-API make use of pyart and xradar readers to open the files.\n\n```python\nimport radar_api\nimport pyart\n\n# Open xradar datatree\ndt = radar_api.open_datatree(filepath, network=network)\ndt = radar_api.open_datatree(filepath, network=network, chunks={})\ndt[\"sweep_0\"].to_dataset()\n\n# Open xradar dataset (a single radar sweep)\nds = radar_api.open_dataset(filepath, network=network, group=\"sweep_0\")\n\n# Open pyart radar object\nradar_obj = radar_api.open_pyart(filepath, network=network)\n\n# Display data with pyart\ndisplay = pyart.graph.RadarDisplay(radar_obj)\ndisplay.plot(\"reflectivity\")  # title=\"{} {}\".format(scan.radar_id,scan.scan_time))\ndisplay.set_limits((-150, 150), (-150, 150))\n```\n\nRADAR-API allows to read directly radar data from the cloud without the\nneed to previously download the files on the local disk.\n\n```python\n# Search for files on cloud bucket\nfilepaths = radar_api.find_files(\n    network=network,\n    radar=radar,\n    start_time=start_time,\n    end_time=end_time,\n    protocol=\"s3\",\n)\nprint(filepaths)\n\n# Open with xradar datatree\ndt = radar_api.open_datatree(filepath, network=network)\n```\n\n______________________________________________________________________\n\n### \ud83d\udcd6 Explore the RADAR-API documentation\n\nTo discover all RADAR-API utilities and functionalities,\nplease read the software documentation available at [https://radar-api.readthedocs.io/en/latest/](https://radar-api.readthedocs.io/en/latest/).\n\nAll RADAR-API tutorials are available as Jupyter Notebooks in the [`tutorial`](https://github.com/ghiggi/radar_api/tree/main/tutorials) directory.\n\n______________________________________________________________________\n\n## \ud83d\udee0\ufe0f Installation\n\n### conda\n\nRADAR-API can be installed via [conda][conda_link] on Linux, Mac, and Windows.\nInstall the package by typing the following command in the terminal:\n\n```bash\nconda install radar-api\n```\n\nIn case conda-forge is not set up for your system yet, see the easy to follow instructions on [conda-forge][conda_forge_link].\n\n### pip\n\nRADAR-API can be installed also via [pip][pip_link] on Linux, Mac, and Windows.\nOn Windows you can install [WinPython][winpy_link] to get Python and pip running.\nPrior installation of RADAR-API, try to install to `cartopy>=0.21.0` package to ensure there are not [GEOS](https://libgeos.org/) library version incompatibilities.\nIf you can't solve the problems and install cartopy with pip, you should install at least cartopy with conda using `conda install cartopy>=0.21.0`.\n\nThen, install the RADAR-API package by typing the following command in the terminal:\n\n```bash\npip install radar-api\n```\n\nTo install the latest development version via pip, see the [documentation][dev_install_link].\n\n## \ud83d\udcad Feedback and Contributing Guidelines\n\nIf you aim to contribute your data or discuss the future development of RADAR-API,\nwe highly suggest to join the [**Open Radar Science Discourse Group**](https://openradar.discourse.group/)\n\nFeel free to also open a [GitHub Issue](https://github.com/ghiggi/radar_api/issues) or a [GitHub Discussion](https://github.com/ghiggi/radar_api/discussions) specific to your questions or ideas.\n\n## Citation\n\nIf you are using RADAR-API in your publication please cite our Zenodo repository:\n\n> Ghiggi Gionata. ghiggi/radar_api. Zenodo. [![<https://doi.org/10.5281/zenodo.7753488>](https://zenodo.org/badge/286664485.svg?style=flat)](https://doi.org/10.5281/zenodo.7753488)\n\nIf you want to cite a specific software version, have a look at the [Zenodo site](https://doi.org/10.5281/zenodo.7753488).\n\n## License\n\nThe content of this repository is released under the terms of the [MIT license](LICENSE).\n\n[conda_forge_link]: https://github.com/conda-forge/radar-api-feedstock#installing-radar-api\n[conda_link]: https://docs.conda.io/en/latest/miniconda.html\n[dev_install_link]: https://radar-api.readthedocs.io/en/latest/02_installation.html#installation-for-contributors\n[pip_link]: https://pypi.org/project/radar-api\n[winpy_link]: https://winpython.github.io/\n",
    "bugtrack_url": null,
    "license": "MIT License\n        \n        Copyright (c) 2023 Gionata Ghiggi\n        \n        Permission is hereby granted, free of charge, to any person obtaining a copy\n        of this software and associated documentation files (the \"Software\"), to deal\n        in the Software without restriction, including without limitation the rights\n        to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n        copies of the Software, and to permit persons to whom the Software is\n        furnished to do so, subject to the following conditions:\n        \n        The above copyright notice and this permission notice shall be included in all\n        copies or substantial portions of the Software.\n        \n        THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n        IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n        FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n        AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n        LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n        OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n        SOFTWARE.\n        ",
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