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Change","sub_category":"Climate Downscaling","monthly_downloads":114,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"\u003ca style=\"border-width:0\" href=\"https://doi.org/10.21105/joss.05059\"\u003e\n  \u003cimg src=\"https://joss.theoj.org/papers/10.21105/joss.05059/status.svg\" alt=\"DOI badge\" \u003e\u003c/a\u003e\n  \n[![DOI](https://zenodo.org/badge/411249045.svg)](https://zenodo.org/badge/latestdoi/411249045)\n[![GitHub license](https://img.shields.io/github/license/ArcticSnow/TopoPyScale)](https://github.com/ArcticSnow/TopoPyScale/blob/main/LICENSE)\n![GitHub release (latest by date)](https://img.shields.io/github/v/release/ArcticSnow/TopoPyScale)\n[![][docs-dev-img]][docs-dev-url]\n[![PyPI Downloads](https://static.pepy.tech/badge/topopyscale)](https://pepy.tech/projects/topopyscale)\n![Test](https://github.com/ArcticSnow/TopoPyScale/actions/workflows/test_topopyscale.yml/badge.svg)\n\nBinder Notebooks Examples: [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ArcticSnow/TopoPyScale_examples/HEAD)\n\n[docs-dev-img]: https://img.shields.io/badge/docs-latest-blue.svg\n[docs-dev-url]: https://topopyscale.readthedocs.io\n\n# TopoPyScale\nPython version of Toposcale packaged as a Pypi library. Toposcale is an original idea of Joel Fiddes to perform topography-based downscaling of climate data to the hillslope scale.\n\nDocumentation avalaible: https://topopyscale.readthedocs.io\n\n![](https://github.com/ArcticSnow/TopoPyScale/blob/main/JOSS/temperature_comparison_crop_scaled.jpg)\n\n**References:**\n\n- Filhol et al., (2023). TopoPyScale: A Python Package for Hillslope Climate Downscaling. Journal of Open Source Software, 8(86), 5059, https://doi.org/10.21105/joss.05059\n\nAnd the original method it relies on:\n- Fiddes, J. and Gruber, S.: TopoSCALE v.1.0: downscaling gridded climate data in complex terrain, Geosci. Model Dev., 7, 387–405, https://doi.org/10.5194/gmd-7-387-2014, 2014.\n- Fiddes, J. and Gruber, S.: TopoSUB: a tool for efficient large area numerical modelling in complex topography at sub-grid scales, Geosci. Model Dev., 5, 1245–1257, https://doi.org/10.5194/gmd-5-1245-2012, 2012. \n\nKristoffer Aalstad has a Matlab implementation: https://github.com/krisaalstad/TopoLAB\n\n## Contribution Workflow\n1. All contribution welcome!\n2. Found a bug -\u003e Check the issue page. If you have a solution let us know. \n2. No idea on moving furhter -\u003e then create a new [issue](https://github.com/ArcticSnow/TopoPyScale/issues) \n3. Wanna develop a new feature/idea? -\u003e create a new branch. Go wild. Merge with main branch when accomplished.\n4. Create release version when significant improvements and bug fixes have been done. Coordinate with others on [Discussions](https://github.com/ArcticSnow/TopoPyScale/discussions)\n\n**Create a new release:**\nFollow procedure and conventions described in: https://www.youtube.com/watch?v=Ob9llA_QhQY\n\nOur forum is now on [Github Discussions](https://github.com/ArcticSnow/TopoPyScale/discussions). Come visit!\n\n## Need help\nPlease reach out in case you need help in approaching your problem with TopoPyScale. We always appreciate to know the various usages people find to TopoPyScale. And we also welcome academic collaboration. \n\n## Design\n\n1. Inputs\n    - Climate data from reanalysis (ERA5, etc)\n    - Climate data from future projections (CORDEX) (TBD)\n    - DEM from local source, or fetch from public repository: SRTM, ArcticDEM, ASTER\n2. Run TopoScale\n    - compute derived values (from DEM)\n    - toposcale (k-mean clustering)\n    - interpolation (bilinear, inverse square dist.)\n3. Output\n    - Cryogrid format\n    - FSM format\n    - CROCUS format\n    - Snowmodel format\n    - basic netcfd\n    - For each method, have the choice to output either the abstract cluster points, or the gridded product after interpolation\n4. Validation toolset\n    - validation to local observation timeseries\n    - plotting\n5. Gap filling algorithm\n    - random forest temporal gap filling (TBD)\n\nValidation (4) and Gap filling (4) are future implementation.\n\n## Installation\n\nWe have now added an environments.yml file to handle versions of depencencies that are tested with the current codebase, to use this run:\n\n`conda env create -f environment.yml`\n\nAlternatively you can follow this method for dependencies (to be deprecated):\n\n```bash\nconda create -n downscaling python ipython\nconda activate downscaling\n\n# Recomended way to install dependencies:\nconda install -c conda-forge xarray matplotlib scikit-learn pandas numpy netcdf4 h5netcdf rasterio pyproj dask rioxarray\n# install forked version of Topocalc compatible with Python \u003e3.9 (tested with 3.13)\npip install pip@git+https://github.com/ArcticSnow/topocalc\n```\n\nThen install the code:\n\n```\n# OPTION 1 (Pypi release):\npip install TopoPyScale\n\n# OPTION 2 (development):\ncd github  # navigate to where you want to clone TopoPyScale\ngit clone git@github.com:ArcticSnow/TopoPyScale.git\npip install -e TopoPyScale    #install a development version\n\n#----------------------------------------------------------\n#            OPTIONAL: if using jupyter lab\n# add this new Python kernel to your jupyter lab PATH\npython -m ipykernel install --user --name downscaling\n\n# Tool for generating documentation from code docstring\npip install lazydocs\n```\n\nThen you need to setup your `cdsapi` with the Copernicus API key system. Follow [this tutorial](https://cds.climate.copernicus.eu/api-how-to#install-the-cds-api-key) after creating an account with [Copernicus](https://cds.climate.copernicus.eu/). On Linux, create a file `nano ~/.cdsapirc` with inside:\n\n```\nurl: https://cds.climate.copernicus.eu/api/v2\nkey: {uid}:{api-key}\n```\n\n## Basic usage\n\n1. Setup your Python environment\n2. Create your project directory\n3. Configure the file `config.ini` to fit your problem (see [`config.yml`](https://github.com/ArcticSnow/TopoPyScale_examples/blob/main/ex1_norway_finse/config_spatial.yml) for an example)\n4. Run TopoPyScale\n\n```python\nimport pandas as pd\nfrom TopoPyScale import topoclass as tc\nfrom matplotlib import pyplot as plt\n\n# ========= STEP 1 ==========\n# Load Configuration\nconfig_file = './config.yml'\nmp = tc.Topoclass(config_file)\n# Compute parameters of the DEM (slope, aspect, sky view factor)\n\nmp.get_era5()\nmp.compute_dem_param()\n\n# ========== STEP 2 ===========\n# Extract DEM parameters for points of interest (centroids or physical points)\n\nmp.extract_topo_param()\n\n# ----- Option 1:\n# Compute clustering of the input DEM and extract cluster centroids\n#mp.extract_dem_cluster_param()\n# plot clusters\n#mp.toposub.plot_clusters_map()\n# plot sky view factor\n#mp.toposub.plot_clusters_map(var='svf', cmap=plt.cm.viridis)\n\n# ------ Option 2:\n# inidicate in the config file the .csv file containing a list of point coordinates (!!! must same coordinate system as DEM !!!)\n#mp.extract_pts_param(method='linear',index_col=0)\n\n# ========= STEP 3 ==========\n# compute solar geometry and horizon angles\nmp.compute_solar_geometry()\nmp.compute_horizon()\n\n# ========= STEP 4 ==========\n# Perform the downscaling\nmp.downscale_climate()\n\n# ========= STEP 5 ==========\n# explore the downscaled dataset. For instance the temperature difference between each point and the first one\n(mp.downscaled_pts.t-mp.downscaled_pts.t.isel(point_id=0)).plot()\nplt.show()\n\n# ========= STEP 6 ==========\n# Export output to desired format\nmp.to_netcdf()\n```\n\nTopoClass will create a file structure in the project folder (see below). TopoPyScale assumes you have a DEM in GeoTiFF, and a set of climate data in netcdf (following ERA5 variable conventions). \nTopoPyScale can easier segment the DEM using clustering (e.g. K-mean), or a list of predefined point coordinates in `pts_list.csv` can be provided. 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