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These can be provided in three ways, in order of precedence:<br/><br/>As keyword arguments when instantiating the Client.<br/><br/>Via the ECMWF_DATASTORES_URL and ECMWF_DATASTORES_KEY environment variables.<br/><br/>From a configuration file, which must be located at ~/.ecmwfdatastoresrc or at the path specified by the ECMWF_DATASTORES_RC_FILE environment variable.<br/><br/>$ cat $HOME/.ecmwfdatastoresrc url: https://cds.climate.copernicus.eu/api key: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx <br/><br/><br/><b>Quick Start</b><br/></a><br/><br/>Configure the logging level to display INFO messages:<br/><br/>&gt;&gt;&gt;importlogging&gt;&gt;&gt;logging.basicConfig(level=&quot;INFO&quot;)<br/><br/><br/>Note<br/><br/>All Python code examples in this README are automatically tested as part of the unit test suite.<br/><br/><br/>Instantiate the API client and optionally verify authentication:<br/><br/>&gt;&gt;&gt;fromecmwf.datastoresimportClient&gt;&gt;&gt;client=Client() &gt;&gt;&gt;client.check_authentication() # optional check {...}<br/><br/>Retrieve data:<br/><br/>&gt;&gt;&gt;collection_id=&quot;reanalysis-era5-pressure-levels&quot;&gt;&gt;&gt;request= { ... &quot;product_type&quot;: [&quot;reanalysis&quot;], ... &quot;variable&quot;: [&quot;temperature&quot;], ... &quot;year&quot;: [&quot;2022&quot;], ... &quot;month&quot;: [&quot;01&quot;], ... &quot;day&quot;: [&quot;01&quot;], ... &quot;time&quot;: [&quot;00:00&quot;], ... &quot;pressure_level&quot;: [&quot;1000&quot;], ... &quot;data_format&quot;: &quot;grib&quot;, ... &quot;download_format&quot;: &quot;unarchived&quot;, ... } &gt;&gt;&gt;client.retrieve(collection_id, request, target=&quot;target_1.grib&quot;) # blocks'target_1.grib'<br/><br/>Alternative methods to retrieve data:<br/><br/>&gt;&gt;&gt;remote=client.submit(collection_id, request) # doesn't block&gt;&gt;&gt;remoteRemote(...) &gt;&gt;&gt;remote.download(&quot;target_2.grib&quot;) # blocks'target_2.grib'&gt;&gt;&gt;results=client.submit_and_wait_on_results(collection_id, request) # blocks&gt;&gt;&gt;resultsResults(...) &gt;&gt;&gt;results.download(&quot;target_3.grib&quot;) 'target_3.grib'&gt;&gt;&gt;client.download_results(remote.request_id, &quot;target_4.grib&quot;) # blocks'target_4.grib'<br/><br/>List all collection IDs sorted by last update:<br/><br/>&gt;&gt;&gt;collections=client.get_collections(sortby=&quot;update&quot;) &gt;&gt;&gt;collection_ids= [] &gt;&gt;&gt;whilecollectionsisnotNone: # Loop over pages ... collection_ids.extend(collections.collection_ids) ... collections=collections.next# Move to the next page ... &gt;&gt;&gt;collection_ids [...] &gt;&gt;&gt;collection_idincollection_idsTrue<br/><br/>Explore a collection:<br/><br/>&gt;&gt;&gt;collection=client.get_collection(collection_id) &gt;&gt;&gt;collection.id==collection_idTrue&gt;&gt;&gt;collection.title'...'&gt;&gt;&gt;collection.description'...'&gt;&gt;&gt;collection.published_atdatetime.datetime(...) &gt;&gt;&gt;collection.updated_atdatetime.datetime(...) &gt;&gt;&gt;collection.begin_datetimedatetime.datetime(...) &gt;&gt;&gt;collection.end_datetimedatetime.datetime(...) &gt;&gt;&gt;collection.bbox (...) &gt;&gt;&gt;collection.submit(request) Remote(...) &gt;&gt;&gt;collection.apply_constraints(request) {...}<br/><br/>Interact with results:<br/><br/>&gt;&gt;&gt;results=client.get_results(remote.request_id) &gt;&gt;&gt;results.content_length&gt;0True&gt;&gt;&gt;results.content_type'application/x-grib'&gt;&gt;&gt;results.location'...'&gt;&gt;&gt;results.download(&quot;target_5.grib&quot;) 'target_5.grib'<br/><br/>List all successful jobs, sorted by newest first:<br/><br/>&gt;&gt;&gt;jobs=client.get_jobs(sortby=&quot;-created&quot;, status=&quot;successful&quot;) &gt;&gt;&gt;request_ids= [] &gt;&gt;&gt;whilejobsisnotNone: # Loop over pages ... request_ids.extend(jobs.request_ids) ... jobs=jobs.next# Move to the next page ... &gt;&gt;&gt;request_ids [...] &gt;&gt;&gt;remote.request_idinrequest_idsTrue<br/><br/>Interact with a previously submitted job:<br/><br/>&gt;&gt;&gt;remote=client.get_remote(remote.request_id) &gt;&gt;&gt;remote.collection_id==collection_idTrue&gt;&gt;&gt;remote.request {...} &gt;&gt;&gt;remote.status'successful'&gt;&gt;&gt;remote.results_readyTrue&gt;&gt;&gt;remote.created_at# See also started_at, finished_at, updated_atdatetime.datetime(...) &gt;&gt;&gt;remote.download(&quot;target_6.grib&quot;) 'target_6.grib'&gt;&gt;&gt;remote.get_receipt() {...} &gt;&gt;&gt;remote.get_results() Results(...) &gt;&gt;&gt;remote.delete() {...}<br/><br/>Apply constraints and find the number of available days in a given month:<br/><br/>&gt;&gt;&gt;month= {&quot;year&quot;: &quot;2000&quot;, &quot;month&quot;: &quot;02&quot;} &gt;&gt;&gt;constrained_request=client.apply_constraints(collection_id, month) &gt;&gt;&gt;len(constrained_request[&quot;day&quot;]) 29<br/><br/><br/><b>Developer Workflow</b><br/></a><br/><br/><br/><b>1. Set Up the Environment</b><br/></a><br/><br/>Configure your virtual environment and pre-commit hooks:<br/><br/>make install<br/><br/><br/>Note<br/><br/>This project uses uv for dependency management. Commit the generated uv.lock file to version control.<br/><br/><br/><br/><b>2. Run Quality Assurance</b><br/></a><br/><br/>Check formatting, linting, and lockfile consistency:<br/><br/>make qa<br/><br/><br/><b>3. Commit and Push</b><br/></a><br/><br/>Save and push any automatically formatted changes:<br/><br/>git add . git commit -m &quot;format codebase and sync lockfile&quot; git push origin HEAD<br/><br/>The CI/CD pipeline triggers on pull requests, merges to main/upstream, and new releases.<br/><br/><br/><b>Using the Makefile</b><br/></a><br/><br/>All development tasks are exposed as self-documenting targets in the Makefile. To see a complete list of available targets and their descriptions, run:<br/><br/>make help<br/><br/>This displays all available utility commands, including:<br/><br/>Environment setup: make install<br/><br/>Quality assurance: make qa<br/><br/>Unit tests: make unit-tests<br/><br/>Type checking: make type-check<br/><br/>To run the full set of quality checks, tests, and build steps in a single command, use:<br/><br/>make all<br/><br/><br/><b>License</b><br/></a><br/><br/>Copyright 2022, European Union. Licensed under the Apache License, Version 2.0 (the &quot;License&quot;); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 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