{"id":23347020,"url":"https://github.com/robintw/pymicrotops","last_synced_at":"2026-03-09T07:32:06.585Z","repository":{"id":21845906,"uuid":"25169105","full_name":"robintw/PyMicrotops","owner":"robintw","description":"Python code for reading and processing data from the Microtops sun photometer","archived":false,"fork":false,"pushed_at":"2020-02-05T20:08:32.000Z","size":16,"stargazers_count":0,"open_issues_count":0,"forks_count":3,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-08-23T08:02:28.125Z","etag":null,"topics":["atmosphere","instrument","microtops-sun-photometer","python","science"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/robintw.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2014-10-13T17:17:18.000Z","updated_at":"2020-02-05T20:08:35.000Z","dependencies_parsed_at":"2022-08-17T21:05:21.480Z","dependency_job_id":null,"html_url":"https://github.com/robintw/PyMicrotops","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/robintw/PyMicrotops","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/robintw%2FPyMicrotops","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/robintw%2FPyMicrotops/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/robintw%2FPyMicrotops/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/robintw%2FPyMicrotops/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/robintw","download_url":"https://codeload.github.com/robintw/PyMicrotops/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/robintw%2FPyMicrotops/sbom","scorecard":{"id":780816,"data":{"date":"2025-08-11","repo":{"name":"github.com/robintw/PyMicrotops","commit":"9e45c5df0711a9edf88970d6df86e3f0a2097dbe"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":2,"checks":[{"name":"SAST","score":0,"reason":"no SAST tool detected","details":["Warn: no pull requests merged into dev branch"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Token-Permissions","score":-1,"reason":"No tokens found","details":null,"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"Code-Review","score":0,"reason":"Found 0/26 approved changesets -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Dangerous-Workflow","score":-1,"reason":"no workflows found","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Pinned-Dependencies","score":-1,"reason":"no dependencies found","details":null,"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: BSD 3-Clause \"New\" or \"Revised\" License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Vulnerabilities","score":2,"reason":"8 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2018-34 / GHSA-2fc2-6r4j-p65h","Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2018-33 / GHSA-cw6w-4rcx-xphc","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: PYSEC-2020-73"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-23T04:52:19.057Z","repository_id":21845906,"created_at":"2025-08-23T04:52:19.057Z","updated_at":"2025-08-23T04:52:19.057Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":271746655,"owners_count":24813575,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-23T02:00:09.327Z","response_time":69,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["atmosphere","instrument","microtops-sun-photometer","python","science"],"created_at":"2024-12-21T07:17:28.196Z","updated_at":"2025-12-08T07:01:57.529Z","avatar_url":"https://github.com/robintw.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# PyMicrotops\n\n**Note: A new version of PyMicrotops has been released which is compatible with Python 3. This version is maintained by the NERC Field Spectroscopy Facility, and is available at https://github.com/NERC-FieldSpectroscopyFacility/PyMicrotops3. It has all the functionality of this version *except* the comment function. Please use this new version where possible.**\n\nThis is a Python module to simplify working with data from the Microtops sun photometer.\n\nThe functionality is split into two parts at the moment:\n\n1) Processing Microtops data files (including interpolating AOT at other wavelengths)\n\n2) Reading Microtops data from the instrument over a serial connection, and\nsaving/processing the data.\n\nPyMicrotops is available on PyPI, so install by running `pip install PyMicrotops`\n\nThe module is fairly well documented with docstrings, so a fairly quick example should be all that's needed:\n\n```python\nfrom PyMicrotops import Microtops\nm = Microtops('microtopsfile.csv')\n# Plot all of the AOT data\nm.plot()\n# Plot for a specific time period\nm.plot('2014-07-10','2014-07-19')\n# Get AOT at a specific wavelength - interpolating if needed\nm.aot(550)\n```\n\nYou can also run the ``read_microtops`` command from the command-line which will read and save Microtops\ndata from a connected instrument. If no command-line parameters are given then it will use a simple command-line\nuser-interface, alternatively the port to use and the filename to save to can be given as arguments.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frobintw%2Fpymicrotops","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frobintw%2Fpymicrotops","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frobintw%2Fpymicrotops/lists"}