{"id":79398,"name":null,"description":"framework for developing machine (and deep) learning models for structured data","url":"https://github.com/atrcheema/ai4water","last_synced_at":"2025-09-08T21:34:51.610Z","repository":{"id":39752538,"uuid":"284684202","full_name":"AtrCheema/AI4Water","owner":"AtrCheema","description":"framework for developing machine (and deep) learning models for structured data","archived":false,"fork":false,"pushed_at":"2025-04-11T11:30:37.000Z","size":81672,"stargazers_count":70,"open_issues_count":3,"forks_count":23,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-08-20T00:58:07.841Z","etag":null,"topics":["deep-learning","machine-learning","tabular-data","time-series"],"latest_commit_sha":null,"homepage":"https://ai4water.readthedocs.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AtrCheema.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-08-03T11:39:22.000Z","updated_at":"2025-06-05T10:47:33.000Z","dependencies_parsed_at":"2023-10-05T14:14:44.128Z","dependency_job_id":"46764419-16f4-42b8-aa29-87256386c226","html_url":"https://github.com/AtrCheema/AI4Water","commit_stats":{"total_commits":1546,"total_committers":4,"mean_commits":386.5,"dds":0.06144890038809836,"last_synced_commit":"ec2a4a426673b11e3589b64cef9d7160b1de28d4"},"previous_names":[],"tags_count":5,"template":false,"template_full_name":null,"purl":"pkg:github/AtrCheema/AI4Water","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AtrCheema","download_url":"https://codeload.github.com/AtrCheema/AI4Water/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/sbom","scorecard":{"id":17437,"data":{"date":"2025-08-11","repo":{"name":"github.com/AtrCheema/AI4Water","commit":"ec2a4a426673b11e3589b64cef9d7160b1de28d4"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":2.5,"checks":[{"name":"Code-Review","score":0,"reason":"Found 0/1 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":"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":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/release.yml:1","Warn: no topLevel permission defined: .github/workflows/tf.yml:1","Info: no jobLevel write permissions found"],"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":"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":"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":"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":"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: LICENCE:0","Info: FSF or OSI recognized license: MIT License: LICENCE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"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":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/AtrCheema/AI4Water/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tf.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/AtrCheema/AI4Water/tf.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tf.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/AtrCheema/AI4Water/tf.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:22","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:23","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:24","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:25","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:26","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:27","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:32","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:33","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:34","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   1 third-party GitHubAction dependencies pinned","Info:   0 out of  10 pipCommand dependencies pinned"],"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 30 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Vulnerabilities","score":0,"reason":"205 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2024-231","Warn: Project is vulnerable to: GHSA-23hm-7w47-xw72","Warn: Project is vulnerable to: GHSA-2475-53vw-vp25","Warn: Project is vulnerable to: GHSA-247x-2f9f-5wp7","Warn: Project is vulnerable to: GHSA-24x4-6qmh-88qg","Warn: Project is vulnerable to: GHSA-27rc-728f-x5w2","Warn: Project is vulnerable to: GHSA-2p9q-h29j-3f5v","Warn: Project is vulnerable to: GHSA-2r2f-g8mw-9gvr","Warn: Project is vulnerable to: GHSA-2vv3-56qg-g2cf","Warn: Project is vulnerable to: GHSA-34f9-hjfq-rr8j","Warn: Project is vulnerable to: GHSA-368v-7v32-52fx","Warn: Project is vulnerable to: GHSA-37jf-mjv6-xfqw","Warn: Project is vulnerable to: GHSA-397c-5g2j-qxpv","Warn: Project is vulnerable to: GHSA-3mw4-6rj6-74g5","Warn: Project is vulnerable to: GHSA-428x-9xc2-m8mj","Warn: Project is vulnerable to: GHSA-43jf-985q-588j","Warn: Project is vulnerable to: GHSA-43q8-3fv7-pr5x","Warn: Project is vulnerable to: GHSA-44qp-9wwf-734r","Warn: Project is vulnerable to: GHSA-49rq-hwc3-x77w","Warn: Project is vulnerable to: GHSA-4hvf-hxvg-f67v","Warn: Project is vulnerable to: GHSA-4j82-5ccr-4r8v","Warn: Project is vulnerable to: GHSA-4pc4-m9mj-v2r9","Warn: Project is vulnerable to: GHSA-4v5p-v5h9-6xjx","Warn: Project is vulnerable to: GHSA-4w68-4x85-mjj9","Warn: Project is vulnerable to: GHSA-54ch-gjq5-4976","Warn: Project is vulnerable to: GHSA-54pp-c6pp-7fpx","Warn: Project is vulnerable to: GHSA-558h-mq8x-7q9g","Warn: Project is vulnerable to: GHSA-5889-7v45-q28m","Warn: Project is vulnerable to: GHSA-5f2r-qp73-37mr","Warn: Project is vulnerable to: GHSA-5qw5-89mw-wcg2","Warn: Project is vulnerable to: GHSA-5v77-j66x-4c4g","Warn: Project is vulnerable to: GHSA-5w96-866f-6rm8","Warn: Project is vulnerable to: GHSA-5wpj-c6f7-24x8","Warn: Project is vulnerable to: GHSA-627q-g293-49q7","Warn: Project is vulnerable to: GHSA-6445-fm66-fvq2","Warn: Project is vulnerable to: GHSA-647v-r7qq-24fh","Warn: Project is vulnerable to: GHSA-64jg-wjww-7c5w","Warn: Project is vulnerable to: GHSA-66vq-54fq-6jvv","Warn: Project is vulnerable to: GHSA-67pf-62xr-q35m","Warn: Project is vulnerable to: GHSA-689c-r7h2-fv9v","Warn: Project is vulnerable to: GHSA-68v3-g9cm-rmm6","Warn: Project is vulnerable to: GHSA-6gmv-pjp9-p8w8","Warn: Project is vulnerable to: GHSA-6hg6-5c2q-7rcr","Warn: Project is vulnerable to: GHSA-6wfh-89q8-44jq","Warn: Project is vulnerable to: GHSA-6x99-gv2v-q76v","Warn: Project is vulnerable to: GHSA-75c9-jrh4-79mc","Warn: Project is vulnerable to: GHSA-762h-vpvw-3rcx","Warn: Project is vulnerable to: GHSA-77gp-3h4r-6428","Warn: Project is vulnerable to: GHSA-79h2-q768-fpxr","Warn: Project is vulnerable to: GHSA-7j3m-8g3c-9qqq","Warn: Project is vulnerable to: GHSA-7jvm-xxmr-v5cw","Warn: Project is vulnerable to: GHSA-7x4v-9gxg-9hwj","Warn: Project is vulnerable to: GHSA-828c-5j5q-vrjq","Warn: Project is vulnerable to: GHSA-84jm-4cf3-9jfm","Warn: Project is vulnerable to: GHSA-87v6-crgm-2gfj","Warn: Project is vulnerable to: GHSA-8cxv-76p7-jxwr","Warn: Project is vulnerable to: GHSA-8fvv-46hw-vpg3","Warn: Project is vulnerable to: GHSA-8jj7-5vxc-pg2q","Warn: Project is vulnerable to: GHSA-8r7c-3cm2-3h8f","Warn: Project is vulnerable to: GHSA-8rcj-c8pj-v3m3","Warn: Project is vulnerable to: GHSA-8w5g-3wcv-9g2j","Warn: Project is vulnerable to: GHSA-8wwm-6264-x792","Warn: Project is vulnerable to: GHSA-93vr-9q9m-pj8p","Warn: Project is vulnerable to: GHSA-94mm-g2mv-8p7r","Warn: Project is vulnerable to: GHSA-97p7-w86h-vcf9","Warn: Project is vulnerable to: GHSA-98j8-c9q4-r38g","Warn: Project is vulnerable to: GHSA-98p5-x8x4-c9m5","Warn: Project is vulnerable to: GHSA-9942-r22v-78cp","Warn: Project is vulnerable to: GHSA-9c78-vcq7-7vxq","Warn: Project is vulnerable to: GHSA-9cr2-8pwr-fhfq","Warn: Project is vulnerable to: GHSA-9fpg-838v-wpv7","Warn: Project is vulnerable to: GHSA-9gwq-6cwj-47h3","Warn: Project is vulnerable to: GHSA-9j4v-pp28-mxv7","Warn: Project is vulnerable to: GHSA-9p77-mmrw-69c7","Warn: Project is vulnerable to: GHSA-9px9-73fg-3fqp","Warn: Project is vulnerable to: GHSA-9v8w-xmr4-wgxp","Warn: Project is vulnerable to: GHSA-9vqj-64pv-w55c","Warn: Project is vulnerable to: GHSA-9x52-887g-fhc2","Warn: Project is vulnerable to: GHSA-c582-c96p-r5cq","Warn: Project is vulnerable to: GHSA-c6fh-56w7-fvjw","Warn: Project is vulnerable to: GHSA-c94w-c95p-phf8","Warn: Project is vulnerable to: GHSA-cg88-rpvp-cjv5","Warn: Project is vulnerable to: GHSA-cqvq-fvhr-v6hc","Warn: Project is vulnerable to: GHSA-cv2p-32v3-vhwq","Warn: Project is vulnerable to: GHSA-cwpm-f78v-7m5c","Warn: Project is vulnerable to: GHSA-f2vv-v9cg-qhh7","Warn: Project is vulnerable to: GHSA-f2w8-jw48-fr7j","Warn: Project is vulnerable to: GHSA-f49c-87jh-g47q","Warn: Project is vulnerable to: GHSA-f4rr-5m7v-wxcw","Warn: Project is vulnerable to: GHSA-f4w6-h4f5-wx45","Warn: Project is vulnerable to: GHSA-f637-vh3r-vfh2","Warn: Project is vulnerable to: GHSA-f7r5-q7cx-h668","Warn: Project is vulnerable to: GHSA-ffjm-4qwc-7cmf","Warn: Project is vulnerable to: GHSA-fhfc-2q7x-929f","Warn: Project is vulnerable to: GHSA-fpcp-9h7m-ffpx","Warn: Project is vulnerable to: GHSA-fq6p-6334-8gr4","Warn: Project is vulnerable to: GHSA-fq86-3f29-px2c","Warn: Project is vulnerable to: GHSA-fqm2-gh8w-gr68","Warn: Project is vulnerable to: GHSA-fqxc-pvf8-2w9v","Warn: Project is vulnerable to: GHSA-frqp-wp83-qggv","Warn: Project is vulnerable to: GHSA-fv25-wrff-wf86","Warn: Project is vulnerable to: GHSA-fv43-93gv-vm8f","Warn: Project is vulnerable to: GHSA-fx5c-h9f6-rv7c","Warn: Project is vulnerable to: GHSA-fxgc-95xx-grvq","Warn: Project is vulnerable to: GHSA-g35r-369w-3fqp","Warn: Project is vulnerable to: GHSA-g468-qj8g-vcjc","Warn: Project is vulnerable to: GHSA-g9fm-r5mm-rf9f","Warn: Project is vulnerable to: GHSA-g9h5-vr8m-x2h4","Warn: Project is vulnerable to: GHSA-gcvh-66ff-4mwm","Warn: Project is vulnerable to: GHSA-gf2j-f278-xh4v","Warn: Project is vulnerable to: GHSA-gf97-q72m-7579","Warn: Project is vulnerable to: GHSA-gjh7-xx4r-x345","Warn: Project is vulnerable to: GHSA-gjqc-q9g6-q2j3","Warn: Project is vulnerable to: GHSA-gq2j-cr96-gvqx","Warn: Project is vulnerable to: GHSA-gw97-ff7c-9v96","Warn: Project is vulnerable to: GHSA-h246-cgh4-7475","Warn: Project is vulnerable to: GHSA-h2wq-prv9-2f56","Warn: Project is vulnerable to: GHSA-h48f-q7rw-hvr7","Warn: Project is vulnerable to: GHSA-h5g4-ppwx-48q2","Warn: Project is vulnerable to: GHSA-h5vq-gw2c-pq47","Warn: Project is vulnerable to: GHSA-h6gw-r52c-724r","Warn: Project is vulnerable to: GHSA-h6q3-vv32-2cq5","Warn: Project is vulnerable to: GHSA-h7ff-cfc9-wmmh","Warn: Project is vulnerable to: GHSA-hq7g-wwwp-q46h","Warn: Project is vulnerable to: GHSA-hrg5-737c-2p56","Warn: Project is vulnerable to: GHSA-hx9q-2mx4-m4pg","Warn: Project is vulnerable to: GHSA-j3mj-fhpq-qqjj","Warn: Project is vulnerable to: GHSA-j43h-pgmg-5hjq","Warn: Project is vulnerable to: GHSA-j5w9-hmfh-4cr6","Warn: Project is vulnerable to: GHSA-jjm6-4vf7-cjh4","Warn: Project is vulnerable to: GHSA-jq6x-99hj-q636","Warn: Project is vulnerable to: GHSA-jqm7-m5q7-3hm5","Warn: Project is vulnerable to: GHSA-jvhc-5hhr-w3v5","Warn: Project is vulnerable to: GHSA-m4hf-j54p-p353","Warn: Project is vulnerable to: GHSA-m6cv-4fmf-66xf","Warn: Project is vulnerable to: GHSA-m6vp-8q9j-whx4","Warn: Project is vulnerable to: GHSA-mg66-qvc5-rm93","Warn: Project is vulnerable to: GHSA-mgmh-g2v6-mqw5","Warn: Project is vulnerable to: GHSA-mh3m-62v7-68xg","Warn: Project is vulnerable to: GHSA-mv77-9g28-cwg3","Warn: Project is vulnerable to: GHSA-mv8m-8x97-937q","Warn: Project is vulnerable to: GHSA-mw6j-hh29-h379","Warn: Project is vulnerable to: GHSA-p2xf-8hgm-hpw5","Warn: Project is vulnerable to: GHSA-p7hr-f446-x6qf","Warn: Project is vulnerable to: GHSA-p9rc-rmr5-529j","Warn: Project is vulnerable to: GHSA-pf36-r9c6-h97j","Warn: Project is vulnerable to: GHSA-pfjj-m3jj-9jc9","Warn: Project is vulnerable to: GHSA-pqhm-4wvf-2jg8","Warn: Project is vulnerable to: GHSA-pqrv-8r2f-7278","Warn: Project is vulnerable to: GHSA-pxrw-j2fv-hx3h","Warn: Project is vulnerable to: GHSA-q2c3-jpmc-gfjx","Warn: Project is vulnerable to: GHSA-q5jv-m6qw-5g37","Warn: Project is vulnerable to: GHSA-q85f-69q7-55h2","Warn: Project is vulnerable to: GHSA-qhw4-wwr7-gjc5","Warn: Project is vulnerable to: GHSA-qj5r-f9mv-rffh","Warn: Project is vulnerable to: GHSA-qjqc-vqcf-5qvj","Warn: Project is vulnerable to: GHSA-qx3f-p745-w4hr","Warn: Project is vulnerable to: GHSA-qxpx-j395-pw36","Warn: Project is vulnerable to: GHSA-r26c-679w-mrjm","Warn: Project is vulnerable to: GHSA-rc9w-5c64-9vqq","Warn: Project is vulnerable to: GHSA-rcf8-g8jv-vg6p","Warn: Project is vulnerable to: GHSA-rh87-q4vg-m45j","Warn: Project is vulnerable to: GHSA-rjx6-v474-2ch9","Warn: Project is vulnerable to: GHSA-rmg2-f698-wq35","Warn: Project is vulnerable to: GHSA-rrx2-r989-2c43","Warn: Project is vulnerable to: GHSA-rww7-2gpw-fv6j","Warn: Project is vulnerable to: GHSA-v3f7-j968-4h5f","Warn: Project is vulnerable to: GHSA-v5xg-3q2c-c2r4","Warn: Project is vulnerable to: GHSA-v6h3-348g-6h5x","Warn: Project is vulnerable to: GHSA-v7vw-577f-vp8x","Warn: Project is vulnerable to: GHSA-vgvh-2pf4-jr2x","Warn: Project is vulnerable to: GHSA-vjg4-v33c-ggc4","Warn: Project is vulnerable to: GHSA-vm7x-4qhj-rrcq","Warn: Project is vulnerable to: GHSA-vxv8-r8q2-63xw","Warn: Project is vulnerable to: GHSA-w62h-8xjm-fv49","Warn: Project is vulnerable to: GHSA-wc4g-r73w-x8mm","Warn: Project is vulnerable to: GHSA-wcv5-vrvr-3rx2","Warn: Project is vulnerable to: GHSA-wm93-f238-7v37","Warn: Project is vulnerable to: GHSA-wq6q-6m32-9rv9","Warn: Project is vulnerable to: GHSA-wqmc-pm8c-2jhc","Warn: Project is vulnerable to: GHSA-wr9v-g9vf-c74v","Warn: Project is vulnerable to: GHSA-wxjj-cgcx-r3vq","Warn: Project is vulnerable to: GHSA-x4qx-4fjv-hmw6","Warn: Project is vulnerable to: GHSA-x989-q2pq-4q5x","Warn: Project is vulnerable to: GHSA-xf83-q765-xm6m","Warn: Project is vulnerable to: GHSA-xrp2-fhq4-4q3w","Warn: Project is vulnerable to: GHSA-xvwp-h6jv-7472","Warn: Project is vulnerable to: GHSA-xxcj-rhqg-m46g","Warn: Project is vulnerable to: GHSA-8gq9-2x98-w8hf","Warn: Project is vulnerable to: GHSA-8qvm-5x2c-j2w7","Warn: Project is vulnerable to: GHSA-3749-ghw9-m3mg","Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v","Warn: Project is vulnerable to: PYSEC-2025-41 / GHSA-53q9-r3pm-6pq6","Warn: Project is vulnerable to: PYSEC-2024-252 / GHSA-5pcm-hx3q-hm94","Warn: Project is vulnerable to: GHSA-887c-mr87-cxwp","Warn: Project is vulnerable to: PYSEC-2024-251 / GHSA-pg7h-5qx3-wjr3","Warn: Project is vulnerable to: PYSEC-2024-250","Warn: Project is vulnerable to: PYSEC-2024-259","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108","Warn: Project is vulnerable to: PYSEC-2022-288 / GHSA-6hrg-qmvc-2xh8","Warn: Project is vulnerable to: PYSEC-2017-48 / GHSA-chqf-hx79-gxc6","Warn: Project is vulnerable to: PYSEC-2019-41 / GHSA-qfc5-mcwq-26q8"],"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":"2025-08-14T16:06:01.560Z","repository_id":39752538,"created_at":"2025-08-14T16:06:01.560Z","updated_at":"2025-08-14T16:06:01.560Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":274231443,"owners_count":25245625,"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":"2025-09-08T02:00:09.813Z","response_time":121,"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"}},"owner":{"login":"AtrCheema","name":"Ather Abbas","uuid":"25817388","kind":"user","description":"","email":"","website":null,"location":"South Korea","twitter":null,"company":"Environmental Modeling and Monitoring Lab, UNIST","icon_url":"https://avatars.githubusercontent.com/u/25817388?v=4","repositories_count":7,"last_synced_at":"2023-03-08T23:20:13.865Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/AtrCheema","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-18T13:02:15.301Z","updated_at":"2023-03-08T23:20:13.871Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AtrCheema","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AtrCheema/repositories"},"packages":[{"id":2633596,"name":"ai4water","ecosystem":"pypi","description":"Platform for developing data driven based models for sequential/tabular data","homepage":"https://github.com/AtrCheema/AI4Water","licenses":"mit","normalized_licenses":["MIT"],"repository_url":"https://github.com/AtrCheema/AI4Water","keywords_array":[],"namespace":null,"versions_count":14,"first_release_published_at":"2022-02-17T09:43:50.000Z","latest_release_published_at":"2023-02-10T16:11:10.000Z","latest_release_number":"1.6","last_synced_at":"2025-08-20T00:38:37.442Z","created_at":"2022-04-10T09:58:52.055Z","updated_at":"2025-08-20T00:58:15.285Z","registry_url":"https://pypi.org/project/ai4water/","install_command":"pip install ai4water --index-url https://pypi.org/simple","documentation_url":"https://ai4water.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 4 - Beta","Intended Audience :: Developers","Intended Audience :: Science/Research","Natural Language :: English","Operating System :: Microsoft :: Windows","Operating System :: POSIX :: Linux","Programming Language :: Python :: 3","Programming Language :: Python :: 3.5","Programming Language :: Python :: 3.6","Programming Language :: Python :: 3.7","Programming Language :: Python :: 3.8","Programming Language :: Python :: 3.9"],"normalized_name":"ai4water","project_status":null},"repo_metadata":{"id":39752538,"uuid":"284684202","full_name":"AtrCheema/AI4Water","owner":"AtrCheema","description":"framework for developing machine (and deep) learning models for structured data","archived":false,"fork":false,"pushed_at":"2025-04-11T11:30:37.000Z","size":81672,"stargazers_count":70,"open_issues_count":3,"forks_count":23,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-07-31T19:39:18.995Z","etag":null,"topics":["deep-learning","machine-learning","tabular-data","time-series"],"latest_commit_sha":null,"homepage":"https://ai4water.readthedocs.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AtrCheema.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-08-03T11:39:22.000Z","updated_at":"2025-06-05T10:47:33.000Z","dependencies_parsed_at":"2023-10-05T14:14:44.128Z","dependency_job_id":"46764419-16f4-42b8-aa29-87256386c226","html_url":"https://github.com/AtrCheema/AI4Water","commit_stats":{"total_commits":1546,"total_committers":4,"mean_commits":386.5,"dds":0.06144890038809836,"last_synced_commit":"ec2a4a426673b11e3589b64cef9d7160b1de28d4"},"previous_names":[],"tags_count":5,"template":false,"template_full_name":null,"purl":"pkg:github/AtrCheema/AI4Water","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AtrCheema","download_url":"https://codeload.github.com/AtrCheema/AI4Water/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/sbom","scorecard":{"id":17437,"data":{"date":"2025-08-11","repo":{"name":"github.com/AtrCheema/AI4Water","commit":"ec2a4a426673b11e3589b64cef9d7160b1de28d4"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":2.5,"checks":[{"name":"Code-Review","score":0,"reason":"Found 0/1 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":"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":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/release.yml:1","Warn: no topLevel permission defined: .github/workflows/tf.yml:1","Info: no jobLevel write permissions found"],"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":"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":"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":"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":"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: LICENCE:0","Info: FSF or OSI recognized license: MIT License: LICENCE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"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":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/AtrCheema/AI4Water/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tf.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/AtrCheema/AI4Water/tf.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tf.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/AtrCheema/AI4Water/tf.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:22","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:23","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:24","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:25","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:26","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:27","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:32","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:33","Warn: pipCommand not pinned by hash: .github/workflows/tf.yml:34","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   1 third-party GitHubAction dependencies pinned","Info:   0 out of  10 pipCommand dependencies pinned"],"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 30 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Vulnerabilities","score":0,"reason":"205 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2024-231","Warn: Project is vulnerable to: GHSA-23hm-7w47-xw72","Warn: Project is vulnerable to: GHSA-2475-53vw-vp25","Warn: Project is vulnerable to: GHSA-247x-2f9f-5wp7","Warn: Project is vulnerable to: GHSA-24x4-6qmh-88qg","Warn: Project is vulnerable to: GHSA-27rc-728f-x5w2","Warn: Project is vulnerable to: GHSA-2p9q-h29j-3f5v","Warn: Project is vulnerable to: GHSA-2r2f-g8mw-9gvr","Warn: Project is vulnerable to: GHSA-2vv3-56qg-g2cf","Warn: Project is vulnerable to: GHSA-34f9-hjfq-rr8j","Warn: Project is vulnerable to: GHSA-368v-7v32-52fx","Warn: Project is vulnerable to: GHSA-37jf-mjv6-xfqw","Warn: Project is vulnerable to: GHSA-397c-5g2j-qxpv","Warn: Project is vulnerable to: GHSA-3mw4-6rj6-74g5","Warn: Project is vulnerable to: GHSA-428x-9xc2-m8mj","Warn: Project is vulnerable to: GHSA-43jf-985q-588j","Warn: Project is vulnerable to: GHSA-43q8-3fv7-pr5x","Warn: Project is vulnerable to: GHSA-44qp-9wwf-734r","Warn: Project is vulnerable to: GHSA-49rq-hwc3-x77w","Warn: Project is vulnerable to: GHSA-4hvf-hxvg-f67v","Warn: Project is vulnerable to: GHSA-4j82-5ccr-4r8v","Warn: Project is vulnerable to: GHSA-4pc4-m9mj-v2r9","Warn: Project is vulnerable to: GHSA-4v5p-v5h9-6xjx","Warn: Project is vulnerable to: GHSA-4w68-4x85-mjj9","Warn: Project is vulnerable to: GHSA-54ch-gjq5-4976","Warn: Project is vulnerable to: GHSA-54pp-c6pp-7fpx","Warn: Project is vulnerable to: GHSA-558h-mq8x-7q9g","Warn: Project is vulnerable to: GHSA-5889-7v45-q28m","Warn: Project is vulnerable to: GHSA-5f2r-qp73-37mr","Warn: Project is vulnerable to: GHSA-5qw5-89mw-wcg2","Warn: Project is vulnerable to: GHSA-5v77-j66x-4c4g","Warn: Project is vulnerable to: GHSA-5w96-866f-6rm8","Warn: Project is vulnerable to: GHSA-5wpj-c6f7-24x8","Warn: Project is vulnerable to: GHSA-627q-g293-49q7","Warn: Project is vulnerable to: GHSA-6445-fm66-fvq2","Warn: Project is vulnerable to: GHSA-647v-r7qq-24fh","Warn: Project is vulnerable to: GHSA-64jg-wjww-7c5w","Warn: Project is vulnerable to: GHSA-66vq-54fq-6jvv","Warn: Project is vulnerable to: GHSA-67pf-62xr-q35m","Warn: Project is vulnerable to: GHSA-689c-r7h2-fv9v","Warn: Project is vulnerable to: GHSA-68v3-g9cm-rmm6","Warn: Project is vulnerable to: GHSA-6gmv-pjp9-p8w8","Warn: Project is vulnerable to: GHSA-6hg6-5c2q-7rcr","Warn: Project is vulnerable to: GHSA-6wfh-89q8-44jq","Warn: Project is vulnerable to: GHSA-6x99-gv2v-q76v","Warn: Project is vulnerable to: GHSA-75c9-jrh4-79mc","Warn: Project is vulnerable to: GHSA-762h-vpvw-3rcx","Warn: Project is vulnerable to: GHSA-77gp-3h4r-6428","Warn: Project is vulnerable to: GHSA-79h2-q768-fpxr","Warn: Project is vulnerable to: GHSA-7j3m-8g3c-9qqq","Warn: Project is vulnerable to: GHSA-7jvm-xxmr-v5cw","Warn: Project is vulnerable to: GHSA-7x4v-9gxg-9hwj","Warn: Project is vulnerable to: GHSA-828c-5j5q-vrjq","Warn: Project is vulnerable to: GHSA-84jm-4cf3-9jfm","Warn: Project is vulnerable to: GHSA-87v6-crgm-2gfj","Warn: Project is vulnerable to: GHSA-8cxv-76p7-jxwr","Warn: Project is vulnerable to: GHSA-8fvv-46hw-vpg3","Warn: Project is vulnerable to: GHSA-8jj7-5vxc-pg2q","Warn: Project is vulnerable to: GHSA-8r7c-3cm2-3h8f","Warn: Project is vulnerable to: GHSA-8rcj-c8pj-v3m3","Warn: Project is vulnerable to: GHSA-8w5g-3wcv-9g2j","Warn: Project is vulnerable to: GHSA-8wwm-6264-x792","Warn: Project is vulnerable to: GHSA-93vr-9q9m-pj8p","Warn: Project is vulnerable to: GHSA-94mm-g2mv-8p7r","Warn: Project is vulnerable to: GHSA-97p7-w86h-vcf9","Warn: Project is vulnerable to: GHSA-98j8-c9q4-r38g","Warn: Project is vulnerable to: GHSA-98p5-x8x4-c9m5","Warn: Project is vulnerable to: GHSA-9942-r22v-78cp","Warn: Project is vulnerable to: GHSA-9c78-vcq7-7vxq","Warn: Project is vulnerable to: GHSA-9cr2-8pwr-fhfq","Warn: Project is vulnerable to: GHSA-9fpg-838v-wpv7","Warn: Project is vulnerable to: GHSA-9gwq-6cwj-47h3","Warn: Project is vulnerable to: GHSA-9j4v-pp28-mxv7","Warn: Project is vulnerable to: GHSA-9p77-mmrw-69c7","Warn: Project is vulnerable to: GHSA-9px9-73fg-3fqp","Warn: Project is vulnerable to: GHSA-9v8w-xmr4-wgxp","Warn: Project is vulnerable to: GHSA-9vqj-64pv-w55c","Warn: Project is vulnerable to: GHSA-9x52-887g-fhc2","Warn: Project is vulnerable to: GHSA-c582-c96p-r5cq","Warn: Project is vulnerable to: GHSA-c6fh-56w7-fvjw","Warn: Project is vulnerable to: GHSA-c94w-c95p-phf8","Warn: Project is vulnerable to: GHSA-cg88-rpvp-cjv5","Warn: Project is vulnerable to: GHSA-cqvq-fvhr-v6hc","Warn: Project is vulnerable to: GHSA-cv2p-32v3-vhwq","Warn: Project is vulnerable to: GHSA-cwpm-f78v-7m5c","Warn: Project is vulnerable to: GHSA-f2vv-v9cg-qhh7","Warn: Project is vulnerable to: GHSA-f2w8-jw48-fr7j","Warn: Project is vulnerable to: GHSA-f49c-87jh-g47q","Warn: Project is vulnerable to: GHSA-f4rr-5m7v-wxcw","Warn: Project is vulnerable to: GHSA-f4w6-h4f5-wx45","Warn: Project is vulnerable to: GHSA-f637-vh3r-vfh2","Warn: Project is vulnerable to: GHSA-f7r5-q7cx-h668","Warn: Project is vulnerable to: GHSA-ffjm-4qwc-7cmf","Warn: Project is vulnerable to: GHSA-fhfc-2q7x-929f","Warn: Project is vulnerable to: GHSA-fpcp-9h7m-ffpx","Warn: Project is vulnerable to: GHSA-fq6p-6334-8gr4","Warn: Project is vulnerable to: GHSA-fq86-3f29-px2c","Warn: Project is vulnerable to: GHSA-fqm2-gh8w-gr68","Warn: Project is vulnerable to: GHSA-fqxc-pvf8-2w9v","Warn: Project is vulnerable to: GHSA-frqp-wp83-qggv","Warn: Project is vulnerable to: GHSA-fv25-wrff-wf86","Warn: Project is vulnerable to: GHSA-fv43-93gv-vm8f","Warn: Project is vulnerable to: GHSA-fx5c-h9f6-rv7c","Warn: Project is vulnerable to: GHSA-fxgc-95xx-grvq","Warn: Project is vulnerable to: GHSA-g35r-369w-3fqp","Warn: Project is vulnerable to: GHSA-g468-qj8g-vcjc","Warn: Project is vulnerable to: GHSA-g9fm-r5mm-rf9f","Warn: Project is vulnerable to: GHSA-g9h5-vr8m-x2h4","Warn: Project is vulnerable to: GHSA-gcvh-66ff-4mwm","Warn: Project is vulnerable to: GHSA-gf2j-f278-xh4v","Warn: Project is vulnerable to: GHSA-gf97-q72m-7579","Warn: Project is vulnerable to: GHSA-gjh7-xx4r-x345","Warn: Project is vulnerable to: GHSA-gjqc-q9g6-q2j3","Warn: Project is vulnerable to: GHSA-gq2j-cr96-gvqx","Warn: Project is vulnerable to: GHSA-gw97-ff7c-9v96","Warn: Project is vulnerable to: GHSA-h246-cgh4-7475","Warn: Project is vulnerable to: GHSA-h2wq-prv9-2f56","Warn: Project is vulnerable to: GHSA-h48f-q7rw-hvr7","Warn: Project is vulnerable to: GHSA-h5g4-ppwx-48q2","Warn: Project is vulnerable to: GHSA-h5vq-gw2c-pq47","Warn: Project is vulnerable to: GHSA-h6gw-r52c-724r","Warn: Project is vulnerable to: GHSA-h6q3-vv32-2cq5","Warn: Project is vulnerable to: GHSA-h7ff-cfc9-wmmh","Warn: Project is vulnerable to: GHSA-hq7g-wwwp-q46h","Warn: Project is vulnerable to: GHSA-hrg5-737c-2p56","Warn: Project is vulnerable to: GHSA-hx9q-2mx4-m4pg","Warn: Project is vulnerable to: GHSA-j3mj-fhpq-qqjj","Warn: Project is vulnerable to: GHSA-j43h-pgmg-5hjq","Warn: Project is vulnerable to: GHSA-j5w9-hmfh-4cr6","Warn: Project is vulnerable to: GHSA-jjm6-4vf7-cjh4","Warn: Project is vulnerable to: GHSA-jq6x-99hj-q636","Warn: Project is vulnerable to: GHSA-jqm7-m5q7-3hm5","Warn: Project is vulnerable to: GHSA-jvhc-5hhr-w3v5","Warn: Project is vulnerable to: GHSA-m4hf-j54p-p353","Warn: Project is vulnerable to: GHSA-m6cv-4fmf-66xf","Warn: Project is vulnerable to: GHSA-m6vp-8q9j-whx4","Warn: Project is vulnerable to: GHSA-mg66-qvc5-rm93","Warn: Project is vulnerable to: GHSA-mgmh-g2v6-mqw5","Warn: Project is vulnerable to: GHSA-mh3m-62v7-68xg","Warn: Project is vulnerable to: GHSA-mv77-9g28-cwg3","Warn: Project is vulnerable to: GHSA-mv8m-8x97-937q","Warn: Project is vulnerable to: GHSA-mw6j-hh29-h379","Warn: Project is vulnerable to: GHSA-p2xf-8hgm-hpw5","Warn: Project is vulnerable to: GHSA-p7hr-f446-x6qf","Warn: Project is vulnerable to: GHSA-p9rc-rmr5-529j","Warn: Project is vulnerable to: GHSA-pf36-r9c6-h97j","Warn: Project is vulnerable to: GHSA-pfjj-m3jj-9jc9","Warn: Project is vulnerable to: GHSA-pqhm-4wvf-2jg8","Warn: Project is vulnerable to: GHSA-pqrv-8r2f-7278","Warn: Project is vulnerable to: GHSA-pxrw-j2fv-hx3h","Warn: Project is vulnerable to: GHSA-q2c3-jpmc-gfjx","Warn: Project is vulnerable to: GHSA-q5jv-m6qw-5g37","Warn: Project is vulnerable to: GHSA-q85f-69q7-55h2","Warn: Project is vulnerable to: GHSA-qhw4-wwr7-gjc5","Warn: Project is vulnerable to: GHSA-qj5r-f9mv-rffh","Warn: Project is vulnerable to: GHSA-qjqc-vqcf-5qvj","Warn: Project is vulnerable to: GHSA-qx3f-p745-w4hr","Warn: Project is vulnerable to: GHSA-qxpx-j395-pw36","Warn: Project is vulnerable to: GHSA-r26c-679w-mrjm","Warn: Project is vulnerable to: GHSA-rc9w-5c64-9vqq","Warn: Project is vulnerable to: GHSA-rcf8-g8jv-vg6p","Warn: Project is vulnerable to: GHSA-rh87-q4vg-m45j","Warn: Project is vulnerable to: GHSA-rjx6-v474-2ch9","Warn: Project is vulnerable to: GHSA-rmg2-f698-wq35","Warn: Project is vulnerable to: GHSA-rrx2-r989-2c43","Warn: Project is vulnerable to: GHSA-rww7-2gpw-fv6j","Warn: Project is vulnerable to: GHSA-v3f7-j968-4h5f","Warn: Project is vulnerable to: GHSA-v5xg-3q2c-c2r4","Warn: Project is vulnerable to: GHSA-v6h3-348g-6h5x","Warn: Project is vulnerable to: GHSA-v7vw-577f-vp8x","Warn: Project is vulnerable to: GHSA-vgvh-2pf4-jr2x","Warn: Project is vulnerable to: GHSA-vjg4-v33c-ggc4","Warn: Project is vulnerable to: GHSA-vm7x-4qhj-rrcq","Warn: Project is vulnerable to: GHSA-vxv8-r8q2-63xw","Warn: Project is vulnerable to: GHSA-w62h-8xjm-fv49","Warn: Project is vulnerable to: GHSA-wc4g-r73w-x8mm","Warn: Project is vulnerable to: GHSA-wcv5-vrvr-3rx2","Warn: Project is vulnerable to: GHSA-wm93-f238-7v37","Warn: Project is vulnerable to: GHSA-wq6q-6m32-9rv9","Warn: Project is vulnerable to: GHSA-wqmc-pm8c-2jhc","Warn: Project is vulnerable to: GHSA-wr9v-g9vf-c74v","Warn: Project is vulnerable to: GHSA-wxjj-cgcx-r3vq","Warn: Project is vulnerable to: GHSA-x4qx-4fjv-hmw6","Warn: Project is vulnerable to: GHSA-x989-q2pq-4q5x","Warn: Project is vulnerable to: GHSA-xf83-q765-xm6m","Warn: Project is vulnerable to: GHSA-xrp2-fhq4-4q3w","Warn: Project is vulnerable to: GHSA-xvwp-h6jv-7472","Warn: Project is vulnerable to: GHSA-xxcj-rhqg-m46g","Warn: Project is vulnerable to: GHSA-8gq9-2x98-w8hf","Warn: Project is vulnerable to: GHSA-8qvm-5x2c-j2w7","Warn: Project is vulnerable to: GHSA-3749-ghw9-m3mg","Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v","Warn: Project is vulnerable to: PYSEC-2025-41 / GHSA-53q9-r3pm-6pq6","Warn: Project is vulnerable to: PYSEC-2024-252 / GHSA-5pcm-hx3q-hm94","Warn: Project is vulnerable to: GHSA-887c-mr87-cxwp","Warn: Project is vulnerable to: PYSEC-2024-251 / GHSA-pg7h-5qx3-wjr3","Warn: Project is vulnerable to: PYSEC-2024-250","Warn: Project is vulnerable to: PYSEC-2024-259","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108","Warn: Project is vulnerable to: PYSEC-2022-288 / GHSA-6hrg-qmvc-2xh8","Warn: Project is vulnerable to: PYSEC-2017-48 / GHSA-chqf-hx79-gxc6","Warn: Project is vulnerable to: PYSEC-2019-41 / GHSA-qfc5-mcwq-26q8"],"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":"2025-08-14T16:06:01.560Z","repository_id":39752538,"created_at":"2025-08-14T16:06:01.560Z","updated_at":"2025-08-14T16:06:01.560Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":271247482,"owners_count":24725911,"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":"2025-08-19T02:00:09.176Z","response_time":63,"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"},"owner_record":{"login":"AtrCheema","name":"Ather Abbas","uuid":"25817388","kind":"user","description":"","email":"","website":null,"location":"South Korea","twitter":null,"company":"Environmental Modeling and Monitoring Lab, UNIST","icon_url":"https://avatars.githubusercontent.com/u/25817388?v=4","repositories_count":7,"last_synced_at":"2023-03-08T23:20:13.865Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/AtrCheema","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-18T13:02:15.301Z","updated_at":"2023-03-08T23:20:13.871Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AtrCheema","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AtrCheema/repositories"},"tags":[{"name":"v1.06","sha":"7d5ef92c220400732e3c8f8806290716245b4f8c","kind":"tag","published_at":"2023-02-10T13:52:10.000Z","download_url":"https://codeload.github.com/AtrCheema/AI4Water/tar.gz/v1.06","html_url":"https://github.com/AtrCheema/AI4Water/releases/tag/v1.06","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/AtrCheema/AI4Water@v1.06","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/v1.06","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/v1.06/manifests"},{"name":"latest","sha":"bef62edf72ad293565595c762c76d6180310c85a","kind":"commit","published_at":"2022-08-25T04:37:20.000Z","download_url":"https://codeload.github.com/AtrCheema/AI4Water/tar.gz/latest","html_url":"https://github.com/AtrCheema/AI4Water/releases/tag/latest","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/AtrCheema/AI4Water@latest","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/latest","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/latest/manifests"},{"name":"v1.0-beta.1","sha":"cdb18bd4bf298f77b381f1829045a1e790146985","kind":"commit","published_at":"2021-10-25T06:25:13.000Z","download_url":"https://codeload.github.com/AtrCheema/AI4Water/tar.gz/v1.0-beta.1","html_url":"https://github.com/AtrCheema/AI4Water/releases/tag/v1.0-beta.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/AtrCheema/AI4Water@v1.0-beta.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/v1.0-beta.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/v1.0-beta.1/manifests"},{"name":"v1.0-beta","sha":"e808d3dc92c0249045623638d8db5675455de665","kind":"commit","published_at":"2021-06-06T09:46:37.000Z","download_url":"https://codeload.github.com/AtrCheema/AI4Water/tar.gz/v1.0-beta","html_url":"https://github.com/AtrCheema/AI4Water/releases/tag/v1.0-beta","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/AtrCheema/AI4Water@v1.0-beta","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/v1.0-beta","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/v1.0-beta/manifests"},{"name":"v1.0-apha","sha":"c8b0536b20eb89797dee63c995a56d55e30821eb","kind":"commit","published_at":"2021-05-25T06:24:17.000Z","download_url":"https://codeload.github.com/AtrCheema/AI4Water/tar.gz/v1.0-apha","html_url":"https://github.com/AtrCheema/AI4Water/releases/tag/v1.0-apha","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/AtrCheema/AI4Water@v1.0-apha","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/v1.0-apha","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/tags/v1.0-apha/manifests"}]},"repo_metadata_updated_at":"2025-08-20T00:58:15.285Z","dependent_packages_count":0,"downloads":41,"downloads_period":"last-month","dependent_repos_count":4,"rankings":{"downloads":19.135019522992362,"dependent_repos_count":7.520464010314741,"dependent_packages_count":10.032368031403879,"stargazers_count":9.517560137588529,"forks_count":8.723747362541296,"docker_downloads_count":null,"average":10.985831812968161},"purl":"pkg:pypi/ai4water","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/ai4water","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/ai4water","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/ai4water/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-07-31T18:02:28.306Z","issues_count":4,"pull_requests_count":35,"avg_time_to_close_issue":17635118.0,"avg_time_to_close_pull_request":487464.67647058825,"issues_closed_count":2,"pull_requests_closed_count":34,"pull_request_authors_count":3,"issue_authors_count":3,"avg_comments_per_issue":1.0,"avg_comments_per_pull_request":0.22857142857142856,"merged_pull_requests_count":28,"bot_issues_count":0,"bot_pull_requests_count":7,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/issues","maintainers":[{"login":"AtrCheema","count":27,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/AtrCheema"},{"login":"Sara-Iftikhar","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Sara-Iftikhar"}],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/ai4water/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/ai4water/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/ai4water/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/ai4water/related_packages","maintainers":[{"uuid":"atrcheema","login":"atrcheema","name":null,"email":null,"url":null,"packages_count":7,"html_url":"https://pypi.org/user/atrcheema/","role":null,"created_at":"2022-11-15T00:09:01.453Z","updated_at":"2022-11-15T00:09:01.453Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/atrcheema/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":726285,"maintainers_count":308824,"namespaces_count":0,"keywords_count":238245,"github":"pypi","metadata":{"funded_packages_count":50579},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-08T05:32:36.857Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}}],"commits":{"id":531666,"full_name":"AtrCheema/AI4Water","default_branch":"master","committers":[{"name":"AtrCheema","email":"ather_abbas786@yahoo.com","count":1451},{"name":"Sara Iftikhar","email":"sara.rwpk@gmail.com","count":92},{"name":"kwon3969","email":"kwon3969@gmail.com","count":2},{"name":"eggworld","email":"eggworld622@gmail.com","count":1}],"total_commits":1546,"total_committers":4,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":386.5,"dds":0.06144890038809836,"past_year_committers":null,"past_year_total_commits":null,"past_year_total_committers":null,"past_year_total_bot_commits":null,"past_year_total_bot_committers":null,"past_year_mean_commits":null,"past_year_dds":null,"last_synced_at":"2023-03-17T20:11:21.401Z","last_synced_commit":"ec2a4a426673b11e3589b64cef9d7160b1de28d4","created_at":"2023-03-09T03:49:19.340Z","updated_at":"2023-09-19T17:09:40.930Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-07T00:00:09.744Z","repositories_count":5480019,"commits_count":853389126,"contributors_count":31098155,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"AtrCheema/AI4Water","html_url":"https://github.com/AtrCheema/AI4Water","last_synced_at":"2025-08-20T00:58:17.895Z","status":"error","issues_count":4,"pull_requests_count":35,"avg_time_to_close_issue":17635118.0,"avg_time_to_close_pull_request":487464.67647058825,"issues_closed_count":2,"pull_requests_closed_count":34,"pull_request_authors_count":3,"issue_authors_count":3,"avg_comments_per_issue":1.0,"avg_comments_per_pull_request":0.22857142857142856,"merged_pull_requests_count":28,"bot_issues_count":0,"bot_pull_requests_count":7,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2023-05-14T08:34:01.799Z","updated_at":"2025-08-20T00:58:17.896Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/AtrCheema%2FAI4Water/issues","issue_labels_count":{},"pull_request_labels_count":{"dependencies":7},"issue_author_associations_count":{"NONE":4},"pull_request_author_associations_count":{"OWNER":27,"NONE":7,"COLLABORATOR":1},"issue_authors":{"jmp75":2,"Zahid600":1,"binxiaoxiaobin":1},"pull_request_authors":{"AtrCheema":27,"dependabot[bot]":7,"Sara-Iftikhar":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-08T00:00:17.013Z","repositories_count":10171813,"issues_count":31942582,"pull_requests_count":100134560,"authors_count":10732619,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[{"login":"AtrCheema","count":27,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/AtrCheema"},{"login":"Sara-Iftikhar","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Sara-Iftikhar"}],"active_maintainers":[]},"events":{"total":{"WatchEvent":5,"PushEvent":2},"last_year":{"WatchEvent":5,"PushEvent":2}},"keywords":["deep-learning","machine-learning","tabular-data","time-series"],"dependencies":[{"ecosystem":"pypi","filepath":".binder/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-09T15:25:25.644Z","updated_at":"2022-08-09T15:25:25.644Z","repository_link":"https://github.com/AtrCheema/AI4Water/blob/master/.binder/requirements.txt","dependencies":[{"id":918601283,"package_name":"ai4water","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918601284,"package_name":"sphinx-gallery","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918601285,"package_name":"tensorflow","ecosystem":"pypi","requirements":"==2.7","direct":true,"kind":"runtime","optional":false},{"id":918601286,"package_name":"seaborn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918601287,"package_name":"xgboost","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918601288,"package_name":"catboost","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918601289,"package_name":"lightgbm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918601290,"package_name":"optuna","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"docs/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-09T15:25:26.234Z","updated_at":"2022-08-09T15:25:26.234Z","repository_link":"https://github.com/AtrCheema/AI4Water/blob/master/docs/requirements.txt","dependencies":[{"id":918606037,"package_name":"pandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606042,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606044,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606047,"package_name":"sphinx","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606049,"package_name":"sphinx-prompt","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606051,"package_name":"sphinx_copybutton","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606052,"package_name":"sphinx_toggleprompt","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606053,"package_name":"sphinx_rtd_theme","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606054,"package_name":"sphinx_issues","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606056,"package_name":"scipy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606058,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606061,"package_name":"scikit-optimize","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606063,"package_name":"plotly","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606065,"package_name":"tensorflow","ecosystem":"pypi","requirements":"==2.7","direct":true,"kind":"runtime","optional":false},{"id":918606067,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606069,"package_name":"seaborn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606071,"package_name":"easy_mpl","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606073,"package_name":"SeqMetrics","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606075,"package_name":"sphinx-gallery","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606077,"package_name":"keras-tcn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606079,"package_name":"xgboost","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606082,"package_name":"lightgbm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606084,"package_name":"catboost","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606086,"package_name":"optuna","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606088,"package_name":"pyshp","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918606090,"package_name":"shapely","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-09T15:25:26.428Z","updated_at":"2022-08-09T15:25:26.428Z","repository_link":"https://github.com/AtrCheema/AI4Water/blob/master/requirements.txt","dependencies":[{"id":918609513,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918609514,"package_name":"pandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918609515,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918609516,"package_name":"joblib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918609517,"package_name":"requests","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918609518,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918609519,"package_name":"easy_mpl","ecosystem":"pypi","requirements":"\u003e=0.20.4","direct":true,"kind":"runtime","optional":false},{"id":918609520,"package_name":"SeqMetrics","ecosystem":"pypi","requirements":"\u003e=1.3.3","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements_all.txt","sha":null,"kind":"manifest","created_at":"2022-08-09T15:25:26.611Z","updated_at":"2022-08-09T15:25:26.611Z","repository_link":"https://github.com/AtrCheema/AI4Water/blob/master/requirements_all.txt","dependencies":[{"id":918613195,"package_name":"tensorflow","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613196,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.16.5","direct":true,"kind":"runtime","optional":false},{"id":918613197,"package_name":"pandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613198,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613199,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=0.22","direct":true,"kind":"runtime","optional":false},{"id":918613200,"package_name":"scikit-optimize","ecosystem":"pypi","requirements":"\u003e=0.8.1","direct":true,"kind":"runtime","optional":false},{"id":918613201,"package_name":"seaborn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613202,"package_name":"h5py","ecosystem":"pypi","requirements":"\u003c2.11.0","direct":true,"kind":"runtime","optional":false},{"id":918613203,"package_name":"xgboost","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613204,"package_name":"lightgbm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613205,"package_name":"catboost","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613206,"package_name":"plotly","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613207,"package_name":"tpot","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613208,"package_name":"joblib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613209,"package_name":"wandb","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613210,"package_name":"imageio","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613211,"package_name":"pyshp","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613212,"package_name":"optuna","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613213,"package_name":"hyperopt","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613214,"package_name":"dill","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613215,"package_name":"xarray","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613216,"package_name":"openpyxl","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613217,"package_name":"wrapt","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613218,"package_name":"psutil","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613219,"package_name":"SHAP","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":918613221,"package_name":"easy_mpl","ecosystem":"pypi","requirements":"\u003e=0.20.4","direct":true,"kind":"runtime","optional":false},{"id":918613222,"package_name":"SeqMetrics","ecosystem":"pypi","requirements":"\u003e=1.3.3","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/release.yml","sha":null,"kind":"manifest","created_at":"2023-10-05T14:14:39.243Z","updated_at":"2023-10-05T14:14:39.243Z","repository_link":"https://github.com/AtrCheema/AI4Water/blob/master/.github/workflows/release.yml","dependencies":[{"id":14121767825,"package_name":"marvinpinto/action-automatic-releases","ecosystem":"actions","requirements":"latest","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/tf.yml","sha":null,"kind":"manifest","created_at":"2023-10-05T14:14:41.152Z","updated_at":"2023-10-05T14:14:41.152Z","repository_link":"https://github.com/AtrCheema/AI4Water/blob/master/.github/workflows/tf.yml","dependencies":[{"id":14121767828,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":14121767829,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2023-10-05T14:14:42.891Z","updated_at":"2023-10-05T14:14:42.891Z","repository_link":"https://github.com/AtrCheema/AI4Water/blob/master/setup.py","dependencies":[]}],"score":9.505395198757377,"created_at":"2025-09-08T20:58:15.001Z","updated_at":"2025-10-07T08:28:10.835Z","avatar_url":"https://github.com/AtrCheema.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":41,"funding_links":[],"readme_doi_urls":["https://doi.org/10.5194/gmd-15-3021-2022","https://doi.org/10.1016/j.softx.2020.100456"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/79398","html_url":"https://science.ecosyste.ms/projects/79398"}