{"id":2447,"name":"pySRURGS - a python package for symbolic regression by uniform random global search","description":"pySRURGS - a python package for symbolic regression by uniform random global search - Published in JOSS (2019)","url":"https://github.com/pysrurgs/pysrurgs","last_synced_at":"2025-09-04T16:46:35.130Z","repository":{"id":40979658,"uuid":"200314164","full_name":"pySRURGS/pySRURGS","owner":"pySRURGS","description":"Symbolic regression by uniform random global search","archived":false,"fork":false,"pushed_at":"2023-07-06T21:45:17.000Z","size":8985,"stargazers_count":13,"open_issues_count":4,"forks_count":3,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-09-04T03:06:30.040Z","etag":null,"topics":["binary-tree","enumeration","python","python3","random","symbolic-regression"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/pySRURGS.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-08-03T00:40:59.000Z","updated_at":"2024-10-13T03:55:30.000Z","dependencies_parsed_at":"2025-04-12T10:46:17.235Z","dependency_job_id":null,"html_url":"https://github.com/pySRURGS/pySRURGS","commit_stats":null,"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/pySRURGS/pySRURGS","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pySRURGS%2FpySRURGS","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pySRURGS%2FpySRURGS/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pySRURGS%2FpySRURGS/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pySRURGS%2FpySRURGS/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pySRURGS","download_url":"https://codeload.github.com/pySRURGS/pySRURGS/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pySRURGS%2FpySRURGS/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273606364,"owners_count":25135972,"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":"2025-09-04T02:00:08.968Z","response_time":61,"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":"pySRURGS","name":null,"uuid":"53630469","kind":"user","description":"This is a projects page by Sohrab Towfighi.","email":"","website":null,"location":"Vancouver, Canada","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/53630469?u=a3d94749be151f61585cac429413aaa4afd308f2\u0026v=4","repositories_count":5,"last_synced_at":"2025-03-10T08:30:23.365Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/pySRURGS","funding_links":[],"total_stars":12,"followers":4,"following":0,"created_at":"2025-03-10T08:30:23.385Z","updated_at":"2025-03-10T08:30:23.385Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pySRURGS","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pySRURGS/repositories"},"packages":[],"commits":{"id":9625531,"full_name":"pySRURGS/pySRURGS","default_branch":"master","committers":[{"name":"sohrabtowfighi","email":"sohrabtowfighi@hotmail.com","login":"sohrabtowfighi","count":1220},{"name":"pySRURGS","email":"53630469+pySRURGS","login":"pySRURGS","count":388},{"name":"sohrabtowfighi","email":"sohrabtowfighi@gmail.com","login":null,"count":104},{"name":"Ubuntu","email":"tropicalzed@test.ejfpszihzt5ujgj52edlizyp1b.bx.internal.cloudapp.net","login":null,"count":8},{"name":"Sohrab Towfighi","email":"TowfighiS@SMH.SMHROOT.NET","login":null,"count":4}],"total_commits":1724,"total_committers":5,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":344.8,"dds":0.29234338747099764,"past_year_committers":[],"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2025-08-08T08:31:09.028Z","last_synced_commit":"0b79fda2a4fafe7859369db9071fead992bf6282","created_at":"2025-04-11T11:31:12.289Z","updated_at":"2025-08-08T08:31:09.029Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/pySRURGS%2FpySRURGS/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-08-27T00:00:29.048Z","repositories_count":5479765,"commits_count":853308191,"contributors_count":31095157,"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":"pySRURGS/pySRURGS","html_url":"https://github.com/pySRURGS/pySRURGS","last_synced_at":"2025-08-31T21:06:16.790Z","status":"error","issues_count":21,"pull_requests_count":3,"avg_time_to_close_issue":4534256.15,"avg_time_to_close_pull_request":null,"issues_closed_count":20,"pull_requests_closed_count":0,"pull_request_authors_count":1,"issue_authors_count":9,"avg_comments_per_issue":3.238095238095238,"avg_comments_per_pull_request":0.0,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":3,"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":"2025-04-11T11:31:12.641Z","updated_at":"2025-08-31T21:06:16.791Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/pySRURGS%2FpySRURGS","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/pySRURGS%2FpySRURGS/issues","issue_labels_count":{"enhancement":4,"refactor":1,"help wanted":1,"good first issue":1},"pull_request_labels_count":{"dependencies":3},"issue_author_associations_count":{"NONE":12,"OWNER":8,"COLLABORATOR":1},"pull_request_author_associations_count":{"NONE":3},"issue_authors":{"pySRURGS":8,"hbarthels":4,"BisUndefined":3,"sohrabtowfighi":1,"Lolojr":1,"Fabssbtr":1,"qinchunxiong":1,"anthonyrollett":1,"AoifeHughes":1},"pull_request_authors":{"dependabot[bot]":3},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-01T00:00:07.725Z","repositories_count":9917002,"issues_count":29224957,"pull_requests_count":83952544,"authors_count":9027317,"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":"pySRURGS","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/pySRURGS"},{"login":"sohrabtowfighi","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/sohrabtowfighi"}],"active_maintainers":[]},"events":{"total":{},"last_year":{}},"keywords":["binary-tree","enumeration","python","python3","random","symbolic-regression"],"dependencies":[{"ecosystem":"pypi","filepath":"experiments/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-09-04T22:32:43.827Z","updated_at":"2022-09-04T22:32:43.827Z","repository_link":"https://github.com/pySRURGS/pySRURGS/blob/master/experiments/requirements.txt","dependencies":[{"id":3833597697,"package_name":"dropbox","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597698,"package_name":"sshtunnel","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597699,"package_name":"pymysql","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597700,"package_name":"scoop","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597701,"package_name":"sh","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597702,"package_name":"deap","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-09-04T22:32:43.833Z","updated_at":"2022-09-04T22:32:43.833Z","repository_link":"https://github.com/pySRURGS/pySRURGS/blob/master/requirements.txt","dependencies":[{"id":3833597703,"package_name":"mpmath","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597704,"package_name":"lmfit","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597705,"package_name":"sympy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597706,"package_name":"pandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597707,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597708,"package_name":"parmap","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597709,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597710,"package_name":"sqlitedict","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597711,"package_name":"tabulate","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597712,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597713,"package_name":"scipy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597714,"package_name":"python-coveralls","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597715,"package_name":"pytest","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597716,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597717,"package_name":"sh","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":3833597718,"package_name":"pbs","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements_versions.txt","sha":null,"kind":"manifest","created_at":"2022-09-04T22:32:43.840Z","updated_at":"2022-09-04T22:32:43.840Z","repository_link":"https://github.com/pySRURGS/pySRURGS/blob/master/requirements_versions.txt","dependencies":[{"id":3833597719,"package_name":"mpmath","ecosystem":"pypi","requirements":"==0.19","direct":true,"kind":"runtime","optional":false},{"id":3833597720,"package_name":"lmfit","ecosystem":"pypi","requirements":"==0.9.13","direct":true,"kind":"runtime","optional":false},{"id":3833597721,"package_name":"sympy","ecosystem":"pypi","requirements":"==1.0","direct":true,"kind":"runtime","optional":false},{"id":3833597722,"package_name":"pandas","ecosystem":"pypi","requirements":"==0.25.0","direct":true,"kind":"runtime","optional":false},{"id":3833597723,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.17.0","direct":true,"kind":"runtime","optional":false},{"id":3833597724,"package_name":"parmap","ecosystem":"pypi","requirements":"==1.5.2","direct":true,"kind":"runtime","optional":false},{"id":3833597725,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.19.8","direct":true,"kind":"runtime","optional":false},{"id":3833597726,"package_name":"sqlitedict","ecosystem":"pypi","requirements":"==1.6.0","direct":true,"kind":"runtime","optional":false},{"id":3833597727,"package_name":"tabulate","ecosystem":"pypi","requirements":"==0.7.7","direct":true,"kind":"runtime","optional":false},{"id":3833597728,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.1.1","direct":true,"kind":"runtime","optional":false},{"id":3833597729,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.3.1","direct":true,"kind":"runtime","optional":false},{"id":3833597730,"package_name":"python-coveralls","ecosystem":"pypi","requirements":"==2.9.3","direct":true,"kind":"runtime","optional":false},{"id":3833597731,"package_name":"pytest","ecosystem":"pypi","requirements":"==5.1.1","direct":true,"kind":"runtime","optional":false},{"id":3833597732,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"==2.7.1","direct":true,"kind":"runtime","optional":false},{"id":3833597733,"package_name":"sh","ecosystem":"pypi","requirements":"==1.12.14","direct":true,"kind":"runtime","optional":false},{"id":3833597734,"package_name":"pbs","ecosystem":"pypi","requirements":"==0.110","direct":true,"kind":"runtime","optional":false}]}],"score":4.442651256490317,"created_at":"2025-09-04T09:18:01.565Z","updated_at":"2025-10-07T08:04:39.876Z","avatar_url":"https://github.com/pySRURGS.png","language":"Python","category":"Scientific Software","sub_category":"Peer-reviewed","monthly_downloads":0,"funding_links":[],"readme_doi_urls":["https://doi.org/10.21105/joss.01675","https://doi.org/10.1007/s42452-019-1734-3"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["genetic-programming","global-optimization","random-search","tree-structure"],"project_url":"https://science.ecosyste.ms/api/v1/projects/2447","html_url":"https://science.ecosyste.ms/projects/2447"}