{"id":16811,"name":"kaggle-panda-1st-place-solution","description":"1st place solution for the Kaggle PANDA Challenge","url":"https://github.com/kentaroy47/kaggle-panda-1st-place-solution","last_synced_at":"2025-09-04T23:23:47.000Z","repository":{"id":48180143,"uuid":"285471698","full_name":"kentaroy47/Kaggle-PANDA-1st-place-solution","owner":"kentaroy47","description":"1st place solution for the Kaggle PANDA Challenge","archived":false,"fork":false,"pushed_at":"2024-12-05T05:01:10.000Z","size":302556,"stargazers_count":115,"open_issues_count":2,"forks_count":19,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-05-25T16:08:08.583Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/kentaroy47.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2020-08-06T04:18:43.000Z","updated_at":"2025-05-16T19:11:22.000Z","dependencies_parsed_at":"2024-12-05T06:28:18.841Z","dependency_job_id":null,"html_url":"https://github.com/kentaroy47/Kaggle-PANDA-1st-place-solution","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/kentaroy47/Kaggle-PANDA-1st-place-solution","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kentaroy47%2FKaggle-PANDA-1st-place-solution","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kentaroy47%2FKaggle-PANDA-1st-place-solution/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kentaroy47%2FKaggle-PANDA-1st-place-solution/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kentaroy47%2FKaggle-PANDA-1st-place-solution/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kentaroy47","download_url":"https://codeload.github.com/kentaroy47/Kaggle-PANDA-1st-place-solution/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kentaroy47%2FKaggle-PANDA-1st-place-solution/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273685852,"owners_count":25149775,"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":"kentaroy47","name":"Kentaro Yoshioka","uuid":"39611941","kind":"user","description":"2-year old Ph.D researcher interested in efficient and fast systems.","email":"","website":"https://sites.google.com/keio.jp/keio-csg/","location":"Tokyo, Japan","twitter":null,"company":"Keio University","icon_url":"https://avatars.githubusercontent.com/u/39611941?u=e83f86b24677e558ddb6cf42bdb32e2ff462c543\u0026v=4","repositories_count":9,"last_synced_at":"2023-03-04T01:38:12.685Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/kentaroy47","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-14T07:45:37.626Z","updated_at":"2023-03-04T01:38:12.689Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kentaroy47","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kentaroy47/repositories"},"packages":[],"commits":{"id":8361468,"full_name":"kentaroy47/kaggle-panda-1st-place-solution","default_branch":"master","committers":[{"name":"Kentaro Yoshioka","email":"meathouse47@gmail.com","login":"kentaroy47","count":18},{"name":"y.fujimoto","email":"yukkyo12221222@gmail.com","login":"yukkyo","count":1}],"total_commits":19,"total_committers":2,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":9.5,"dds":0.052631578947368474,"past_year_committers":[{"name":"Kentaro Yoshioka","email":"meathouse47@gmail.com","login":"kentaroy47","count":2}],"past_year_total_commits":2,"past_year_total_committers":1,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":2.0,"past_year_dds":0.0,"last_synced_at":"2025-05-22T12:04:58.450Z","last_synced_commit":"216cb3ae6d1d723194a37a1c6970f70e01237e83","created_at":"2025-01-20T23:50:38.876Z","updated_at":"2025-05-22T12:04:58.451Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/kentaroy47%2Fkaggle-panda-1st-place-solution/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.936Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"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":"kentaroy47/kaggle-panda-1st-place-solution","html_url":"https://github.com/kentaroy47/kaggle-panda-1st-place-solution","last_synced_at":"2025-05-25T16:08:08.506Z","status":null,"issues_count":3,"pull_requests_count":2,"avg_time_to_close_issue":4730830.0,"avg_time_to_close_pull_request":10.0,"issues_closed_count":1,"pull_requests_closed_count":2,"pull_request_authors_count":2,"issue_authors_count":3,"avg_comments_per_issue":3.6666666666666665,"avg_comments_per_pull_request":0.0,"merged_pull_requests_count":2,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":1,"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":1,"past_year_avg_comments_per_issue":0.0,"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":"2025-01-20T23:50:39.377Z","updated_at":"2025-08-30T21:30:40.962Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/kentaroy47%2Fkaggle-panda-1st-place-solution","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/kentaroy47%2Fkaggle-panda-1st-place-solution/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"NONE":3},"pull_request_author_associations_count":{"OWNER":1,"COLLABORATOR":1},"issue_authors":{"lsnls":1,"morizin":1,"valeriozhang":1},"pull_request_authors":{"yukkyo":1,"kentaroy47":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-08-30T00:00:08.204Z","repositories_count":8441564,"issues_count":20536878,"pull_requests_count":51191927,"authors_count":7650363,"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":{"NONE":1},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{"lsnls":1},"past_year_pull_request_authors":{},"maintainers":[{"login":"yukkyo","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/yukkyo"},{"login":"kentaroy47","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/kentaroy47"}],"active_maintainers":[]},"events":{"total":{"IssuesEvent":1,"WatchEvent":13,"PushEvent":1,"ForkEvent":1},"last_year":{"IssuesEvent":1,"WatchEvent":13,"PushEvent":1,"ForkEvent":1}},"keywords":[],"dependencies":[{"ecosystem":"pypi","filepath":"docker/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-29T05:51:24.601Z","updated_at":"2022-08-29T05:51:24.601Z","repository_link":"https://github.com/kentaroy47/Kaggle-PANDA-1st-place-solution/blob/master/docker/requirements.txt","dependencies":[{"id":3115835463,"package_name":"phik","ecosystem":"pypi","requirements":"==0.10.0","direct":true,"kind":"runtime","optional":false},{"id":3115835462,"package_name":"pexpect","ecosystem":"pypi","requirements":"==4.8.0","direct":true,"kind":"runtime","optional":false},{"id":3115835379,"package_name":"absl-py","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":3115835380,"package_name":"addict","ecosystem":"pypi","requirements":"==2.2.1","direct":true,"kind":"runtime","optional":false},{"id":3115835381,"package_name":"albumentations","ecosystem":"pypi","requirements":"==0.4.1","direct":true,"kind":"runtime","optional":false},{"id":3115835382,"package_name":"alembic","ecosystem":"pypi","requirements":"==1.4.2","direct":true,"kind":"runtime","optional":false},{"id":3115835383,"package_name":"astropy","ecosystem":"pypi","requirements":"==4.0.1.post1","direct":true,"kind":"runtime","optional":false},{"id":3115835384,"package_name":"astunparse","ecosystem":"pypi","requirements":"==1.6.3","direct":true,"kind":"runtime","optional":false},{"id":3115835385,"package_name":"attrs","ecosystem":"pypi","requirements":"==19.3.0","direct":true,"kind":"runtime","optional":false},{"id":3115835386,"package_name":"backcall","ecosystem":"pypi","requirements":"==0.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835387,"package_name":"bleach","ecosystem":"pypi","requirements":"==3.1.5","direct":true,"kind":"runtime","optional":false},{"id":3115835388,"package_name":"cachetools","ecosystem":"pypi","requirements":"==4.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835389,"package_name":"catboost","ecosystem":"pypi","requirements":"==0.23.2","direct":true,"kind":"runtime","optional":false},{"id":3115835390,"package_name":"certifi","ecosystem":"pypi","requirements":"==2020.4.5.1","direct":true,"kind":"runtime","optional":false},{"id":3115835391,"package_name":"chardet","ecosystem":"pypi","requirements":"==3.0.4","direct":true,"kind":"runtime","optional":false},{"id":3115835392,"package_name":"cliff","ecosystem":"pypi","requirements":"==3.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835393,"package_name":"cmaes","ecosystem":"pypi","requirements":"==0.5.0","direct":true,"kind":"runtime","optional":false},{"id":3115835394,"package_name":"cmd2","ecosystem":"pypi","requirements":"==0.8.9","direct":true,"kind":"runtime","optional":false},{"id":3115835395,"package_name":"cnn-finetune","ecosystem":"pypi","requirements":"==0.6.0","direct":true,"kind":"runtime","optional":false},{"id":3115835396,"package_name":"colorlog","ecosystem":"pypi","requirements":"==4.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835397,"package_name":"confuse","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835398,"package_name":"cycler","ecosystem":"pypi","requirements":"==0.10.0","direct":true,"kind":"runtime","optional":false},{"id":3115835399,"package_name":"Cython","ecosystem":"pypi","requirements":"==0.29.19","direct":true,"kind":"runtime","optional":false},{"id":3115835400,"package_name":"decorator","ecosystem":"pypi","requirements":"==4.4.2","direct":true,"kind":"runtime","optional":false},{"id":3115835401,"package_name":"defusedxml","ecosystem":"pypi","requirements":"==0.6.0","direct":true,"kind":"runtime","optional":false},{"id":3115835402,"package_name":"efficientnet-pytorch","ecosystem":"pypi","requirements":"==0.6.3","direct":true,"kind":"runtime","optional":false},{"id":3115835403,"package_name":"entrypoints","ecosystem":"pypi","requirements":"==0.3","direct":true,"kind":"runtime","optional":false},{"id":3115835404,"package_name":"future","ecosystem":"pypi","requirements":"==0.18.2","direct":true,"kind":"runtime","optional":false},{"id":3115835405,"package_name":"gast","ecosystem":"pypi","requirements":"==0.3.3","direct":true,"kind":"runtime","optional":false},{"id":3115835406,"package_name":"google-auth","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":3115835407,"package_name":"google-auth-oauthlib","ecosystem":"pypi","requirements":"==0.4.1","direct":true,"kind":"runtime","optional":false},{"id":3115835408,"package_name":"google-pasta","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":3115835409,"package_name":"graphviz","ecosystem":"pypi","requirements":"==0.14","direct":true,"kind":"runtime","optional":false},{"id":3115835410,"package_name":"grpcio","ecosystem":"pypi","requirements":"==1.29.0","direct":true,"kind":"runtime","optional":false},{"id":3115835411,"package_name":"h5py","ecosystem":"pypi","requirements":"==2.10.0","direct":true,"kind":"runtime","optional":false},{"id":3115835412,"package_name":"htmlmin","ecosystem":"pypi","requirements":"==0.1.12","direct":true,"kind":"runtime","optional":false},{"id":3115835413,"package_name":"idna","ecosystem":"pypi","requirements":"==2.9","direct":true,"kind":"runtime","optional":false},{"id":3115835414,"package_name":"imagecodecs","ecosystem":"pypi","requirements":"==2020.5.30","direct":true,"kind":"runtime","optional":false},{"id":3115835415,"package_name":"ImageHash","ecosystem":"pypi","requirements":"==4.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835416,"package_name":"imageio","ecosystem":"pypi","requirements":"==2.8.0","direct":true,"kind":"runtime","optional":false},{"id":3115835417,"package_name":"imgaug","ecosystem":"pypi","requirements":"==0.2.6","direct":true,"kind":"runtime","optional":false},{"id":3115835418,"package_name":"importlib-metadata","ecosystem":"pypi","requirements":"==1.6.0","direct":true,"kind":"runtime","optional":false},{"id":3115835419,"package_name":"ipykernel","ecosystem":"pypi","requirements":"==5.3.0","direct":true,"kind":"runtime","optional":false},{"id":3115835420,"package_name":"ipython","ecosystem":"pypi","requirements":"==7.15.0","direct":true,"kind":"runtime","optional":false},{"id":3115835421,"package_name":"ipython-genutils","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":3115835422,"package_name":"ipywidgets","ecosystem":"pypi","requirements":"==7.5.1","direct":true,"kind":"runtime","optional":false},{"id":3115835423,"package_name":"iterative-stratification","ecosystem":"pypi","requirements":"==0.1.6","direct":true,"kind":"runtime","optional":false},{"id":3115835424,"package_name":"jedi","ecosystem":"pypi","requirements":"==0.17.0","direct":true,"kind":"runtime","optional":false},{"id":3115835425,"package_name":"Jinja2","ecosystem":"pypi","requirements":"==2.11.2","direct":true,"kind":"runtime","optional":false},{"id":3115835426,"package_name":"joblib","ecosystem":"pypi","requirements":"==0.15.1","direct":true,"kind":"runtime","optional":false},{"id":3115835427,"package_name":"json5","ecosystem":"pypi","requirements":"==0.9.5","direct":true,"kind":"runtime","optional":false},{"id":3115835428,"package_name":"jsonschema","ecosystem":"pypi","requirements":"==3.2.0","direct":true,"kind":"runtime","optional":false},{"id":3115835429,"package_name":"jupyter-client","ecosystem":"pypi","requirements":"==6.1.3","direct":true,"kind":"runtime","optional":false},{"id":3115835430,"package_name":"jupyter-core","ecosystem":"pypi","requirements":"==4.6.3","direct":true,"kind":"runtime","optional":false},{"id":3115835431,"package_name":"jupyterlab","ecosystem":"pypi","requirements":"==2.1.4","direct":true,"kind":"runtime","optional":false},{"id":3115835432,"package_name":"jupyterlab-server","ecosystem":"pypi","requirements":"==1.1.5","direct":true,"kind":"runtime","optional":false},{"id":3115835433,"package_name":"kaggle","ecosystem":"pypi","requirements":"==1.5.6","direct":true,"kind":"runtime","optional":false},{"id":3115835434,"package_name":"Keras-Preprocessing","ecosystem":"pypi","requirements":"==1.1.2","direct":true,"kind":"runtime","optional":false},{"id":3115835435,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"==1.2.0","direct":true,"kind":"runtime","optional":false},{"id":3115835436,"package_name":"lightgbm","ecosystem":"pypi","requirements":"==2.3.1","direct":true,"kind":"runtime","optional":false},{"id":3115835437,"package_name":"llvmlite","ecosystem":"pypi","requirements":"==0.32.1","direct":true,"kind":"runtime","optional":false},{"id":3115835438,"package_name":"Mako","ecosystem":"pypi","requirements":"==1.1.3","direct":true,"kind":"runtime","optional":false},{"id":3115835439,"package_name":"Markdown","ecosystem":"pypi","requirements":"==3.2.2","direct":true,"kind":"runtime","optional":false},{"id":3115835440,"package_name":"MarkupSafe","ecosystem":"pypi","requirements":"==1.1.1","direct":true,"kind":"runtime","optional":false},{"id":3115835441,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.2.1","direct":true,"kind":"runtime","optional":false},{"id":3115835442,"package_name":"missingno","ecosystem":"pypi","requirements":"==0.4.2","direct":true,"kind":"runtime","optional":false},{"id":3115835443,"package_name":"mistune","ecosystem":"pypi","requirements":"==0.8.4","direct":true,"kind":"runtime","optional":false},{"id":3115835444,"package_name":"munch","ecosystem":"pypi","requirements":"==2.5.0","direct":true,"kind":"runtime","optional":false},{"id":3115835445,"package_name":"nbconvert","ecosystem":"pypi","requirements":"==5.6.1","direct":true,"kind":"runtime","optional":false},{"id":3115835446,"package_name":"nbformat","ecosystem":"pypi","requirements":"==5.0.6","direct":true,"kind":"runtime","optional":false},{"id":3115835447,"package_name":"networkx","ecosystem":"pypi","requirements":"==2.4","direct":true,"kind":"runtime","optional":false},{"id":3115835448,"package_name":"notebook","ecosystem":"pypi","requirements":"==6.0.3","direct":true,"kind":"runtime","optional":false},{"id":3115835449,"package_name":"numba","ecosystem":"pypi","requirements":"==0.49.1","direct":true,"kind":"runtime","optional":false},{"id":3115835450,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.18.5","direct":true,"kind":"runtime","optional":false},{"id":3115835451,"package_name":"oauthlib","ecosystem":"pypi","requirements":"==3.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835452,"package_name":"opencv-python","ecosystem":"pypi","requirements":"==4.2.0.34","direct":true,"kind":"runtime","optional":false},{"id":3115835453,"package_name":"opencv-python-headless","ecosystem":"pypi","requirements":"==4.2.0.34","direct":true,"kind":"runtime","optional":false},{"id":3115835454,"package_name":"opt-einsum","ecosystem":"pypi","requirements":"==3.2.1","direct":true,"kind":"runtime","optional":false},{"id":3115835455,"package_name":"optuna","ecosystem":"pypi","requirements":"==1.5.0","direct":true,"kind":"runtime","optional":false},{"id":3115835456,"package_name":"packaging","ecosystem":"pypi","requirements":"==20.4","direct":true,"kind":"runtime","optional":false},{"id":3115835457,"package_name":"pandas","ecosystem":"pypi","requirements":"==1.0.4","direct":true,"kind":"runtime","optional":false},{"id":3115835458,"package_name":"pandas-profiling","ecosystem":"pypi","requirements":"==2.8.0","direct":true,"kind":"runtime","optional":false},{"id":3115835459,"package_name":"pandocfilters","ecosystem":"pypi","requirements":"==1.4.2","direct":true,"kind":"runtime","optional":false},{"id":3115835460,"package_name":"parso","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false},{"id":3115835461,"package_name":"pbr","ecosystem":"pypi","requirements":"==5.4.5","direct":true,"kind":"runtime","optional":false},{"id":3115835464,"package_name":"pickleshare","ecosystem":"pypi","requirements":"==0.7.5","direct":true,"kind":"runtime","optional":false},{"id":3115835465,"package_name":"Pillow","ecosystem":"pypi","requirements":"==7.1.2","direct":true,"kind":"runtime","optional":false},{"id":3115835466,"package_name":"plotly","ecosystem":"pypi","requirements":"==4.8.1","direct":true,"kind":"runtime","optional":false},{"id":3115835467,"package_name":"pretrainedmodels","ecosystem":"pypi","requirements":"==0.7.4","direct":true,"kind":"runtime","optional":false},{"id":3115835468,"package_name":"prettytable","ecosystem":"pypi","requirements":"==0.7.2","direct":true,"kind":"runtime","optional":false},{"id":3115835469,"package_name":"prometheus-client","ecosystem":"pypi","requirements":"==0.8.0","direct":true,"kind":"runtime","optional":false},{"id":3115835470,"package_name":"prompt-toolkit","ecosystem":"pypi","requirements":"==3.0.5","direct":true,"kind":"runtime","optional":false},{"id":3115835471,"package_name":"protobuf","ecosystem":"pypi","requirements":"==3.12.2","direct":true,"kind":"runtime","optional":false},{"id":3115835472,"package_name":"ptyprocess","ecosystem":"pypi","requirements":"==0.6.0","direct":true,"kind":"runtime","optional":false},{"id":3115835473,"package_name":"pyasn1","ecosystem":"pypi","requirements":"==0.4.8","direct":true,"kind":"runtime","optional":false},{"id":3115835474,"package_name":"pyasn1-modules","ecosystem":"pypi","requirements":"==0.2.8","direct":true,"kind":"runtime","optional":false},{"id":3115835475,"package_name":"Pygments","ecosystem":"pypi","requirements":"==2.6.1","direct":true,"kind":"runtime","optional":false},{"id":3115835476,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==2.4.7","direct":true,"kind":"runtime","optional":false},{"id":3115835477,"package_name":"pyperclip","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":3115835478,"package_name":"pyrsistent","ecosystem":"pypi","requirements":"==0.16.0","direct":true,"kind":"runtime","optional":false},{"id":3115835479,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.8.1","direct":true,"kind":"runtime","optional":false},{"id":3115835480,"package_name":"python-editor","ecosystem":"pypi","requirements":"==1.0.4","direct":true,"kind":"runtime","optional":false},{"id":3115835481,"package_name":"python-slugify","ecosystem":"pypi","requirements":"==4.0.0","direct":true,"kind":"runtime","optional":false},{"id":3115835482,"package_name":"pytorch-lightning","ecosystem":"pypi","requirements":"==0.8.5","direct":true,"kind":"runtime","optional":false},{"id":3115835483,"package_name":"pytorch-ranger","ecosystem":"pypi","requirements":"==0.1.1","direct":true,"kind":"runtime","optional":false},{"id":3115835484,"package_name":"pytz","ecosystem":"pypi","requirements":"==2020.1","direct":true,"kind":"runtime","optional":false},{"id":3115835485,"package_name":"PyWavelets","ecosystem":"pypi","requirements":"==1.1.1","direct":true,"kind":"runtime","optional":false},{"id":3115835486,"package_name":"PyYAML","ecosystem":"pypi","requirements":"==5.3.1","direct":true,"kind":"runtime","optional":false},{"id":3115835487,"package_name":"pyzmq","ecosystem":"pypi","requirements":"==19.0.1","direct":true,"kind":"runtime","optional":false},{"id":3115835488,"package_name":"requests","ecosystem":"pypi","requirements":"==2.23.0","direct":true,"kind":"runtime","optional":false},{"id":3115835489,"package_name":"requests-oauthlib","ecosystem":"pypi","requirements":"==1.3.0","direct":true,"kind":"runtime","optional":false},{"id":3115835490,"package_name":"retrying","ecosystem":"pypi","requirements":"==1.3.3","direct":true,"kind":"runtime","optional":false},{"id":3115835491,"package_name":"rsa","ecosystem":"pypi","requirements":"==4.0","direct":true,"kind":"runtime","optional":false},{"id":3115835492,"package_name":"scikit-image","ecosystem":"pypi","requirements":"==0.17.2","direct":true,"kind":"runtime","optional":false},{"id":3115835493,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==0.23.1","direct":true,"kind":"runtime","optional":false},{"id":3115835494,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.4.1","direct":true,"kind":"runtime","optional":false},{"id":3115835495,"package_name":"seaborn","ecosystem":"pypi","requirements":"==0.10.1","direct":true,"kind":"runtime","optional":false},{"id":3115835496,"package_name":"Send2Trash","ecosystem":"pypi","requirements":"==1.5.0","direct":true,"kind":"runtime","optional":false},{"id":3115835497,"package_name":"six","ecosystem":"pypi","requirements":"==1.15.0","direct":true,"kind":"runtime","optional":false},{"id":3115835498,"package_name":"sklearn-pandas","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":3115835499,"package_name":"slackweb","ecosystem":"pypi","requirements":"==1.0.5","direct":true,"kind":"runtime","optional":false},{"id":3115835500,"package_name":"SQLAlchemy","ecosystem":"pypi","requirements":"==1.3.17","direct":true,"kind":"runtime","optional":false},{"id":3115835501,"package_name":"stevedore","ecosystem":"pypi","requirements":"==1.32.0","direct":true,"kind":"runtime","optional":false},{"id":3115835502,"package_name":"tangled-up-in-unicode","ecosystem":"pypi","requirements":"==0.0.6","direct":true,"kind":"runtime","optional":false},{"id":3115835503,"package_name":"tb-nightly","ecosystem":"pypi","requirements":"==2.3.0a20200603","direct":true,"kind":"runtime","optional":false},{"id":3115835504,"package_name":"tensorboard","ecosystem":"pypi","requirements":"==2.2.2","direct":true,"kind":"runtime","optional":false},{"id":3115835505,"package_name":"tensorboard-plugin-wit","ecosystem":"pypi","requirements":"==1.6.0.post3","direct":true,"kind":"runtime","optional":false},{"id":3115835506,"package_name":"tensorboardX","ecosystem":"pypi","requirements":"==2.0","direct":true,"kind":"runtime","optional":false},{"id":3115835507,"package_name":"tensorflow","ecosystem":"pypi","requirements":"==2.2.0","direct":true,"kind":"runtime","optional":false},{"id":3115835508,"package_name":"tensorflow-estimator","ecosystem":"pypi","requirements":"==2.2.0","direct":true,"kind":"runtime","optional":false},{"id":3115835509,"package_name":"termcolor","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835510,"package_name":"terminado","ecosystem":"pypi","requirements":"==0.8.3","direct":true,"kind":"runtime","optional":false},{"id":3115835511,"package_name":"testpath","ecosystem":"pypi","requirements":"==0.4.4","direct":true,"kind":"runtime","optional":false},{"id":3115835512,"package_name":"text-unidecode","ecosystem":"pypi","requirements":"==1.3","direct":true,"kind":"runtime","optional":false},{"id":3115835513,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"==2.1.0","direct":true,"kind":"runtime","optional":false},{"id":3115835514,"package_name":"tifffile","ecosystem":"pypi","requirements":"==2020.6.3","direct":true,"kind":"runtime","optional":false},{"id":3115835515,"package_name":"torch","ecosystem":"pypi","requirements":"==1.5.0","direct":true,"kind":"runtime","optional":false},{"id":3115835516,"package_name":"torch-optimizer","ecosystem":"pypi","requirements":"==0.0.1a13","direct":true,"kind":"runtime","optional":false},{"id":3115835517,"package_name":"torchvision","ecosystem":"pypi","requirements":"==0.6.0","direct":true,"kind":"runtime","optional":false},{"id":3115835518,"package_name":"tornado","ecosystem":"pypi","requirements":"==6.0.4","direct":true,"kind":"runtime","optional":false},{"id":3115835519,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.46.1","direct":true,"kind":"runtime","optional":false},{"id":3115835520,"package_name":"traitlets","ecosystem":"pypi","requirements":"==4.3.3","direct":true,"kind":"runtime","optional":false},{"id":3115835521,"package_name":"ttach","ecosystem":"pypi","requirements":"==0.0.2","direct":true,"kind":"runtime","optional":false},{"id":3115835522,"package_name":"urllib3","ecosystem":"pypi","requirements":"==1.24.3","direct":true,"kind":"runtime","optional":false},{"id":3115835523,"package_name":"visions","ecosystem":"pypi","requirements":"==0.4.4","direct":true,"kind":"runtime","optional":false},{"id":3115835524,"package_name":"wcwidth","ecosystem":"pypi","requirements":"==0.2.3","direct":true,"kind":"runtime","optional":false},{"id":3115835525,"package_name":"webencodings","ecosystem":"pypi","requirements":"==0.5.1","direct":true,"kind":"runtime","optional":false},{"id":3115835526,"package_name":"Werkzeug","ecosystem":"pypi","requirements":"==1.0.1","direct":true,"kind":"runtime","optional":false},{"id":3115835527,"package_name":"widgetsnbextension","ecosystem":"pypi","requirements":"==3.5.1","direct":true,"kind":"runtime","optional":false},{"id":3115835528,"package_name":"wrapt","ecosystem":"pypi","requirements":"==1.12.1","direct":true,"kind":"runtime","optional":false},{"id":3115835529,"package_name":"zipp","ecosystem":"pypi","requirements":"==3.1.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"docker","filepath":"docker/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-12-05T06:28:18.606Z","updated_at":"2024-12-05T06:28:18.606Z","repository_link":"https://github.com/kentaroy47/Kaggle-PANDA-1st-place-solution/blob/master/docker/Dockerfile","dependencies":[{"id":21042498811,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"10.2-cudnn7-devel-ubuntu18.04","direct":true,"kind":"build","optional":false}]}],"score":5.455321115357702,"created_at":"2025-09-04T15:50:47.863Z","updated_at":"2025-10-07T08:08:51.575Z","avatar_url":"https://github.com/kentaroy47.png","language":"Jupyter Notebook","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/16811","html_url":"https://science.ecosyste.ms/projects/16811"}