{"id":28626208,"url":"https://github.com/commoncrawl/ml-opt-out-experiments","last_synced_at":"2025-10-03T18:45:31.717Z","repository":{"id":223960261,"uuid":"762008757","full_name":"commoncrawl/ml-opt-out-experiments","owner":"commoncrawl","description":"A series of experiments into ML opt–out protocols","archived":false,"fork":false,"pushed_at":"2024-02-22T22:54:11.000Z","size":3,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-06-12T08:49:23.292Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/commoncrawl.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}},"created_at":"2024-02-22T22:45:57.000Z","updated_at":"2024-10-03T04:02:45.000Z","dependencies_parsed_at":"2024-02-23T00:48:22.806Z","dependency_job_id":null,"html_url":"https://github.com/commoncrawl/ml-opt-out-experiments","commit_stats":null,"previous_names":["commoncrawl/ml-opt-out-experiments"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/commoncrawl/ml-opt-out-experiments","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/commoncrawl%2Fml-opt-out-experiments","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/commoncrawl%2Fml-opt-out-experiments/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/commoncrawl%2Fml-opt-out-experiments/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/commoncrawl%2Fml-opt-out-experiments/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/commoncrawl","download_url":"https://codeload.github.com/commoncrawl/ml-opt-out-experiments/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/commoncrawl%2Fml-opt-out-experiments/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272153151,"owners_count":24882738,"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":"2025-08-25T02:00:12.092Z","response_time":1107,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-06-12T08:41:09.940Z","updated_at":"2025-10-03T18:45:26.682Z","avatar_url":"https://github.com/commoncrawl.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## What is this?\n\nPySpark Jobs for investigating prevalence of ML Opt–Out Protocols, written by [Alex Xue](https://commoncrawl.org/team/alex-xue) as part of the blog post [A Further Look Into the Prevalence of Various ML Opt–Out Protocols](https://commoncrawl.org/blog/a-further-look-into-the-prevalence-of-various-ml-opt-out-protocols).\n\n### How Do I Run It?\n\nRequires `sparkcc.py` from [commoncrawl/cc-pyspark](https://github.com/commoncrawl/cc-pyspark/blob/main/sparkcc.py).\n\nSetup is the same as [cc-pyspark](https://github.com/commoncrawl/cc-pyspark). Make sure you have an `./input` directory.\n\nTo run the jobs:\n\n```\n$SPARK_HOME/bin/spark-submit job_name.py \\\n    --num_output_partitions 1 --log_level WARN \\\n    ./input/test_warc.txt output_file_name\n```\n\nand specifically to run html_metatag_count.py (which has a different output schema)\n\n```\n$SPARK_HOME/bin/spark-submit ./html_metatag_count.py \\\n    --num_output_partitions 1 --log_level WARN --tuple_key_schema True \\\n    ./input/test_warc.txt output_file_name\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcommoncrawl%2Fml-opt-out-experiments","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcommoncrawl%2Fml-opt-out-experiments","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcommoncrawl%2Fml-opt-out-experiments/lists"}