whylabs / whylogs

每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。

仅显示最近的历史——该仓库超出采集窗口，因此未采集最早的历史记录。

每个点涵盖 6 天。

来自 GitHub 依赖图的完整解析依赖集合：46 个直接依赖与 199 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。

安装 pypi:whylogs@1.6.4 会引入 13 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

{
  "data": {
    "repo": {
      "topics": [
        "ai-pipelines",
        "approximate-statistics",
        "statistical-properties",
        "data-quality",
        "calculate-statistics",
        "python",
        "logging",
        "mlops",
        "dataops",
        "ml-pipelines",
        "data-pipeline",
        "dataset",
        "machine-learning",
        "data-science",
        "analytics",
        "constraints",
        "data-constraints",
        "model-performance"
      ],
      "is_fork": false,
      "size_kb": 189731,
      "has_wiki": true,
      "homepage": "https://whylogs.readthedocs.io/",
      "languages": {
        "CSS": 22747,
        "HTML": 1085654,
        "Java": 110332,
        "Scala": 57,
        "Shell": 236,
        "Python": 1502230,
        "Makefile": 10286,
        "Dockerfile": 2132,
        "JavaScript": 68533,
        "Jupyter Notebook": 7347440
      },
      "pushed_at": "2025-01-10T20:14:49Z",
      "created_at": "2020-08-14T23:25:32Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-18T19:13:01Z",
      "description": "An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "mainline",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Jupyter Notebook",
      "significant_languages": [
        "Jupyter Notebook",
        "Python",
        "HTML"
      ]
    },
    "owner": {
      "blog": "http://www.whylabs.ai/",
      "name": "WhyLabs",
      "type": "Organization",
      "login": "whylabs",
      "company": null,
      "location": "United States of America",
      "followers": 189,
      "avatar_url": "https://avatars.githubusercontent.com/u/56651354?v=4",
      "created_at": "2019-10-16T18:01:56Z",
      "is_verified": null,
      "public_repos": 40,
      "account_age_days": 2470
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.6.4",
          "kind": "patch",
          "published_at": "2024-12-03T23:53:13Z"
        },
        {
          "tag": "v1.6.3",
          "kind": "patch",
          "published_at": "2024-11-21T02:09:05Z"
        },
        {
          "tag": "v1.6.2",
          "kind": "patch",
          "published_at": "2024-11-05T22:13:04Z"
        },
        {
          "tag": "v1.6.1",
          "kind": "patch",
          "published_at": "2024-10-30T02:16:18Z"
        },
        {
          "tag": "v1.5.2",
          "kind": "patch",
          "published_at": "2024-10-22T22:15:00Z"
        },
        {
          "tag": "v1.5.1",
          "kind": "patch",
          "published_at": "2024-10-08T22:16:03Z"
        },
        {
          "tag": "v1.5.0",
          "kind": "minor",
          "published_at": "2024-10-01T22:55:56Z"
        },
        {
          "tag": "v1.4.8",
          "kind": "patch",
          "published_at": "2024-09-24T22:36:09Z"
        },
        {
          "tag": "v1.4.7",
          "kind": "patch",
          "published_at": "2024-09-12T20:55:52Z"
        },
        {
          "tag": "v1.4.6",
          "kind": "patch",
          "published_at": "2024-09-10T02:48:10Z"
        },
        {
          "tag": "v1.4.5",
          "kind": "patch",
          "published_at": "2024-08-28T03:44:59Z"
        },
        {
          "tag": "v1.4.4",
          "kind": "patch",
          "published_at": "2024-07-31T01:21:39Z"
        },
        {
          "tag": "v1.4.3",
          "kind": "patch",
          "published_at": "2024-07-18T20:21:38Z"
        },
        {
          "tag": "v1.4.2",
          "kind": "patch",
          "published_at": "2024-06-25T23:51:49Z"
        },
        {
          "tag": "v1.4.1",
          "kind": "patch",
          "published_at": "2024-06-13T23:02:06Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2024-05-13T23:10:51Z"
        },
        {
          "tag": "v1.3.32",
          "kind": "patch",
          "published_at": "2024-05-08T00:54:09Z"
        },
        {
          "tag": "v1.3.31",
          "kind": "patch",
          "published_at": "2024-04-26T20:51:34Z"
        },
        {
          "tag": "v1.3.30",
          "kind": "patch",
          "published_at": "2024-04-17T20:18:36Z"
        },
        {
          "tag": "v1.3.29",
          "kind": "patch",
          "published_at": "2024-04-11T23:17:47Z"
        },
        {
          "tag": "v1.3.28",
          "kind": "patch",
          "published_at": "2024-03-26T23:51:17Z"
        },
        {
          "tag": "v1.3.27",
          "kind": "patch",
          "published_at": "2024-03-20T00:28:11Z"
        },
        {
          "tag": "v1.3.26",
          "kind": "patch",
          "published_at": "2024-03-15T20:16:06Z"
        },
        {
          "tag": "v1.3.25",
          "kind": "patch",
          "published_at": "2024-03-05T23:29:23Z"
        },
        {
          "tag": "v1.3.24",
          "kind": "patch",
          "published_at": "2024-02-20T22:42:41Z"
        },
        {
          "tag": "v1.3.23",
          "kind": "patch",
          "published_at": "2024-02-13T23:41:20Z"
        },
        {
          "tag": "v1.3.22",
          "kind": "patch",
          "published_at": "2024-01-31T21:39:22Z"
        },
        {
          "tag": "v1.3.21",
          "kind": "patch",
          "published_at": "2024-01-16T21:06:56Z"
        },
        {
          "tag": "v1.3.20",
          "kind": "patch",
          "published_at": "2024-01-09T22:33:06Z"
        },
        {
          "tag": "v1.3.19",
          "kind": "patch",
          "published_at": "2024-01-03T23:17:01Z"
        },
        {
          "tag": "v1.3.18",
          "kind": "patch",
          "published_at": "2023-12-12T20:32:09Z"
        },
        {
          "tag": "v1.3.17",
          "kind": "patch",
          "published_at": "2023-12-05T23:19:45Z"
        },
        {
          "tag": "v1.3.16",
          "kind": "patch",
          "published_at": "2023-11-28T21:23:21Z"
        },
        {
          "tag": "v1.3.15",
          "kind": "patch",
          "published_at": "2023-11-21T22:40:04Z"
        },
        {
          "tag": "v1.3.14",
          "kind": "patch",
          "published_at": "2023-11-14T22:38:49Z"
        },
        {
          "tag": "v1.3.13",
          "kind": "patch",
          "published_at": "2023-11-07T23:04:32Z"
        },
        {
          "tag": "v1.3.12",
          "kind": "patch",
          "published_at": "2023-11-01T22:25:28Z"
        },
        {
          "tag": "v1.3.11",
          "kind": "patch",
          "published_at": "2023-10-24T20:47:17Z"
        },
        {
          "tag": "v1.3.10",
          "kind": "patch",
          "published_at": "2023-10-17T18:28:24Z"
        },
        {
          "tag": "v1.3.9",
          "kind": "patch",
          "published_at": "2023-10-10T20:59:49Z"
        },
        {
          "tag": "v1.3.8",
          "kind": "patch",
          "published_at": "2023-10-04T03:36:45Z"
        },
        {
          "tag": "v1.3.7",
          "kind": "patch",
          "published_at": "2023-09-27T16:00:36Z"
        },
        {
          "tag": "v1.3.6",
          "kind": "patch",
          "published_at": "2023-09-26T21:25:53Z"
        },
        {
          "tag": "v1.3.5",
          "kind": "patch",
          "published_at": "2023-09-19T22:58:20Z"
        },
        {
          "tag": "v1.3.4",
          "kind": "patch",
          "published_at": "2023-09-12T23:18:44Z"
        },
        {
          "tag": "v1.3.3",
          "kind": "patch",
          "published_at": "2023-09-06T02:10:36Z"
        },
        {
          "tag": "v1.3.2",
          "kind": "patch",
          "published_at": "2023-08-30T22:13:50Z"
        },
        {
          "tag": "v1.3.1",
          "kind": "patch",
          "published_at": "2023-08-22T23:20:20Z"
        },
        {
          "tag": "v1.3.0",
          "kind": "minor",
          "published_at": "2023-08-15T21:09:56Z"
        },
        {
          "tag": "v1.2.8",
          "kind": "patch",
          "published_at": "2023-08-09T02:28:55Z"
        },
        {
          "tag": "v1.2.7",
          "kind": "patch",
          "published_at": "2023-08-02T00:26:13Z"
        },
        {
          "tag": "v1.2.6",
          "kind": "patch",
          "published_at": "2023-07-25T21:29:45Z"
        },
        {
          "tag": "v1.2.5",
          "kind": "patch",
          "published_at": "2023-07-18T21:18:02Z"
        },
        {
          "tag": "v1.2.4",
          "kind": "patch",
          "published_at": "2023-07-14T14:40:39Z"
        },
        {
          "tag": "v1.2.3",
          "kind": "patch",
          "published_at": "2023-07-12T19:52:17Z"
        },
        {
          "tag": "v1.2.2",
          "kind": "patch",
          "published_at": "2023-07-12T00:06:51Z"
        },
        {
          "tag": "v1.2.1",
          "kind": "patch",
          "published_at": "2023-07-04T19:33:13Z"
        },
        {
          "tag": "v1.2.0",
          "kind": "minor",
          "published_at": "2023-06-27T23:30:17Z"
        },
        {
          "tag": "v1.1.46",
          "kind": "patch",
          "published_at": "2023-06-20T21:19:42Z"
        },
        {
          "tag": "v1.1.45",
          "kind": "patch",
          "published_at": "2023-06-14T18:38:45Z"
        },
        {
          "tag": "v1.1.44",
          "kind": "patch",
          "published_at": "2023-06-06T22:27:04Z"
        },
        {
          "tag": "v1.1.43",
          "kind": "patch",
          "published_at": "2023-05-30T21:45:28Z"
        },
        {
          "tag": "v1.1.42",
          "kind": "patch",
          "published_at": "2023-05-23T19:10:48Z"
        },
        {
          "tag": "v1.1.41",
          "kind": "patch",
          "published_at": "2023-05-16T23:50:21Z"
        },
        {
          "tag": "v1.1.40",
          "kind": "patch",
          "published_at": "2023-05-09T21:36:19Z"
        },
        {
          "tag": "v1.1.39",
          "kind": "patch",
          "published_at": "2023-05-02T23:54:38Z"
        },
        {
          "tag": "v1.1.38",
          "kind": "patch",
          "published_at": "2023-04-25T21:48:44Z"
        },
        {
          "tag": "v1.1.37",
          "kind": "patch",
          "published_at": "2023-04-18T21:20:45Z"
        },
        {
          "tag": "v1.1.36",
          "kind": "patch",
          "published_at": "2023-04-11T21:52:23Z"
        },
        {
          "tag": "v1.1.35",
          "kind": "patch",
          "published_at": "2023-04-05T18:23:02Z"
        },
        {
          "tag": "v1.1.34",
          "kind": "patch",
          "published_at": "2023-04-04T20:22:59Z"
        },
        {
          "tag": "v1.1.33",
          "kind": "patch",
          "published_at": "2023-03-28T22:08:17Z"
        },
        {
          "tag": "v1.1.32",
          "kind": "patch",
          "published_at": "2023-03-21T22:13:07Z"
        },
        {
          "tag": "v1.1.31",
          "kind": "patch",
          "published_at": "2023-03-14T22:55:59Z"
        },
        {
          "tag": "v1.1.30",
          "kind": "patch",
          "published_at": "2023-03-09T16:52:53Z"
        },
        {
          "tag": "v1.1.29",
          "kind": "patch",
          "published_at": "2023-03-08T00:56:30Z"
        },
        {
          "tag": "v1.1.28",
          "kind": "patch",
          "published_at": "2023-02-28T18:59:42Z"
        },
        {
          "tag": "v1.1.27",
          "kind": "patch",
          "published_at": "2023-02-21T20:46:33Z"
        },
        {
          "tag": "v1.1.26",
          "kind": "patch",
          "published_at": "2023-02-14T20:00:49Z"
        },
        {
          "tag": "v1.1.25",
          "kind": "patch",
          "published_at": "2023-02-08T01:38:24Z"
        },
        {
          "tag": "v1.1.24",
          "kind": "patch",
          "published_at": "2023-01-31T23:54:46Z"
        },
        {
          "tag": "v1.1.23",
          "kind": "patch",
          "published_at": "2023-01-24T21:03:51Z"
        },
        {
          "tag": "v1.1.22",
          "kind": "patch",
          "published_at": "2023-01-17T20:32:14Z"
        },
        {
          "tag": "v1.1.21",
          "kind": "patch",
          "published_at": "2023-01-10T21:04:20Z"
        },
        {
          "tag": "v1.1.20",
          "kind": "patch",
          "published_at": "2023-01-03T21:13:16Z"
        },
        {
          "tag": "v1.1.19",
          "kind": "patch",
          "published_at": "2022-12-27T19:51:45Z"
        },
        {
          "tag": "v1.1.18",
          "kind": "patch",
          "published_at": "2022-12-20T19:34:47Z"
        },
        {
          "tag": "v1.1.17",
          "kind": "patch",
          "published_at": "2022-12-13T22:21:33Z"
        },
        {
          "tag": "v1.1.16",
          "kind": "patch",
          "published_at": "2022-12-06T22:31:49Z"
        },
        {
          "tag": "v1.1.15",
          "kind": "patch",
          "published_at": "2022-11-29T23:34:37Z"
        },
        {
          "tag": "v1.1.14",
          "kind": "patch",
          "published_at": "2022-11-22T18:35:56Z"
        },
        {
          "tag": "v1.1.13",
          "kind": "patch",
          "published_at": "2022-11-15T23:15:53Z"
        },
        {
          "tag": "v1.1.12",
          "kind": "patch",
          "published_at": "2022-11-09T21:13:39Z"
        },
        {
          "tag": "v1.1.11",
          "kind": "patch",
          "published_at": "2022-11-08T19:20:44Z"
        },
        {
          "tag": "v1.1.10",
          "kind": "patch",
          "published_at": "2022-11-01T17:42:55Z"
        },
        {
          "tag": "v1.1.9",
          "kind": "patch",
          "published_at": "2022-10-26T18:43:00Z"
        },
        {
          "tag": "v1.1.8",
          "kind": "patch",
          "published_at": "2022-10-18T17:27:39Z"
        },
        {
          "tag": "v1.1.7",
          "kind": "patch",
          "published_at": "2022-10-11T22:04:15Z"
        },
        {
          "tag": "v1.1.6",
          "kind": "patch",
          "published_at": "2022-10-04T19:56:36Z"
        },
        {
          "tag": "v1.1.5",
          "kind": "patch",
          "published_at": "2022-09-30T22:33:34Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "976bc4c15ca1d4a0199360b8d7708b63e4adaa6d",
          "body": "## Description\r\nRemove the usage_stats emit_usage telemetry from whylogs and various\r\ncleanup:\r\n* remove whylabs API key format length checks\r\n* more verbose retry warnings in failures using the whylabs_client\r\n* test cleanup\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "remove usage stats and various cleanup (#1596)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2025-01-10T19:54:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5b5828387816920e6ffa59fe73b42232e2888d0",
          "body": "## Description\r\n\r\nRemoves installation of gitlab runner from Dockerfile.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>",
          "is_bot": false,
          "headline": "Remove gitlab runner from dockerfile (#1595)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2025-01-10T17:59:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "89188d78134ce11e1c31d5d2e98f56db52c50b3b",
          "body": "## Description\r\n\r\nAdds example of renaming columns in a Pyspark dataframe with names\r\ncontaining periods.\r\n\r\n\r\n## Related\r\n\r\nCloses whylabs/whylogs#1532\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Rename Pyspark dataframe columns with . example (#1588)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-12-04T04:54:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a08957435ba416b2b168cb7e1a58853a3700df4a",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.6.4 (#1594)",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-12-04T00:19:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d975e708d8abdbbecc5fe3750d62c49e4736597",
          "body": "## Description\r\n\r\nTest and transaction updates to get integration tests passing again.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fixes left out of #1589 (#1593)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-12-03T19:02:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f12339956200f30e50514ed90e92b0801836f072",
          "body": "Use the v1 version of the log api",
          "is_bot": false,
          "headline": "Merge pull request #1589 from whylabs/log-api-update",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-11-27T19:52:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64dd5278a7a6aa3133022696d10384fb494d4f9a",
          "body": null,
          "is_bot": false,
          "headline": "Use the v1 version of the log api",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-11-25T21:35:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e201af53f0351ffd857a85b82d40c17427d27db",
          "body": "Switch secret name for the version bump token\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update push-release.yml (#1592)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-22T21:43:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "301453cdf08f7800f3f2d16fd529f4f886058f2d",
          "body": "Bail out early if `get_profile_observatory_link()` fails since the rest\r\nof the methods require a valid `response`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix undefined variable if get_profile_observatory_link() fails (#1590)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-18T03:38:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "091896d47ca8efa3d7eba027475d85582bced158",
          "body": "## Description\r\n\r\nRemoves unused `DataType` message definition.\r\n\r\n\r\n## Related\r\n\r\nCloses whylabs/whylogs#1583\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Remove DataType definition (#1587)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-08T18:49:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7702fe499ec6c110d5ce370ad17a331f7041e8c0",
          "body": "## Description\r\n\r\nFixes version bumping in release drafter workflow. You can label a PR\r\nwith `major`, `minor`, or `patch` to indicate which component of the\r\nversion number the PR should increment (defaults to `patch` for\r\nunlabeled PRs). The release drafter will tag & name the draft release\r\naccor\n[…]\ning & describing the draft release\r\n- Updates some permissions in the action\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix auto-version bumping based on PR labels (#1586)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-06T18:07:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "471aa71273164b078c63f0d81d7d1d2c2b08bccb",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.6.2 (#1585)",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-11-05T22:39:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f247ed2e4c68e9182f8bc7ba45f836d51d76b464",
          "body": "## Description\r\n\r\nReplace expired GitHub token and version number catch up.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update token and resync version number (#1584)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-05T18:58:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db92234b692fa3f51bc705fa6b3e02b7c33ba6f3",
          "body": "## Description\r\n\r\nExample notebook for custom performance metrics.\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "add custom perf metric example (#1580)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-31T17:00:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d18b983bf91ac3dcbe9abe7899cd3c566a0a56a",
          "body": "This constraint isn't true. Keys can actually be arbitrarily long now\r\nthat they include the org id as well, which is customizable.",
          "is_bot": false,
          "headline": "Remove size check on whylabs api keys (#1581)",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-10-31T16:58:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9b9b8b15a0a5df8e2001c1b4194b0dc4ad34496",
          "body": "## Description\r\n\r\nInclude timestamp in `log_regression_metrics()` when `log_full_data` is\r\n`False`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Include timestamp in log_regression_metrics (#1578)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-23T19:43:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b364445afe3279bd59b91d13a035bf13cf3cc25e",
          "body": "## Description\r\nBump to version 1.6.0\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Bump to version 1.6.0 (#1577)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-10-22T22:13:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a04f37ba045e35be7f2d41e107998e15b51bc38d",
          "body": "We need to support multi org workflows. Currently, the process rolling\r\nlogger stores all of its profiles keyed off of the dataset id, assuming\r\nthat the global whylabs api key applies to all of them more or less.\r\nTechnically, its already possible to create custom writers which are the\r\nonly things\n[…]\npite whylogs not actually depending on that yet.\r\n\r\nThis does end up having to be a breaking change unfortunately, though\r\nall\r\nof these logger and actor types are still in the experimental namespace.",
          "is_bot": false,
          "headline": "Multi org process logger (#1575)",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-10-22T16:07:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2a85ed4dcc444ff837252c16b356285281ed1f0d",
          "body": "## Description\r\n\r\nUse `@v6` release drafter. Also all version bump by labeling PRs\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update release drafter (#1574)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-08T16:06:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bba67257cdd2124169b12692e4c51cb146d94df7",
          "body": "## Description\r\n\r\nUpdates `init()` docstring to describe `upload_on_log`\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1570\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "update docstring for upload_on_log (#1573)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-02T16:57:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a76ed2cc8d52e337cf829841609a551ff2ff30b",
          "body": "## Description\r\n* Update version to 1.5.0\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update version to 1.5.0 (#1572)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-10-02T16:55:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a5c611a9d20202da253b92ebb5be8bbbe6f55ab",
          "body": "## Description\r\n\r\nSeparates the notion of authentication mode (authenticated, anonymous,\r\nlocal) from whether or not `why.log()` should automatically upload\r\nprofiles.\r\n\r\n## Changes\r\n\r\n- Makes `allow_local` default to `True`\r\n- Adds `upload_on_log` configuration parameter orthogonal to session\r\ntype\n[…]\nsts. Type `#` and\r\nselect from the list. -->\r\n\r\nCloses whlabs/whylogs#1570\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Opt-in to uploading profiles from why.log() (#1571)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-01T19:15:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "89fec66f9f2383d7cdc7fa1db6475dee22ffc30a",
          "body": "## Description\r\n\r\ndeprecate `debug_event` argument.\r\n\r\n## Changes\r\n\r\n- adds a `deprecate_argument` decorator to issue a warning if a\r\ndeprecated keyword argument is used.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "deprecate debug event argument (#1569)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-01T16:54:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7660542a9ba39cf3fc021c33fcd1565d138b751d",
          "body": "## Description\r\n\r\nUpdate reference profile example notebook\r\n\r\n## Changes\r\n\r\n- remove the why.init() step, instead define WhyLabs env variables\r\n- add the profile upload step using the Writer object\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Updates to reference profile example notebook (#1568)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-26T21:51:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ad4cc9c2ef1a96b095478b48a253d77796131cb",
          "body": "## Description\r\n\r\nAllow `segment_key_values` in addition to segmented `DatasetSchema`\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Handle explicit segmentation keys (#1566)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-25T23:36:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b8bff7c4c57b50fb071a205b6836aaa4eada350",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.8 (#1567)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-24T23:12:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0bd8ed3db09a36748cf135d1d63d0131625e6515",
          "body": "## Description\r\n\r\nCount booleans as `\"True\"` or `\"False\"` in `FrequentItemsMetric` and 1\r\nor 0 in `DistributionMetric`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Handle booleans in frequent items and distribution metrics. (#1565)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-20T20:07:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "933f9881a3868b90f62e43475c9b33c892bc0fa1",
          "body": "## Description\r\n\r\nInclude count of `True` bool values in `ColumnCountsMetric`\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add true bool count to ColumnCountsMetric (#1564)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-20T18:01:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f66ee33169c97b76d9da7c027559bf211039fa72",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.7 (#1563)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-12T22:01:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a34c0e89e381ad81a7c4515fb85096de029e4f0",
          "body": "## Description\r\n\r\nAddresses #1561 \r\n\r\nnow this works:\r\n```python\r\nwhy.log(df, segment_key_values={segment_key: segment_value})\r\n```\r\n\r\n## Changes\r\n\r\n- Creates an explicitly defined single segment SegmentedResultSet when\r\nthis parameter is passed into whylogs log method.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add support for manual segmentation with segment_key_values (#1562)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-11T18:54:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7336fcf2b28874bb94724bee2b686b25710cfb75",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.6 (#1560)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-11T18:53:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b43ff61f3cc4349c6ac75d0944bbc6fb5ffca18",
          "body": "## Description\r\n\r\nFixes #1558 \r\n\r\n## Changes\r\n\r\nUpdate the name of the parameter in LogAsyncRequest to match what\r\nwhylabs-client expects.\r\nMinor cleanup to the example notebook.\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix guest session dataset_timestamp batch upload (#1559)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-06T18:46:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38fe8fba100371a4b2130d2f7a749f2f2973a304",
          "body": "## Description\r\n\r\nMake integration tests pass now that `why.log()` tests are included.\r\nAlso pass environment variables into container for nightly integration\r\ntests.\r\n\r\n## Changes\r\n\r\n- add `reinit=True` to all the `why.init()` calls\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "add reinit to why.init() (#1556)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-03T16:29:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07ae3978ac329b9184cc50365bece8db235ceb2d",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.5 (#1557)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-08-28T04:11:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05bd6f198ab41474afbea247c7a93447c3ce9ef0",
          "body": "## Description\r\n\r\nMove `env:` stanza with the secrets\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "fix nightly integration test (#1555)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-08-27T21:45:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6125f3d547f9531cadaa1ed14ee7623a0d164c67",
          "body": "## Description\r\n\r\nUpdate lure reference profile to current writer API.\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>",
          "is_bot": false,
          "headline": "Fix lure reference profile logging (#1554)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-08-24T00:27:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "618bd434618e000bc7f82ed3a37edd2edea5b791",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.4 (#1553)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-08-01T01:30:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fa841299fd0d36702cd41fc6c8e744f23b986bd4",
          "body": "## Description\r\n\r\nAdd optional set of columns to drop before profiling in `UdfSchema`\r\n\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Column dropping (#1551)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-25T18:01:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "865def7589942fe925a5dce3fd1f317f2a75a0b5",
          "body": "## Description\r\n\r\nSupport `search` in addition to `match` and `fullmatch` in regular\r\nexpressions. `%` is the operator.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add search operator to relation language (#1552)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-25T18:01:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91190e2ea9b3db88040724c0bbc2dc654b857251",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.3 (#1550)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T20:45:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99465d69425269ac18edc23be28cb08bf0f26295",
          "body": "…ll steps (#1548)\n\n## Description\r\n\r\nminor test cleanup:\r\n* use consistent action versions\r\n* consistent poetry version\r\n* .gitignore updates for test artifacts\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Minor CI cleanup: consistent actions versions and Poetry version in a…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T19:41:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a4224d3241b6fb51119c32cbda9e83875e05c56",
          "body": "## Description\r\n\r\nPass `None` to `builtin_metric` in the`MetricSchema` constructor.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Richard Rogers <rrogers@opendius.net>\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix MetricSchema API breakage (#1549)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-18T19:40:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13e089ce5b88f9aee734110ed7fb2324315f7feb",
          "body": "## Description\r\nFixes for long running instances of rolling logger:\r\n\r\n* Use positional arguments when calling kll update\r\n* Add a load test to rolling logger\r\n* usage stats update to add segment_on_column, update\r\ncondition_validator\r\n\r\n```\r\npoetry run pytest -o log_level=INFO -o log_cli=true tests/api/logger/test_rolling.py::test_rolling_logger_load_test --load\r\n```\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Use positional arguments when calling kll update (#1545)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T18:23:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6a6dae631850a29c1f8c3a794734893211c95fc",
          "body": "## Description\r\n\r\nMove secret substitution into GitHub flow.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Nightly test fixes (#1543)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-17T19:48:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18bc97533ba2fc580ff87075b105ec407b0a6fad",
          "body": "## Description\r\n\r\nContinued writer refactor cleanup. \r\n\r\n## Changes\r\n\r\n- Move duplicated state to `WhyLabsClient`\r\n- Remove support for zipped reference profiles\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Remove redundancy between Whylabs writer and client (#1540)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-17T19:33:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bff008b8b7e0f1426aa2dcb1758bab542327383f",
          "body": "## Description\r\n\r\nWe need to use older poetry in order to be able to setup the environment\r\non python in cache miss scenario.\r\n\r\nWe didn't see the problem in the CI runs until the caches went stale on\r\npython 3.7.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix whylogs CI runs on python3.7 (#1547)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-17T18:15:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f51888d07f226cadae0e9447e3f43a473ef05cd8",
          "body": "…541)\n\n## Description\r\n\r\nDon't fail if optional dependencies are missing.\r\n\r\n## Changes\r\n\r\n- Ignore import errors; it should be ok if the optional metrics aren't\r\nused\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1489\r\nCloses whylabs/whylogs#1489",
          "is_bot": false,
          "headline": "Don't fail to import whylogs if optional dependencies are missing (#1…",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-02T19:29:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d86f2680b614e6d7db5d9bd34ef05d0c5df25743",
          "body": "## Description\r\n\r\nDon't warn if PIL is missing when importing `ImageMetric` for\r\n`why.read()`.\r\n\r\n## Changes\r\n\r\n- Don't issue warning on import, just `ImageMetric` construction.\r\n- Silence the warning when setting up for `why.read()`\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1490\r\nCloses whylabs/whylogs#1490",
          "is_bot": false,
          "headline": "Eliminate PIL warning from why.read() (#1544)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-02T19:28:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7643ec343c3a3a4624891dde59e07bcc3643247",
          "body": "## Description\r\n\r\nIncludes integration tests in nightly test run.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add integration tests to nightly test suite (#1535)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-27T22:13:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a015e01ff066e6af5df9f3ec9459b9805fc282ad",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.2 (#1539)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-26T00:11:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7515acdc88981a9b05e43f670786772c947001a0",
          "body": "…lls (#1538)\n\n## Description\r\n\r\nThis doesn't have much effect on standard metrics, but we make an\r\nextraneous call to columnar_update when converting to a view even if the\r\ncache is empty, which leads to a surprising number of calls and updates\r\ncalled with empty data.\r\n\r\n## Changes\r\n\r\n- Check if the cache if empty before flushing the cache in column\r\nprofiles\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Only flush column if not empty to avoid extraneous columnar_update ca…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-25T18:12:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d06b86950170b7401b44f3189b2b7b1f99dc30a4",
          "body": "## Description\r\n\r\nRetry on certain 5XX codes.\r\n\r\n## Changes\r\n\r\n- 5XX codes throw a different exception than 429, so adjusts `backoff`\r\narguments to retry on both\r\n- Specify set of HTTP response codes to retry on in `_RETRY_CODES`\r\nvariable\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Retry on 5XXX codes (#1537)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-25T17:51:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "256215879c0ebf502de2beb0b0ef1024f258f6dd",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.1 (#1534)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-19T10:35:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf52a901d6b179eca874e940b34abb2dd01444de",
          "body": "## Description\r\n\r\nRestore support for original `Writable::write()` signature just in case\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "back compat fixes (#1531)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-13T20:56:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c910a9563125183028b206d46e5435828de52e8d",
          "body": "## Description\r\n\r\nHandles retries with exponential backoff for WhyLabs REST endpoints and\r\ns3 uploads.\r\n\r\n## Changes\r\n\r\n- Wrap whylabs-client requests in `@backoff` to retry on failure\r\n- Trying out HTTPretty REST fakes for testing\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Initial throttling support (#1524)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-29T21:12:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a7b6fade60c5aaa1fe13739145172c1b2379f2a",
          "body": "…es (#1527)\n\n## Description\r\n\r\nUpdate PIL version and run poetry update for CI dependencies\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update PIL version range to support version 10+ and poetry dependenci…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-05-23T14:46:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7046df09952df62436c876e1fecc126cd2f38e9",
          "body": "## Description\r\n\r\n`SegmentedResultSet::set_dataset_timestamp()` calls the\r\n`set_dataset_timestamp()` method on its contained segments. However,\r\nsometimes the segments are `DatasetProfileView`s rather than\r\n`DatasetProfile`s (seems to be the case with pyspark).\r\n`DatasetProfileView` is weird in that\n[…]\nistency?\r\n\r\n## Changes\r\n\r\nAdds `DatasetProfileView::set_dataset_timestamp()`\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix SegmentedResultSet::set_dataset_timestamp() (#1525)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-21T23:27:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4f583a454c2c876fdb682e0803ce8de3ca5c7514",
          "body": "## Description\r\n\r\n`make pre-commit` now requires ruff. This adds it to the dev environment\r\nimage. Also adds running pre-commit to the nightly test.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add ruff to Dockerfile (#1526)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-21T20:23:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ea9161b32ca81d700649ac14ce9686f87700431",
          "body": "Thread rolling logger udf fix",
          "is_bot": false,
          "headline": "Merge pull request #1523 from whylabs/thread-rolling-logger-udf-fix",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-05-16T22:40:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3dc26ccc14f862a4b3fb8401f5dd7920df96a399",
          "body": "## Description\r\n\r\nFixing the pip install commands on example notebooks\r\n\r\n## Changes\r\n\r\n- Took out '==1.3.5.dev0' for two examples\r\n- Added quotations around install groups for functionality in multiple\r\nenvironments",
          "is_bot": false,
          "headline": "pip installation fixes (#1522)",
          "author_name": "Cate Lewison",
          "author_login": "catel22",
          "committed_at": "2024-05-16T22:23:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2494fb9c77780ad40a836bc72c7ce73905e1d034",
          "body": "The actor code is using ruff/pyright and they're getting into fights.",
          "is_bot": false,
          "headline": "Don't run black and older formaters/linters on actor code",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-05-16T22:11:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30014c9253481fd11d05d463fff535856d35d5da",
          "body": "Apparently the logger layer is responsible for running udfs before\nprocessing data with a schema that wants segments. This updates the\nthread rolling logger's dataset profile abstraction to also run udfs\nwhen segments are active.",
          "is_bot": false,
          "headline": "Fix thread logger bug that ignores udfs with segments enabled",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-05-16T21:32:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad064d3733b0fedbb64349c1055d6e30cd931bfc",
          "body": "## Description\r\n\r\nRestores the Writable-specific writer wrappers for backwards\r\ncompatibility.\r\n\r\n## Changes\r\n\r\nMakes `ResultSetWriter`, `EstimationResultWriter`, `HTMLReportWriter`,\r\nand `FeatureWeightWriter` as aliases of `WriterWrapper`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Restore Writable-specific writer wrappers for back compat (#1521)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-14T23:49:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8acb765b0ee36137f26c37ea4a70c96e148376df",
          "body": "## Description\r\n\r\nMinor fix to integration test.\r\n\r\n## Changes\r\n\r\n`perf column` changed to `perf_column`\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "fix failing integrationt test (#1520)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-14T22:19:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27c8a7ed33c59e5c7fcf5a05fe0c726b5c4a1c26",
          "body": "## Description\r\n\r\n`Writable` represents output to be serialized by whylogs. It will write\r\nitself to 1 or more temporary files. A `Writer` takes the temporary\r\nfile(s) and sends them to their intended destination. The interface\r\nallows any `Writer` to handle any `Writable`, but in practice some\r\n`Wr\n[…]\nzmk2t6)\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Richard Rogers <richard@whaylabs.ai>",
          "is_bot": false,
          "headline": "WhyLabsWriter refactor (#1484)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-13T17:33:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3a777f42d1e01b93c3f1479cab1d435c53dc3687",
          "body": "## Description\r\n\r\nIn the ranking metrics example, replace prediction to target in\r\nmulti-class relevance for single column case.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics Example - minor fix (#1517)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-05-10T17:06:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a31efd144958005d18b22e475ce2c6f76b5d9ebf",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.32 (#1516)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-05-08T20:31:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b42a36ccdea7495f25ff4b330df3e6639b686d9",
          "body": "## Description\r\n\r\nSupport segmented ranking metrics.\r\n\r\n## Changes\r\n\r\n- Segmented schemas are respected by the ranking metrics\r\n- Added `sum_gain_k` to unit tests\r\n\r\nCloses whylabs/whylogs#1506\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "segmented ranking metrics (#1514)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-07T22:27:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a2019f9e7edd51bd416185dc1ff7738e43fc4cf",
          "body": "## Description\r\n\r\nThis PR makes small changes in the ranking notebook examples in the\r\nsingle column case. With the latest changes, it is recommended to pass\r\nthe column as the target column instead of as the prediction column.\r\nThis PR updates the notebook accordingly.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking example - changes in single column case (#1515)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-05-07T18:26:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1fe09b80c0be3a4c614bd752b98917569f9c7dc",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.31 (#1508)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-30T06:08:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b91949facf684a3472361d3d9abaad81436917f3",
          "body": "## Description\r\n\r\nRemoves the `convert_non_numeric` argument and swap `prediction_column`\r\nfor `target_column` when only relevance scores are passed.\r\n\r\n## Changes\r\n\r\n- Determines `convert_non_numeric` automatically by looking for strings\r\nin the prediction & target columns\r\n- Swap `prediction_colum\n[…]\nom the list. -->\r\n\r\nCloses whylabs/whylogs#1504\r\nCloses whylabs/whylogs#1505\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Ranking metrics API improvements (#1507)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-25T21:54:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7b83a967e9b698794c80ae9055cf13367842b23e",
          "body": "## Description\r\n\r\nAdds docstrings & fix failed condition logging & exception bug.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "ConditionCountMetric fix and docstrings (#1503)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-25T19:35:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aaa16f26f9df49acf429a803cb4b6782082f3ca8",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.30 (#1502)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-22T16:54:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "747b0c134295073d2cefd91d70858c900ca5e563",
          "body": "…#1501)\n\n## Description\r\n\r\nAdds and improves documentation in docstring format for\r\nlog_regression/log_classification/log_ranking metrics.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Add documentation for log classification/regression/ranking metrics (…",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-17T19:11:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b2809ef2fb3656ba321dced884f872fbfefbc09",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- On write(), search for known custom ranking metrics and tag them as\r\noutputs\r\n- tag_output_column requires the preexistence of columns, so a new\r\n_set_column_schema is created that can be called before the actual\r\ncolumns are uploaded\r\n- incidental fix on integration \n[…]\nance columns\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Tag custom ranking metrics as output columns (#1500)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-17T14:05:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c1385e146ea3f01aa7d726d76b9a28cb888b66ce",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.29 (#1499)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-11T23:31:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98b6c9a506c8964c7a102ae2f6556b9175cec9ce",
          "body": "…g (#1498)\n\n## Description\r\n\r\nThis PR adds ndcg and sum_gain in the list of known ranking metrics\r\ncolumns, so it will be automatically tagged as custom performance for\r\nwhylabs.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Add ndcg and sum_gain in known ranking metrics for custom perf taggin…",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-11T18:19:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c0dddbba942c538d9633c34e551d4d97e593c89",
          "body": "## Description\r\n\r\nAdds type counter metric to uncompounded condition count metric columns.\r\nAlso allows `DeclarativeSchema::add_resolver_spec()` to accept a set of\r\ncolumn names to apply the metrics to.\r\n\r\nCloses whylabs/whylogs#1496\r\nCloses whylabs/whylogs#1497\r\n\r\n[ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "condition count metric uncompounding types (#1495)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-10T19:56:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ad40e40b2b9e545142062116336ba584ea5d10b",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.28 (#1493)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-27T00:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "538eb05fa01f5cb1ee08fd9a0bfd4376f6685c2d",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- Makes the metrics calculation (other than NDCG and AP, which are\r\nalready correct) correct for boolean and numeric scenarios\r\n- Changes ndcg from a non-mergeable batch metric to a mergeable row-wise\r\nmetric\r\n- Corrects top_rank to return None instead of 0 when there i\n[…]\ns `accuracy_k`\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics - Better Precision/Recall/MRR calculation (#1492)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-26T16:08:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "db15e49cbe57d6da5bedd0347ba0e416fef5cb0f",
          "body": "## Description\r\nUpdating whylabs-client to reflect latest changes on the API\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "bump whylabs-client to 0.6.0 (#1460)",
          "author_name": "Murilo Menezes Mendonça",
          "author_login": "murilommen",
          "committed_at": "2024-03-25T21:59:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "542720519cfebf197e5cf6c6513409950d2b3830",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.27 (#1491)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-20T01:12:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6251f1b8c95e3f82dbf3091c7a7c5a6f34b826bc",
          "body": "## Description\r\n\r\n- Ranking metrics example rewrite\r\n- Change prediction column semantics from index-based to rank-based\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "ranking example rewrite (#1488)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-19T21:40:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dee6c5dcb9f5a62652e69747576695532dd22180",
          "body": "## Description\r\n\r\n- corrected Average Precision calculation\r\n- added handling for AP calculation for both numeric/non-numeric cases\r\n- Removed `mean_average_precision` column, as this value is already\r\npresent in `average_precision['distribution/mean']`\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics - Mean Average Precision corrections (#1486)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-19T13:10:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e87833c9a071c93013cf5cf92793285b0b7c4493",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.26 (#1485)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-15T22:50:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "164985cb6e18f72558943820b21d687a8917f3eb",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- Adds ndcg value expecations to the tests, not just counts\r\n- Changes convert_non_numeric=True to be used for string columns\r\n(integers, floats in scores and bools should use the default\r\nconvert_non_numeric=False )\r\n- adds score_column support: when a score is availab\n[…]\nelevance score\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "ndcg refactor (#1481)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-14T23:01:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0c7285661a7a14ef09399b77e8d1dc925e5b6a23",
          "body": "…l (#1483)\n\n## Description\r\n\r\nThe ranking metrics example notebook has a bug when used with latest\r\nwhylogs version, while those bugs are being addressed let's pin the\r\ninstall to the version this notebook example was based on to mitigate.\r\n\r\n## Changes\r\n\r\n- specify version 1.3.21 when installing wh\n[…]\nd\r\n\r\nAvoids the error but does not address underlying root cause of #1480 \r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update Ranking metrics notebook example to pin whylogs version instal…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-13T23:47:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d2695da79a474531282ded3e959ab80fc9786161",
          "body": "This updates the example for BentoML to no longer use atexit or the\r\noriginal rolling logger, and it uses the more common (in BentoML\r\nexamples) function based service interface. It also highlights logging\r\nto multiple dataset ids within a single service.\r\n\r\nThe atexit only really works for toy loca\n[…]\n management hooks to do startup and shutdown\r\nrelated logic. The old logger couldn't gracefully handle multiple\r\ndataset ids either, it required changing the default dataset id between\r\nlogging calls.",
          "is_bot": false,
          "headline": "Update BentoML example (#1479)",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-03-08T20:36:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "303d1dbb8d45a9bc8f298287564455169b20b632",
          "body": "Bump version to release version 1.3.25",
          "is_bot": false,
          "headline": "Merge pull request #1478 from whylabs/update_release_version",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-03-06T16:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c96b529ad98ac3e10fc285e441aa707a4936a05e",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'mainline' into update_release_version",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-03-06T16:47:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c0fb93bf9a1f15627f474a5b8c27399f02c19c0",
          "body": null,
          "is_bot": false,
          "headline": "Fixed typo in example notebook content (#1477)",
          "author_name": "Darlan Tódero ten Caten",
          "author_login": "darlantc",
          "committed_at": "2024-03-05T23:42:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03a31bc1d12377c9e0cb9050d15b480deea796a1",
          "body": null,
          "is_bot": true,
          "headline": "Update version to 1.3.25",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2024-03-05T23:30:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e0817d176aee3ea62da754a267d6ae09508f062",
          "body": "## Description\r\n\r\nfix missing : in nightly build test action\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix missing colon (#1476)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-03-05T00:26:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "127db5b47ab892d17efbb35e55b512f5d7f4acfb",
          "body": "Fix types and remove dead code in actor classes",
          "is_bot": false,
          "headline": "Merge pull request #1475 from whylabs/container-updates",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-03-04T22:04:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42f7b7cba5fdc931079082eeb5efa0d138b2d8ce",
          "body": "This helps when buliding whylogs into containers that don't have rw file\nsystem access.",
          "is_bot": false,
          "headline": "Don't write to disk in why.init if force_local=True",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-03-04T20:02:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f254891405fa50bfd56b839901ed5f15622a68ed",
          "body": null,
          "is_bot": false,
          "headline": "Fix process rolling logger's pipe signaler too",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-03-04T19:56:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73b8215aed9768de1234793fe1b263db8a4bae30",
          "body": "The signaler was half migrated to the base class it seems.",
          "is_bot": false,
          "headline": "Start the pipe signaler in the base class",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-03-04T19:56:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0cf10210b41eec8f87ceb416ffcb008e7716540",
          "body": "The generic for the logger included too much and the pipe signaler\nshould have been closed in the parent of the logger instead of the\nlogger.",
          "is_bot": false,
          "headline": "Properly close pipe signaler, fix logger generic",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-03-04T19:56:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ac59e25f0907cb3ea22331d4a759e2a282ea9d4",
          "body": "## Description\r\n\r\nFix zipped profile support\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Zipped segmented reference profile (#1474)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-03-04T17:34:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13d815e356469bdf4170da460943115ccb5e0bc4",
          "body": "## Description\r\n\r\nUpdate protobuf version used in the `Dockerfile.dev` and test the image.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Dockerfile updates and test (#1447)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-03-04T17:32:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 100,
      "commits_last_year": 0,
      "latest_release_at": "2024-12-03T23:53:13Z",
      "latest_release_tag": "v1.6.4",
      "releases_from_tags": false,
      "days_since_last_push": 557,
      "active_weeks_last_year": 0,
      "days_since_latest_release": 594,
      "mean_days_between_releases": 9.4
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "whylogs",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "License :: OSI Approved :: Apache Software License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.8",
            "Programming Language :: Python :: 3.9"
          ],
          "ecosystem": "pypi",
          "matches_repo": false,
          "registry_url": "https://pypi.org/project/whylogs/",
          "is_deprecated": false,
          "latest_version": "1.6.4",
          "repository_url": "https://docs.whylabs.ai",
          "versions_count": 339,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 157722,
          "first_published_at": "2020-09-11T04:26:07.589092Z",
          "latest_published_at": "2024-12-03T23:54:40.550391Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 594
        }
      ]
    },
    "popularity": {
      "forks": 143,
      "stars": 2828,
      "watchers": 32,
      "fork_history": {
        "days": [
          {
            "date": "2020-09-20",
            "count": 1
          },
          {
            "date": "2020-09-22",
            "count": 1
          },
          {
            "date": "2020-10-02",
            "count": 1
          },
          {
            "date": "2020-10-08",
            "count": 1
          },
          {
            "date": "2020-10-20",
            "count": 1
          },
          {
            "date": "2020-11-18",
            "count": 1
          },
          {
            "date": "2020-12-13",
            "count": 1
          },
          {
            "date": "2021-01-08",
            "count": 3
          },
          {
            "date": "2021-01-22",
            "count": 1
          },
          {
            "date": "2021-01-28",
            "count": 1
          },
          {
            "date": "2021-03-18",
            "count": 1
          },
          {
            "date": "2021-04-22",
            "count": 1
          },
          {
            "date": "2021-05-31",
            "count": 1
          },
          {
            "date": "2021-06-11",
            "count": 1
          },
          {
            "date": "2021-06-16",
            "count": 1
          },
          {
            "date": "2021-07-03",
            "count": 1
          },
          {
            "date": "2021-08-13",
            "count": 1
          },
          {
            "date": "2021-08-19",
            "count": 1
          },
          {
            "date": "2021-09-04",
            "count": 1
          },
          {
            "date": "2021-09-15",
            "count": 1
          },
          {
            "date": "2021-10-01",
            "count": 1
          },
          {
            "date": "2021-10-05",
            "count": 1
          },
          {
            "date": "2021-10-21",
            "count": 1
          },
          {
            "date": "2021-10-24",
            "count": 1
          },
          {
            "date": "2021-11-03",
            "count": 1
          },
          {
            "date": "2021-11-17",
            "count": 1
          },
          {
            "date": "2021-12-10",
            "count": 1
          },
          {
            "date": "2021-12-14",
            "count": 1
          },
          {
            "date": "2021-12-17",
            "count": 1
          },
          {
            "date": "2021-12-24",
            "count": 1
          },
          {
            "date": "2021-12-25",
            "count": 1
          },
          {
            "date": "2022-01-04",
            "count": 1
          },
          {
            "date": "2022-01-09",
            "count": 1
          },
          {
            "date": "2022-02-03",
            "count": 1
          },
          {
            "date": "2022-02-11",
            "count": 1
          },
          {
            "date": "2022-02-13",
            "count": 1
          },
          {
            "date": "2022-02-19",
            "count": 2
          },
          {
            "date": "2022-03-04",
            "count": 1
          },
          {
            "date": "2022-03-10",
            "count": 1
          },
          {
            "date": "2022-03-11",
            "count": 1
          },
          {
            "date": "2022-03-23",
            "count": 1
          },
          {
            "date": "2022-03-25",
            "count": 1
          },
          {
            "date": "2022-03-29",
            "count": 2
          },
          {
            "date": "2022-04-23",
            "count": 1
          },
          {
            "date": "2022-05-02",
            "count": 1
          },
          {
            "date": "2022-05-03",
            "count": 1
          },
          {
            "date": "2022-05-19",
            "count": 2
          },
          {
            "date": "2022-05-31",
            "count": 1
          },
          {
            "date": "2022-06-01",
            "count": 3
          },
          {
            "date": "2022-06-10",
            "count": 1
          },
          {
            "date": "2022-06-13",
            "count": 1
          },
          {
            "date": "2022-06-22",
            "count": 1
          },
          {
            "date": "2022-06-24",
            "count": 1
          },
          {
            "date": "2022-06-29",
            "count": 2
          },
          {
            "date": "2022-07-24",
            "count": 1
          },
          {
            "date": "2022-07-28",
            "count": 1
          },
          {
            "date": "2022-08-16",
            "count": 1
          },
          {
            "date": "2022-08-22",
            "count": 2
          },
          {
            "date": "2022-08-26",
            "count": 1
          },
          {
            "date": "2022-09-17",
            "count": 1
          },
          {
            "date": "2022-10-23",
            "count": 1
          },
          {
            "date": "2022-11-10",
            "count": 1
          },
          {
            "date": "2022-11-14",
            "count": 1
          },
          {
            "date": "2022-11-22",
            "count": 1
          },
          {
            "date": "2022-12-02",
            "count": 1
          },
          {
            "date": "2022-12-09",
            "count": 1
          },
          {
            "date": "2022-12-11",
            "count": 1
          },
          {
            "date": "2022-12-28",
            "count": 1
          },
          {
            "date": "2023-01-04",
            "count": 1
          },
          {
            "date": "2023-01-05",
            "count": 1
          },
          {
            "date": "2023-01-10",
            "count": 1
          },
          {
            "date": "2023-02-16",
            "count": 1
          },
          {
            "date": "2023-02-24",
            "count": 1
          },
          {
            "date": "2023-03-09",
            "count": 1
          },
          {
            "date": "2023-03-16",
            "count": 1
          },
          {
            "date": "2023-04-10",
            "count": 1
          },
          {
            "date": "2023-04-12",
            "count": 1
          },
          {
            "date": "2023-04-22",
            "count": 1
          },
          {
            "date": "2023-04-27",
            "count": 1
          },
          {
            "date": "2023-05-25",
            "count": 1
          },
          {
            "date": "2023-06-22",
            "count": 1
          },
          {
            "date": "2023-06-30",
            "count": 1
          },
          {
            "date": "2023-07-04",
            "count": 1
          },
          {
            "date": "2023-07-10",
            "count": 1
          },
          {
            "date": "2023-07-28",
            "count": 1
          },
          {
            "date": "2023-08-20",
            "count": 1
          },
          {
            "date": "2023-08-24",
            "count": 2
          },
          {
            "date": "2023-09-07",
            "count": 1
          },
          {
            "date": "2023-10-18",
            "count": 1
          },
          {
            "date": "2023-10-26",
            "count": 1
          },
          {
            "date": "2023-10-30",
            "count": 1
          },
          {
            "date": "2023-11-14",
            "count": 1
          },
          {
            "date": "2024-01-09",
            "count": 1
          },
          {
            "date": "2024-01-17",
            "count": 1
          },
          {
            "date": "2024-01-23",
            "count": 1
          },
          {
            "date": "2024-01-24",
            "count": 1
          },
          {
            "date": "2024-01-31",
            "count": 1
          },
          {
            "date": "2024-02-13",
            "count": 1
          },
          {
            "date": "2024-03-05",
            "count": 1
          },
          {
            "date": "2024-03-11",
            "count": 1
          },
          {
            "date": "2024-03-15",
            "count": 1
          },
          {
            "date": "2024-04-07",
            "count": 1
          },
          {
            "date": "2024-05-26",
            "count": 1
          },
          {
            "date": "2024-05-30",
            "count": 1
          },
          {
            "date": "2024-10-11",
            "count": 1
          },
          {
            "date": "2024-10-22",
            "count": 1
          },
          {
            "date": "2024-10-30",
            "count": 1
          },
          {
            "date": "2025-02-27",
            "count": 1
          },
          {
            "date": "2025-03-16",
            "count": 1
          },
          {
            "date": "2025-03-28",
            "count": 1
          },
          {
            "date": "2025-03-29",
            "count": 1
          },
          {
            "date": "2025-04-26",
            "count": 1
          },
          {
            "date": "2025-06-04",
            "count": 1
          },
          {
            "date": "2025-06-10",
            "count": 1
          },
          {
            "date": "2025-08-16",
            "count": 1
          },
          {
            "date": "2025-08-29",
            "count": 1
          },
          {
            "date": "2025-09-01",
            "count": 1
          },
          {
            "date": "2025-09-05",
            "count": 1
          },
          {
            "date": "2025-10-21",
            "count": 1
          },
          {
            "date": "2025-10-30",
            "count": 1
          },
          {
            "date": "2025-11-27",
            "count": 1
          },
          {
            "date": "2026-01-26",
            "count": 1
          },
          {
            "date": "2026-03-22",
            "count": 1
          },
          {
            "date": "2026-03-27",
            "count": 1
          },
          {
            "date": "2026-04-08",
            "count": 1
          },
          {
            "date": "2026-04-16",
            "count": 1
          },
          {
            "date": "2026-04-19",
            "count": 1
          },
          {
            "date": "2026-04-29",
            "count": 1
          },
          {
            "date": "2026-05-05",
            "count": 1
          },
          {
            "date": "2026-05-25",
            "count": 1
          },
          {
            "date": "2026-06-23",
            "count": 2
          },
          {
            "date": "2026-07-07",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 143,
        "total_forks": 143
      },
      "star_history": {
        "days": [
          {
            "date": "2022-12-05",
            "count": 3
          },
          {
            "date": "2022-12-06",
            "count": 1
          },
          {
            "date": "2022-12-07",
            "count": 3
          },
          {
            "date": "2022-12-08",
            "count": 3
          },
          {
            "date": "2022-12-11",
            "count": 1
          },
          {
            "date": "2022-12-13",
            "count": 1
          },
          {
            "date": "2022-12-14",
            "count": 3
          },
          {
            "date": "2022-12-15",
            "count": 2
          },
          {
            "date": "2022-12-16",
            "count": 1
          },
          {
            "date": "2022-12-18",
            "count": 2
          },
          {
            "date": "2022-12-19",
            "count": 3
          },
          {
            "date": "2022-12-21",
            "count": 3
          },
          {
            "date": "2022-12-23",
            "count": 1
          },
          {
            "date": "2022-12-24",
            "count": 1
          },
          {
            "date": "2022-12-25",
            "count": 1
          },
          {
            "date": "2022-12-26",
            "count": 4
          },
          {
            "date": "2022-12-27",
            "count": 24
          },
          {
            "date": "2022-12-28",
            "count": 10
          },
          {
            "date": "2022-12-29",
            "count": 8
          },
          {
            "date": "2022-12-30",
            "count": 9
          },
          {
            "date": "2022-12-31",
            "count": 3
          },
          {
            "date": "2023-01-01",
            "count": 1
          },
          {
            "date": "2023-01-02",
            "count": 2
          },
          {
            "date": "2023-01-03",
            "count": 13
          },
          {
            "date": "2023-01-04",
            "count": 11
          },
          {
            "date": "2023-01-05",
            "count": 4
          },
          {
            "date": "2023-01-06",
            "count": 5
          },
          {
            "date": "2023-01-09",
            "count": 4
          },
          {
            "date": "2023-01-10",
            "count": 3
          },
          {
            "date": "2023-01-11",
            "count": 3
          },
          {
            "date": "2023-01-12",
            "count": 1
          },
          {
            "date": "2023-01-13",
            "count": 2
          },
          {
            "date": "2023-01-16",
            "count": 3
          },
          {
            "date": "2023-01-18",
            "count": 2
          },
          {
            "date": "2023-01-19",
            "count": 1
          },
          {
            "date": "2023-01-20",
            "count": 2
          },
          {
            "date": "2023-01-21",
            "count": 1
          },
          {
            "date": "2023-01-22",
            "count": 1
          },
          {
            "date": "2023-01-23",
            "count": 1
          },
          {
            "date": "2023-01-24",
            "count": 2
          },
          {
            "date": "2023-01-25",
            "count": 1
          },
          {
            "date": "2023-01-26",
            "count": 2
          },
          {
            "date": "2023-01-27",
            "count": 2
          },
          {
            "date": "2023-01-28",
            "count": 1
          },
          {
            "date": "2023-01-29",
            "count": 1
          },
          {
            "date": "2023-01-30",
            "count": 1
          },
          {
            "date": "2023-02-01",
            "count": 5
          },
          {
            "date": "2023-02-02",
            "count": 4
          },
          {
            "date": "2023-02-03",
            "count": 1
          },
          {
            "date": "2023-02-04",
            "count": 2
          },
          {
            "date": "2023-02-05",
            "count": 2
          },
          {
            "date": "2023-02-07",
            "count": 1
          },
          {
            "date": "2023-02-08",
            "count": 2
          },
          {
            "date": "2023-02-09",
            "count": 2
          },
          {
            "date": "2023-02-10",
            "count": 1
          },
          {
            "date": "2023-02-12",
            "count": 1
          },
          {
            "date": "2023-02-13",
            "count": 2
          },
          {
            "date": "2023-02-14",
            "count": 5
          },
          {
            "date": "2023-02-15",
            "count": 1
          },
          {
            "date": "2023-02-16",
            "count": 1
          },
          {
            "date": "2023-02-20",
            "count": 1
          },
          {
            "date": "2023-02-21",
            "count": 1
          },
          {
            "date": "2023-02-22",
            "count": 3
          },
          {
            "date": "2023-02-24",
            "count": 2
          },
          {
            "date": "2023-02-26",
            "count": 1
          },
          {
            "date": "2023-02-27",
            "count": 2
          },
          {
            "date": "2023-02-28",
            "count": 2
          },
          {
            "date": "2023-03-01",
            "count": 4
          },
          {
            "date": "2023-03-02",
            "count": 1
          },
          {
            "date": "2023-03-04",
            "count": 2
          },
          {
            "date": "2023-03-06",
            "count": 4
          },
          {
            "date": "2023-03-07",
            "count": 1
          },
          {
            "date": "2023-03-09",
            "count": 3
          },
          {
            "date": "2023-03-12",
            "count": 1
          },
          {
            "date": "2023-03-13",
            "count": 2
          },
          {
            "date": "2023-03-14",
            "count": 1
          },
          {
            "date": "2023-03-16",
            "count": 2
          },
          {
            "date": "2023-03-20",
            "count": 2
          },
          {
            "date": "2023-03-22",
            "count": 2
          },
          {
            "date": "2023-03-23",
            "count": 1
          },
          {
            "date": "2023-03-24",
            "count": 1
          },
          {
            "date": "2023-03-25",
            "count": 1
          },
          {
            "date": "2023-03-26",
            "count": 1
          },
          {
            "date": "2023-03-27",
            "count": 2
          },
          {
            "date": "2023-03-28",
            "count": 2
          },
          {
            "date": "2023-03-29",
            "count": 3
          },
          {
            "date": "2023-03-31",
            "count": 1
          },
          {
            "date": "2023-04-03",
            "count": 9
          },
          {
            "date": "2023-04-04",
            "count": 6
          },
          {
            "date": "2023-04-06",
            "count": 2
          },
          {
            "date": "2023-04-07",
            "count": 5
          },
          {
            "date": "2023-04-11",
            "count": 2
          },
          {
            "date": "2023-04-12",
            "count": 5
          },
          {
            "date": "2023-04-14",
            "count": 1
          },
          {
            "date": "2023-04-17",
            "count": 3
          },
          {
            "date": "2023-04-18",
            "count": 1
          },
          {
            "date": "2023-04-19",
            "count": 1
          },
          {
            "date": "2023-04-20",
            "count": 3
          },
          {
            "date": "2023-04-21",
            "count": 1
          },
          {
            "date": "2023-04-22",
            "count": 2
          },
          {
            "date": "2023-04-23",
            "count": 1
          },
          {
            "date": "2023-04-24",
            "count": 1
          },
          {
            "date": "2023-04-25",
            "count": 3
          },
          {
            "date": "2023-04-26",
            "count": 1
          },
          {
            "date": "2023-04-27",
            "count": 2
          },
          {
            "date": "2023-04-28",
            "count": 4
          },
          {
            "date": "2023-04-29",
            "count": 1
          },
          {
            "date": "2023-05-02",
            "count": 1
          },
          {
            "date": "2023-05-03",
            "count": 2
          },
          {
            "date": "2023-05-06",
            "count": 1
          },
          {
            "date": "2023-05-07",
            "count": 2
          },
          {
            "date": "2023-05-09",
            "count": 1
          },
          {
            "date": "2023-05-11",
            "count": 2
          },
          {
            "date": "2023-05-12",
            "count": 2
          },
          {
            "date": "2023-05-13",
            "count": 1
          },
          {
            "date": "2023-05-15",
            "count": 1
          },
          {
            "date": "2023-05-16",
            "count": 1
          },
          {
            "date": "2023-05-17",
            "count": 2
          },
          {
            "date": "2023-05-18",
            "count": 4
          },
          {
            "date": "2023-05-23",
            "count": 1
          },
          {
            "date": "2023-05-24",
            "count": 8
          },
          {
            "date": "2023-05-25",
            "count": 4
          },
          {
            "date": "2023-05-28",
            "count": 2
          },
          {
            "date": "2023-05-30",
            "count": 2
          },
          {
            "date": "2023-05-31",
            "count": 2
          },
          {
            "date": "2023-06-02",
            "count": 1
          },
          {
            "date": "2023-06-04",
            "count": 2
          },
          {
            "date": "2023-06-05",
            "count": 2
          },
          {
            "date": "2023-06-06",
            "count": 2
          },
          {
            "date": "2023-06-07",
            "count": 3
          },
          {
            "date": "2023-06-08",
            "count": 3
          },
          {
            "date": "2023-06-11",
            "count": 3
          },
          {
            "date": "2023-06-12",
            "count": 1
          },
          {
            "date": "2023-06-14",
            "count": 1
          },
          {
            "date": "2023-06-15",
            "count": 3
          },
          {
            "date": "2023-06-18",
            "count": 1
          },
          {
            "date": "2023-06-19",
            "count": 1
          },
          {
            "date": "2023-06-20",
            "count": 3
          },
          {
            "date": "2023-06-21",
            "count": 1
          },
          {
            "date": "2023-06-22",
            "count": 1
          },
          {
            "date": "2023-06-23",
            "count": 1
          },
          {
            "date": "2023-06-24",
            "count": 1
          },
          {
            "date": "2023-06-26",
            "count": 4
          },
          {
            "date": "2023-06-28",
            "count": 19
          },
          {
            "date": "2023-06-29",
            "count": 1
          },
          {
            "date": "2023-06-30",
            "count": 2
          },
          {
            "date": "2023-07-02",
            "count": 2
          },
          {
            "date": "2023-07-04",
            "count": 4
          },
          {
            "date": "2023-07-05",
            "count": 1
          },
          {
            "date": "2023-07-08",
            "count": 1
          },
          {
            "date": "2023-07-09",
            "count": 1
          },
          {
            "date": "2023-07-13",
            "count": 3
          },
          {
            "date": "2023-07-16",
            "count": 1
          },
          {
            "date": "2023-07-18",
            "count": 1
          },
          {
            "date": "2023-07-19",
            "count": 1
          },
          {
            "date": "2023-07-21",
            "count": 2
          },
          {
            "date": "2023-07-22",
            "count": 1
          },
          {
            "date": "2023-07-23",
            "count": 2
          },
          {
            "date": "2023-07-24",
            "count": 1
          },
          {
            "date": "2023-07-25",
            "count": 1
          },
          {
            "date": "2023-07-27",
            "count": 2
          },
          {
            "date": "2023-07-28",
            "count": 3
          },
          {
            "date": "2023-08-02",
            "count": 2
          },
          {
            "date": "2023-08-04",
            "count": 2
          },
          {
            "date": "2023-08-05",
            "count": 3
          },
          {
            "date": "2023-08-06",
            "count": 1
          },
          {
            "date": "2023-08-09",
            "count": 1
          },
          {
            "date": "2023-08-10",
            "count": 1
          },
          {
            "date": "2023-08-11",
            "count": 1
          },
          {
            "date": "2023-08-12",
            "count": 1
          },
          {
            "date": "2023-08-14",
            "count": 3
          },
          {
            "date": "2023-08-17",
            "count": 1
          },
          {
            "date": "2023-08-23",
            "count": 2
          },
          {
            "date": "2023-08-24",
            "count": 10
          },
          {
            "date": "2023-08-25",
            "count": 1
          },
          {
            "date": "2023-08-27",
            "count": 2
          },
          {
            "date": "2023-08-28",
            "count": 1
          },
          {
            "date": "2023-08-29",
            "count": 1
          },
          {
            "date": "2023-09-01",
            "count": 1
          },
          {
            "date": "2023-09-02",
            "count": 1
          },
          {
            "date": "2023-09-04",
            "count": 1
          },
          {
            "date": "2023-09-06",
            "count": 2
          },
          {
            "date": "2023-09-08",
            "count": 2
          },
          {
            "date": "2023-09-11",
            "count": 4
          },
          {
            "date": "2023-09-12",
            "count": 1
          },
          {
            "date": "2023-09-13",
            "count": 1
          },
          {
            "date": "2023-09-14",
            "count": 1
          },
          {
            "date": "2023-09-15",
            "count": 1
          },
          {
            "date": "2023-09-16",
            "count": 1
          },
          {
            "date": "2023-09-17",
            "count": 1
          },
          {
            "date": "2023-09-18",
            "count": 2
          },
          {
            "date": "2023-09-21",
            "count": 3
          },
          {
            "date": "2023-09-24",
            "count": 2
          },
          {
            "date": "2023-09-26",
            "count": 2
          },
          {
            "date": "2023-09-27",
            "count": 1
          },
          {
            "date": "2023-09-28",
            "count": 1
          },
          {
            "date": "2023-10-02",
            "count": 1
          },
          {
            "date": "2023-10-03",
            "count": 2
          },
          {
            "date": "2023-10-04",
            "count": 2
          },
          {
            "date": "2023-10-05",
            "count": 1
          },
          {
            "date": "2023-10-07",
            "count": 1
          },
          {
            "date": "2023-10-08",
            "count": 1
          },
          {
            "date": "2023-10-10",
            "count": 1
          },
          {
            "date": "2023-10-14",
            "count": 1
          },
          {
            "date": "2023-10-15",
            "count": 1
          },
          {
            "date": "2023-10-17",
            "count": 1
          },
          {
            "date": "2023-10-18",
            "count": 2
          },
          {
            "date": "2023-10-19",
            "count": 2
          },
          {
            "date": "2023-10-20",
            "count": 1
          },
          {
            "date": "2023-10-22",
            "count": 1
          },
          {
            "date": "2023-10-27",
            "count": 1
          },
          {
            "date": "2023-10-28",
            "count": 1
          },
          {
            "date": "2023-10-29",
            "count": 1
          },
          {
            "date": "2023-10-30",
            "count": 1
          },
          {
            "date": "2023-11-01",
            "count": 1
          },
          {
            "date": "2023-11-05",
            "count": 1
          },
          {
            "date": "2023-11-07",
            "count": 3
          },
          {
            "date": "2023-11-08",
            "count": 1
          },
          {
            "date": "2023-11-09",
            "count": 1
          },
          {
            "date": "2023-11-12",
            "count": 2
          },
          {
            "date": "2023-11-13",
            "count": 2
          },
          {
            "date": "2023-11-15",
            "count": 4
          },
          {
            "date": "2023-11-16",
            "count": 3
          },
          {
            "date": "2023-11-17",
            "count": 1
          },
          {
            "date": "2023-11-19",
            "count": 1
          },
          {
            "date": "2023-11-20",
            "count": 4
          },
          {
            "date": "2023-11-21",
            "count": 1
          },
          {
            "date": "2023-11-22",
            "count": 1
          },
          {
            "date": "2023-11-24",
            "count": 1
          },
          {
            "date": "2023-11-25",
            "count": 1
          },
          {
            "date": "2023-11-27",
            "count": 2
          },
          {
            "date": "2023-11-28",
            "count": 4
          },
          {
            "date": "2023-11-29",
            "count": 1
          },
          {
            "date": "2023-12-01",
            "count": 1
          },
          {
            "date": "2023-12-04",
            "count": 1
          },
          {
            "date": "2023-12-05",
            "count": 2
          },
          {
            "date": "2023-12-07",
            "count": 1
          },
          {
            "date": "2023-12-08",
            "count": 3
          },
          {
            "date": "2023-12-11",
            "count": 2
          },
          {
            "date": "2023-12-15",
            "count": 1
          },
          {
            "date": "2023-12-17",
            "count": 1
          },
          {
            "date": "2023-12-18",
            "count": 2
          },
          {
            "date": "2023-12-21",
            "count": 2
          },
          {
            "date": "2023-12-22",
            "count": 2
          },
          {
            "date": "2023-12-26",
            "count": 1
          },
          {
            "date": "2023-12-27",
            "count": 1
          },
          {
            "date": "2023-12-28",
            "count": 1
          },
          {
            "date": "2024-01-01",
            "count": 1
          },
          {
            "date": "2024-01-02",
            "count": 1
          },
          {
            "date": "2024-01-05",
            "count": 1
          },
          {
            "date": "2024-01-08",
            "count": 5
          },
          {
            "date": "2024-01-09",
            "count": 1
          },
          {
            "date": "2024-01-10",
            "count": 2
          },
          {
            "date": "2024-01-11",
            "count": 3
          },
          {
            "date": "2024-01-12",
            "count": 1
          },
          {
            "date": "2024-01-13",
            "count": 2
          },
          {
            "date": "2024-01-14",
            "count": 1
          },
          {
            "date": "2024-01-15",
            "count": 1
          },
          {
            "date": "2024-01-16",
            "count": 1
          },
          {
            "date": "2024-01-17",
            "count": 5
          },
          {
            "date": "2024-01-18",
            "count": 5
          },
          {
            "date": "2024-01-19",
            "count": 4
          },
          {
            "date": "2024-01-20",
            "count": 3
          },
          {
            "date": "2024-01-21",
            "count": 1
          },
          {
            "date": "2024-01-23",
            "count": 4
          },
          {
            "date": "2024-01-24",
            "count": 2
          },
          {
            "date": "2024-01-27",
            "count": 4
          },
          {
            "date": "2024-01-29",
            "count": 3
          },
          {
            "date": "2024-01-30",
            "count": 1
          },
          {
            "date": "2024-01-31",
            "count": 1
          },
          {
            "date": "2024-02-01",
            "count": 1
          },
          {
            "date": "2024-02-05",
            "count": 1
          },
          {
            "date": "2024-02-07",
            "count": 3
          },
          {
            "date": "2024-02-10",
            "count": 1
          },
          {
            "date": "2024-02-11",
            "count": 1
          },
          {
            "date": "2024-02-13",
            "count": 4
          },
          {
            "date": "2024-02-15",
            "count": 1
          },
          {
            "date": "2024-02-16",
            "count": 2
          },
          {
            "date": "2024-02-18",
            "count": 1
          },
          {
            "date": "2024-02-19",
            "count": 2
          },
          {
            "date": "2024-02-20",
            "count": 2
          },
          {
            "date": "2024-02-21",
            "count": 2
          },
          {
            "date": "2024-02-25",
            "count": 1
          },
          {
            "date": "2024-02-26",
            "count": 2
          },
          {
            "date": "2024-02-28",
            "count": 2
          },
          {
            "date": "2024-02-29",
            "count": 1
          },
          {
            "date": "2024-03-02",
            "count": 2
          },
          {
            "date": "2024-03-03",
            "count": 1
          },
          {
            "date": "2024-03-05",
            "count": 2
          },
          {
            "date": "2024-03-06",
            "count": 1
          },
          {
            "date": "2024-03-08",
            "count": 2
          },
          {
            "date": "2024-03-11",
            "count": 4
          },
          {
            "date": "2024-03-12",
            "count": 1
          },
          {
            "date": "2024-03-14",
            "count": 1
          },
          {
            "date": "2024-03-15",
            "count": 2
          },
          {
            "date": "2024-03-17",
            "count": 2
          },
          {
            "date": "2024-03-18",
            "count": 3
          },
          {
            "date": "2024-03-27",
            "count": 1
          },
          {
            "date": "2024-03-28",
            "count": 1
          },
          {
            "date": "2024-03-30",
            "count": 1
          },
          {
            "date": "2024-04-02",
            "count": 2
          },
          {
            "date": "2024-04-03",
            "count": 2
          },
          {
            "date": "2024-04-04",
            "count": 1
          },
          {
            "date": "2024-04-09",
            "count": 1
          },
          {
            "date": "2024-04-10",
            "count": 1
          },
          {
            "date": "2024-04-11",
            "count": 1
          },
          {
            "date": "2024-04-13",
            "count": 2
          },
          {
            "date": "2024-04-15",
            "count": 1
          },
          {
            "date": "2024-04-16",
            "count": 1
          },
          {
            "date": "2024-04-17",
            "count": 1
          },
          {
            "date": "2024-04-20",
            "count": 1
          },
          {
            "date": "2024-04-21",
            "count": 1
          },
          {
            "date": "2024-04-22",
            "count": 1
          },
          {
            "date": "2024-04-26",
            "count": 2
          },
          {
            "date": "2024-04-27",
            "count": 2
          },
          {
            "date": "2024-04-29",
            "count": 1
          },
          {
            "date": "2024-04-30",
            "count": 2
          },
          {
            "date": "2024-05-01",
            "count": 1
          },
          {
            "date": "2024-05-02",
            "count": 2
          },
          {
            "date": "2024-05-04",
            "count": 1
          },
          {
            "date": "2024-05-07",
            "count": 1
          },
          {
            "date": "2024-05-08",
            "count": 1
          },
          {
            "date": "2024-05-14",
            "count": 1
          },
          {
            "date": "2024-05-15",
            "count": 1
          },
          {
            "date": "2024-05-20",
            "count": 2
          },
          {
            "date": "2024-05-22",
            "count": 2
          },
          {
            "date": "2024-05-25",
            "count": 1
          },
          {
            "date": "2024-05-26",
            "count": 2
          },
          {
            "date": "2024-05-28",
            "count": 1
          },
          {
            "date": "2024-05-30",
            "count": 1
          },
          {
            "date": "2024-06-01",
            "count": 1
          },
          {
            "date": "2024-06-05",
            "count": 1
          },
          {
            "date": "2024-06-07",
            "count": 1
          },
          {
            "date": "2024-06-08",
            "count": 1
          },
          {
            "date": "2024-06-09",
            "count": 2
          },
          {
            "date": "2024-06-10",
            "count": 1
          },
          {
            "date": "2024-06-11",
            "count": 1
          },
          {
            "date": "2024-06-12",
            "count": 1
          },
          {
            "date": "2024-06-13",
            "count": 1
          },
          {
            "date": "2024-06-15",
            "count": 1
          },
          {
            "date": "2024-06-16",
            "count": 1
          },
          {
            "date": "2024-06-19",
            "count": 1
          },
          {
            "date": "2024-06-20",
            "count": 1
          },
          {
            "date": "2024-06-21",
            "count": 1
          },
          {
            "date": "2024-06-22",
            "count": 1
          },
          {
            "date": "2024-06-26",
            "count": 1
          },
          {
            "date": "2024-06-27",
            "count": 1
          },
          {
            "date": "2024-07-01",
            "count": 1
          },
          {
            "date": "2024-07-04",
            "count": 1
          },
          {
            "date": "2024-07-06",
            "count": 1
          },
          {
            "date": "2024-07-07",
            "count": 1
          },
          {
            "date": "2024-07-08",
            "count": 1
          },
          {
            "date": "2024-07-09",
            "count": 1
          },
          {
            "date": "2024-07-10",
            "count": 1
          },
          {
            "date": "2024-07-12",
            "count": 2
          },
          {
            "date": "2024-07-15",
            "count": 1
          },
          {
            "date": "2024-07-17",
            "count": 3
          },
          {
            "date": "2024-07-18",
            "count": 1
          },
          {
            "date": "2024-07-19",
            "count": 1
          },
          {
            "date": "2024-07-20",
            "count": 1
          },
          {
            "date": "2024-07-22",
            "count": 2
          },
          {
            "date": "2024-07-23",
            "count": 2
          },
          {
            "date": "2024-07-29",
            "count": 2
          },
          {
            "date": "2024-07-31",
            "count": 1
          },
          {
            "date": "2024-08-01",
            "count": 1
          },
          {
            "date": "2024-08-03",
            "count": 1
          },
          {
            "date": "2024-08-07",
            "count": 1
          },
          {
            "date": "2024-08-11",
            "count": 1
          },
          {
            "date": "2024-08-12",
            "count": 1
          },
          {
            "date": "2024-08-16",
            "count": 1
          },
          {
            "date": "2024-08-17",
            "count": 1
          },
          {
            "date": "2024-08-19",
            "count": 1
          },
          {
            "date": "2024-08-20",
            "count": 2
          },
          {
            "date": "2024-08-21",
            "count": 1
          },
          {
            "date": "2024-08-27",
            "count": 1
          },
          {
            "date": "2024-08-28",
            "count": 1
          },
          {
            "date": "2024-08-31",
            "count": 1
          },
          {
            "date": "2024-09-01",
            "count": 2
          },
          {
            "date": "2024-09-02",
            "count": 1
          },
          {
            "date": "2024-09-04",
            "count": 1
          },
          {
            "date": "2024-09-05",
            "count": 1
          },
          {
            "date": "2024-09-08",
            "count": 1
          },
          {
            "date": "2024-09-10",
            "count": 3
          },
          {
            "date": "2024-09-14",
            "count": 1
          },
          {
            "date": "2024-09-15",
            "count": 2
          },
          {
            "date": "2024-09-17",
            "count": 1
          },
          {
            "date": "2024-09-18",
            "count": 1
          },
          {
            "date": "2024-09-19",
            "count": 1
          },
          {
            "date": "2024-09-20",
            "count": 4
          },
          {
            "date": "2024-09-23",
            "count": 1
          },
          {
            "date": "2024-09-30",
            "count": 1
          },
          {
            "date": "2024-10-05",
            "count": 1
          },
          {
            "date": "2024-10-07",
            "count": 1
          },
          {
            "date": "2024-10-08",
            "count": 2
          },
          {
            "date": "2024-10-09",
            "count": 1
          },
          {
            "date": "2024-10-10",
            "count": 1
          },
          {
            "date": "2024-10-13",
            "count": 1
          },
          {
            "date": "2024-10-14",
            "count": 1
          },
          {
            "date": "2024-10-15",
            "count": 1
          },
          {
            "date": "2024-10-17",
            "count": 1
          },
          {
            "date": "2024-10-23",
            "count": 1
          },
          {
            "date": "2024-10-28",
            "count": 1
          },
          {
            "date": "2024-11-03",
            "count": 1
          },
          {
            "date": "2024-11-04",
            "count": 1
          },
          {
            "date": "2024-11-07",
            "count": 1
          },
          {
            "date": "2024-11-08",
            "count": 1
          },
          {
            "date": "2024-11-13",
            "count": 2
          },
          {
            "date": "2024-11-15",
            "count": 1
          },
          {
            "date": "2024-11-25",
            "count": 1
          },
          {
            "date": "2024-11-26",
            "count": 1
          },
          {
            "date": "2024-11-29",
            "count": 1
          },
          {
            "date": "2024-12-03",
            "count": 1
          },
          {
            "date": "2024-12-07",
            "count": 1
          },
          {
            "date": "2024-12-09",
            "count": 1
          },
          {
            "date": "2024-12-13",
            "count": 2
          },
          {
            "date": "2024-12-17",
            "count": 3
          },
          {
            "date": "2024-12-18",
            "count": 1
          },
          {
            "date": "2024-12-19",
            "count": 1
          },
          {
            "date": "2024-12-20",
            "count": 1
          },
          {
            "date": "2024-12-22",
            "count": 1
          },
          {
            "date": "2024-12-23",
            "count": 1
          },
          {
            "date": "2024-12-27",
            "count": 1
          },
          {
            "date": "2025-01-02",
            "count": 1
          },
          {
            "date": "2025-01-04",
            "count": 1
          },
          {
            "date": "2025-01-06",
            "count": 1
          },
          {
            "date": "2025-01-07",
            "count": 2
          },
          {
            "date": "2025-01-10",
            "count": 1
          },
          {
            "date": "2025-01-17",
            "count": 1
          },
          {
            "date": "2025-01-23",
            "count": 1
          },
          {
            "date": "2025-01-25",
            "count": 1
          },
          {
            "date": "2025-01-27",
            "count": 1
          },
          {
            "date": "2025-01-28",
            "count": 1
          },
          {
            "date": "2025-01-29",
            "count": 2
          },
          {
            "date": "2025-01-31",
            "count": 1
          },
          {
            "date": "2025-02-01",
            "count": 1
          },
          {
            "date": "2025-02-02",
            "count": 1
          },
          {
            "date": "2025-02-03",
            "count": 1
          },
          {
            "date": "2025-02-05",
            "count": 3
          },
          {
            "date": "2025-02-06",
            "count": 1
          },
          {
            "date": "2025-02-11",
            "count": 1
          },
          {
            "date": "2025-02-18",
            "count": 1
          },
          {
            "date": "2025-02-23",
            "count": 1
          },
          {
            "date": "2025-03-02",
            "count": 1
          },
          {
            "date": "2025-03-03",
            "count": 1
          },
          {
            "date": "2025-03-15",
            "count": 1
          },
          {
            "date": "2025-03-17",
            "count": 2
          },
          {
            "date": "2025-03-20",
            "count": 1
          },
          {
            "date": "2025-03-22",
            "count": 2
          },
          {
            "date": "2025-03-23",
            "count": 2
          },
          {
            "date": "2025-03-25",
            "count": 1
          },
          {
            "date": "2025-04-01",
            "count": 1
          },
          {
            "date": "2025-04-07",
            "count": 1
          },
          {
            "date": "2025-04-08",
            "count": 3
          },
          {
            "date": "2025-04-09",
            "count": 1
          },
          {
            "date": "2025-04-14",
            "count": 1
          },
          {
            "date": "2025-04-20",
            "count": 1
          },
          {
            "date": "2025-04-24",
            "count": 2
          },
          {
            "date": "2025-04-26",
            "count": 2
          },
          {
            "date": "2025-05-04",
            "count": 1
          },
          {
            "date": "2025-05-06",
            "count": 2
          },
          {
            "date": "2025-05-11",
            "count": 1
          },
          {
            "date": "2025-05-15",
            "count": 2
          },
          {
            "date": "2025-05-16",
            "count": 1
          },
          {
            "date": "2025-05-18",
            "count": 2
          },
          {
            "date": "2025-05-24",
            "count": 1
          },
          {
            "date": "2025-05-26",
            "count": 1
          },
          {
            "date": "2025-06-02",
            "count": 1
          },
          {
            "date": "2025-06-03",
            "count": 2
          },
          {
            "date": "2025-06-04",
            "count": 1
          },
          {
            "date": "2025-06-06",
            "count": 1
          },
          {
            "date": "2025-06-13",
            "count": 1
          },
          {
            "date": "2025-06-14",
            "count": 1
          },
          {
            "date": "2025-06-19",
            "count": 1
          },
          {
            "date": "2025-06-23",
            "count": 1
          },
          {
            "date": "2025-06-28",
            "count": 1
          },
          {
            "date": "2025-07-05",
            "count": 1
          },
          {
            "date": "2025-07-07",
            "count": 2
          },
          {
            "date": "2025-07-16",
            "count": 2
          },
          {
            "date": "2025-07-19",
            "count": 1
          },
          {
            "date": "2025-07-27",
            "count": 1
          },
          {
            "date": "2025-07-28",
            "count": 1
          },
          {
            "date": "2025-07-29",
            "count": 1
          },
          {
            "date": "2025-08-05",
            "count": 1
          },
          {
            "date": "2025-08-07",
            "count": 1
          },
          {
            "date": "2025-08-15",
            "count": 1
          },
          {
            "date": "2025-08-16",
            "count": 1
          },
          {
            "date": "2025-08-19",
            "count": 1
          },
          {
            "date": "2025-08-20",
            "count": 1
          },
          {
            "date": "2025-08-21",
            "count": 1
          },
          {
            "date": "2025-08-23",
            "count": 1
          },
          {
            "date": "2025-08-25",
            "count": 1
          },
          {
            "date": "2025-08-27",
            "count": 1
          },
          {
            "date": "2025-08-28",
            "count": 2
          },
          {
            "date": "2025-08-29",
            "count": 1
          },
          {
            "date": "2025-08-31",
            "count": 1
          },
          {
            "date": "2025-09-01",
            "count": 2
          },
          {
            "date": "2025-09-05",
            "count": 2
          },
          {
            "date": "2025-09-09",
            "count": 1
          },
          {
            "date": "2025-09-17",
            "count": 1
          },
          {
            "date": "2025-09-18",
            "count": 1
          },
          {
            "date": "2025-09-24",
            "count": 1
          },
          {
            "date": "2025-09-27",
            "count": 2
          },
          {
            "date": "2025-09-29",
            "count": 1
          },
          {
            "date": "2025-09-30",
            "count": 2
          },
          {
            "date": "2025-10-02",
            "count": 1
          },
          {
            "date": "2025-10-03",
            "count": 1
          },
          {
            "date": "2025-10-07",
            "count": 1
          },
          {
            "date": "2025-10-15",
            "count": 1
          },
          {
            "date": "2025-10-20",
            "count": 1
          },
          {
            "date": "2025-10-30",
            "count": 1
          },
          {
            "date": "2025-11-02",
            "count": 1
          },
          {
            "date": "2025-11-06",
            "count": 1
          },
          {
            "date": "2025-11-08",
            "count": 1
          },
          {
            "date": "2025-11-09",
            "count": 1
          },
          {
            "date": "2025-11-12",
            "count": 1
          },
          {
            "date": "2025-11-14",
            "count": 1
          },
          {
            "date": "2025-11-21",
            "count": 1
          },
          {
            "date": "2025-11-23",
            "count": 2
          },
          {
            "date": "2025-11-25",
            "count": 1
          },
          {
            "date": "2025-11-26",
            "count": 1
          },
          {
            "date": "2025-12-03",
            "count": 1
          },
          {
            "date": "2025-12-05",
            "count": 2
          },
          {
            "date": "2025-12-07",
            "count": 1
          },
          {
            "date": "2025-12-08",
            "count": 1
          },
          {
            "date": "2025-12-10",
            "count": 1
          },
          {
            "date": "2025-12-12",
            "count": 1
          },
          {
            "date": "2025-12-13",
            "count": 2
          },
          {
            "date": "2025-12-18",
            "count": 1
          },
          {
            "date": "2025-12-19",
            "count": 1
          },
          {
            "date": "2025-12-20",
            "count": 1
          },
          {
            "date": "2025-12-28",
            "count": 1
          },
          {
            "date": "2025-12-29",
            "count": 1
          },
          {
            "date": "2025-12-31",
            "count": 2
          },
          {
            "date": "2026-01-03",
            "count": 1
          },
          {
            "date": "2026-01-04",
            "count": 1
          },
          {
            "date": "2026-01-05",
            "count": 1
          },
          {
            "date": "2026-01-08",
            "count": 2
          },
          {
            "date": "2026-01-15",
            "count": 1
          },
          {
            "date": "2026-01-24",
            "count": 2
          },
          {
            "date": "2026-01-27",
            "count": 2
          },
          {
            "date": "2026-01-29",
            "count": 1
          },
          {
            "date": "2026-01-30",
            "count": 1
          },
          {
            "date": "2026-02-05",
            "count": 1
          },
          {
            "date": "2026-02-06",
            "count": 1
          },
          {
            "date": "2026-02-11",
            "count": 1
          },
          {
            "date": "2026-02-15",
            "count": 1
          },
          {
            "date": "2026-02-20",
            "count": 1
          },
          {
            "date": "2026-02-24",
            "count": 1
          },
          {
            "date": "2026-02-25",
            "count": 1
          },
          {
            "date": "2026-03-11",
            "count": 1
          },
          {
            "date": "2026-03-16",
            "count": 1
          },
          {
            "date": "2026-03-22",
            "count": 1
          },
          {
            "date": "2026-03-23",
            "count": 1
          },
          {
            "date": "2026-03-27",
            "count": 1
          },
          {
            "date": "2026-03-31",
            "count": 2
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-04-05",
            "count": 3
          },
          {
            "date": "2026-04-06",
            "count": 1
          },
          {
            "date": "2026-04-08",
            "count": 1
          },
          {
            "date": "2026-04-13",
            "count": 1
          },
          {
            "date": "2026-04-17",
            "count": 1
          },
          {
            "date": "2026-04-18",
            "count": 1
          },
          {
            "date": "2026-04-26",
            "count": 2
          },
          {
            "date": "2026-05-01",
            "count": 1
          },
          {
            "date": "2026-05-08",
            "count": 1
          },
          {
            "date": "2026-05-11",
            "count": 1
          },
          {
            "date": "2026-05-12",
            "count": 1
          },
          {
            "date": "2026-05-15",
            "count": 1
          },
          {
            "date": "2026-05-16",
            "count": 1
          },
          {
            "date": "2026-05-20",
            "count": 1
          },
          {
            "date": "2026-05-30",
            "count": 1
          },
          {
            "date": "2026-06-03",
            "count": 1
          },
          {
            "date": "2026-06-13",
            "count": 2
          },
          {
            "date": "2026-06-18",
            "count": 1
          },
          {
            "date": "2026-06-22",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 1
          },
          {
            "date": "2026-07-03",
            "count": 1
          },
          {
            "date": "2026-07-09",
            "count": 1
          },
          {
            "date": "2026-07-13",
            "count": 1
          },
          {
            "date": "2026-07-14",
            "count": 1
          },
          {
            "date": "2026-07-18",
            "count": 1
          }
        ],
        "complete": false,
        "collected": 1000,
        "total_stars": 2828
      },
      "open_issues_and_prs": 4
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "python/Makefile",
        "python/docs/Makefile",
        "python/examples/integrations/bentoml/Makefile"
      ],
      "api_schema_files": [
        "proto/src/whylogs_messages.proto",
        "proto/v0/v0_constraints.proto",
        "proto/v0/v0_messages.proto",
        "proto/v0/v0_summaries.proto",
        "python/examples/integrations/flask_streaming/swagger.yaml"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [
        "java/build.gradle.kts",
        "java/core-bundle/build.gradle.kts",
        "java/core/build.gradle.kts",
        "java/smoketest/build.gradle",
        "java/spark-bundle/build.gradle.kts",
        "java/spark/build.gradle.kts"
      ],
      "largest_source_bytes": 270687,
      "source_files_sampled": 395,
      "oversized_source_files": 2,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "java/build.gradle.kts",
        "python/pyproject.toml",
        "python/setup.cfg"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 13,
        "malicious_count": 0,
        "assessed_package": "pypi:whylogs@1.6.4",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "maven",
        "pypi"
      ],
      "dependencies": [
        {
          "name": "whylogs-sketching",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.4.1.dev3"
        },
        {
          "name": "protobuf",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.19.4"
        },
        {
          "name": "importlib-metadata",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "<4.3"
        },
        {
          "name": "typing-extensions",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.10"
        },
        {
          "name": "whylabs-client",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.6.15"
        },
        {
          "name": "requests",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.27"
        },
        {
          "name": "backoff",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.2.1"
        },
        {
          "name": "platformdirs",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.5.0"
        },
        {
          "name": "pybars3",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.9"
        },
        {
          "name": "ipython",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "scipy",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "numpy",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "pandas",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "sphinx",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "sphinx-autoapi",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "sphinx-copybutton",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.5.0"
        },
        {
          "name": "myst-parser",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.17.2"
        },
        {
          "name": "furo",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2022.3.4"
        },
        {
          "name": "sphinx-autobuild",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2021.3.14"
        },
        {
          "name": "sphinxext-opengraph",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.6.3"
        },
        {
          "name": "sphinx-inline-tabs",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "ipython_genutils",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.2.0"
        },
        {
          "name": "nbsphinx",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.8.9"
        },
        {
          "name": "nbconvert",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^7.0.0"
        },
        {
          "name": "boto3",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.22.13"
        },
        {
          "name": "mlflow-skinny",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "databricks-cli",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.8.0"
        },
        {
          "name": "google-cloud-storage",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.5.0"
        },
        {
          "name": "pyarrow",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.0.0, <13"
        },
        {
          "name": "pyspark",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.0.0"
        },
        {
          "name": "faster-fifo",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.4.5"
        },
        {
          "name": "orjson",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.8.10"
        },
        {
          "name": "Pillow",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "scikit-learn",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "fugue",
          "manifest": "python/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.8.1"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "backoff",
            "direct": true,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "boto3",
            "direct": true,
            "version": "1.33.13",
            "ecosystem": "pypi"
          },
          {
            "name": "databricks-cli",
            "direct": true,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "faster-fifo",
            "direct": true,
            "version": "1.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "fugue",
            "direct": true,
            "version": "0.8.6",
            "ecosystem": "pypi"
          },
          {
            "name": "furo",
            "direct": true,
            "version": "2022.9.29",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-storage",
            "direct": true,
            "version": "2.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": true,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": true,
            "version": "7.34.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-genutils",
            "direct": true,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mlflow-skinny",
            "direct": true,
            "version": "1.27.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mlflow-skinny",
            "direct": true,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "myst-parser",
            "direct": true,
            "version": "0.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": true,
            "version": "7.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbsphinx",
            "direct": true,
            "version": "0.8.12",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.21.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.26.4",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": "3.9.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "1.3.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": true,
            "version": "10.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": true,
            "version": "9.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": true,
            "version": "3.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": true,
            "version": "4.24.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": "12.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pybars3",
            "direct": true,
            "version": "0.9.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pyspark",
            "direct": true,
            "version": "3.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.31.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": "1.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": "1.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": true,
            "version": "4.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autoapi",
            "direct": true,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autobuild",
            "direct": true,
            "version": "2021.3.14",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-copybutton",
            "direct": true,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-inline-tabs",
            "direct": true,
            "version": "2023.4.21",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxext-opengraph",
            "direct": true,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "whylabs-client",
            "direct": true,
            "version": "0.6.15",
            "ecosystem": "pypi"
          },
          {
            "name": "whylogs-sketching",
            "direct": true,
            "version": "3.4.1.dev3",
            "ecosystem": "pypi"
          },
          {
            "name": "2to3",
            "direct": false,
            "version": "1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "adagio",
            "direct": false,
            "version": "0.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "0.7.13",
            "ecosystem": "pypi"
          },
          {
            "name": "ansiwrap",
            "direct": false,
            "version": "0.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "antlr4-python3-runtime",
            "direct": false,
            "version": "4.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "appdirs",
            "direct": false,
            "version": "1.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "astroid",
            "direct": false,
            "version": "2.11.7",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "23.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "autoflake",
            "direct": false,
            "version": "1.7.8",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backcall",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.12.3",
            "ecosystem": "pypi"
          },
          {
            "name": "bentoml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": "22.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "botocore",
            "direct": false,
            "version": "1.33.13",
            "ecosystem": "pypi"
          },
          {
            "name": "bump2version",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "5.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2024.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "1.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cfgv",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "configparser",
            "direct": false,
            "version": "5.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.2.7",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "42.0.7",
            "ecosystem": "pypi"
          },
          {
            "name": "cython",
            "direct": false,
            "version": "3.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecated",
            "direct": false,
            "version": "1.2.14",
            "ecosystem": "pypi"
          },
          {
            "name": "distlib",
            "direct": false,
            "version": "0.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "entrypoints",
            "direct": false,
            "version": "0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "findspark",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "flake8",
            "direct": false,
            "version": "5.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "flasgger",
            "direct": false,
            "version": "0.9.5",
            "ecosystem": "pypi"
          },
          {
            "name": "flask",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "flask-cors",
            "direct": false,
            "version": "3.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "flask-pydantic",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fs",
            "direct": false,
            "version": "2.4.16",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2023.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fugue-sql-antlr",
            "direct": false,
            "version": "0.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "gcp-storage-emulator",
            "direct": false,
            "version": "2022.6.11",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.11",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.43",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-core",
            "direct": false,
            "version": "2.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.29.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-core",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "google-crc32c",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-resumable-media",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gunicorn",
            "direct": false,
            "version": "20.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpretty",
            "direct": false,
            "version": "1.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "identify",
            "direct": false,
            "version": "2.5.24",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.7",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-resources",
            "direct": false,
            "version": "5.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "6.16.2",
            "ecosystem": "pypi"
          },
          {
            "name": "isort",
            "direct": false,
            "version": "5.11.5",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-classes",
            "direct": false,
            "version": "3.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jeepney",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "jmespath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.17.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "7.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "4.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "keyring",
            "direct": false,
            "version": "23.9.3",
            "ecosystem": "pypi"
          },
          {
            "name": "lazy-object-proxy",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "livereload",
            "direct": false,
            "version": "2.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "2.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mccabe",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.3.5",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "more-itertools",
            "direct": false,
            "version": "9.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "moto",
            "direct": false,
            "version": "4.2.14",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "0.991",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-protobuf",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.7.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.37b0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-stubs",
            "direct": false,
            "version": "1.2.0.62",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "papermill",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "0.11.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pickleshare",
            "direct": false,
            "version": "0.7.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pkginfo",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pkgutil-resolve-name",
            "direct": false,
            "version": "1.3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.43",
            "ecosystem": "pypi"
          },
          {
            "name": "proto-plus",
            "direct": false,
            "version": "1.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "5.9.8",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "py4j",
            "direct": false,
            "version": "0.10.9.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pycodestyle",
            "direct": false,
            "version": "2.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.21",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "1.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyflakes",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pymeta3",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyright",
            "direct": false,
            "version": "1.1.385",
            "ecosystem": "pypi"
          },
          {
            "name": "pyrsistent",
            "direct": false,
            "version": "0.19.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "7.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-mock",
            "direct": false,
            "version": "3.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-spark",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2024.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "306",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32-ctypes",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "26.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "qpd",
            "direct": false,
            "version": "0.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "readme-renderer",
            "direct": false,
            "version": "37.3",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "responses",
            "direct": false,
            "version": "0.23.3",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3986",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "13.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rsa",
            "direct": false,
            "version": "4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "s3transfer",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "secretstorage",
            "direct": false,
            "version": "3.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "68.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-basic-ng",
            "direct": false,
            "version": "1.0.0b2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-devhelp",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-htmlhelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jsmath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-qthelp",
            "direct": false,
            "version": "1.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-serializinghtml",
            "direct": false,
            "version": "1.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlglot",
            "direct": false,
            "version": "24.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlparse",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "8.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "textwrap3",
            "direct": false,
            "version": "0.9.2",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.66.4",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "triad",
            "direct": false,
            "version": "0.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "twine",
            "direct": false,
            "version": "4.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "typed-ast",
            "direct": false,
            "version": "1.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "types-protobuf",
            "direct": false,
            "version": "4.24.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "types-python-dateutil",
            "direct": false,
            "version": "2.8.19.14",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pyyaml",
            "direct": false,
            "version": "6.0.12.12",
            "ecosystem": "pypi"
          },
          {
            "name": "types-requests",
            "direct": false,
            "version": "2.30.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "types-urllib3",
            "direct": false,
            "version": "1.26.25.14",
            "ecosystem": "pypi"
          },
          {
            "name": "unidecode",
            "direct": false,
            "version": "1.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "1.26.18",
            "ecosystem": "pypi"
          },
          {
            "name": "utils",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "virtualenv",
            "direct": false,
            "version": "20.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.2.13",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "werkzeug",
            "direct": false,
            "version": "2.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "whylogs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xmltodict",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.15.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 245,
        "direct_count": 46,
        "indirect_count": 199
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 3,
        "merged_prs": 1034,
        "open_issues": 1,
        "closed_ratio": 0.998,
        "closed_issues": 434,
        "closed_unmerged_prs": 133
      },
      "bus_factor": 2,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "jamie256",
          "commits": 269,
          "avatar_url": "https://avatars.githubusercontent.com/u/88007022?v=4"
        },
        {
          "type": "User",
          "login": "FelipeAdachi",
          "commits": 192,
          "avatar_url": "https://avatars.githubusercontent.com/u/29715545?v=4"
        },
        {
          "type": "User",
          "login": "richard-rogers",
          "commits": 136,
          "avatar_url": "https://avatars.githubusercontent.com/u/93153899?v=4"
        },
        {
          "type": "User",
          "login": "murilommen",
          "commits": 113,
          "avatar_url": "https://avatars.githubusercontent.com/u/48736656?v=4"
        },
        {
          "type": "User",
          "login": "andyndang",
          "commits": 76,
          "avatar_url": "https://avatars.githubusercontent.com/u/26821974?v=4"
        },
        {
          "type": "User",
          "login": "TheMellyBee",
          "commits": 28,
          "avatar_url": "https://avatars.githubusercontent.com/u/9437821?v=4"
        },
        {
          "type": "User",
          "login": "naddeoa",
          "commits": 24,
          "avatar_url": "https://avatars.githubusercontent.com/u/1233709?v=4"
        },
        {
          "type": "User",
          "login": "dleybz",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/7946482?v=4"
        },
        {
          "type": "User",
          "login": "bernease",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/u/1657141?v=4"
        },
        {
          "type": "User",
          "login": "w0-automator",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/139920108?v=4"
        }
      ],
      "contributors_sampled": 22,
      "top_contributor_share": 0.304
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "codeql.yml",
        "docker-test.yml",
        "markdown-link-check.yml",
        "push-release.yml",
        "release-drafter.yml",
        "stale.yml",
        "test-notebook.yml",
        "whylogs-ci.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [
        ".flake8"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 9,
            "reason": "binaries present in source code",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 8,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 0,
            "reason": "0 out of 29 merged PRs checked by a CI test -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 6 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 7,
            "reason": "SAST tool detected but not run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "143 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "976bc4c15ca1d4a0199360b8d7708b63e4adaa6d",
        "ran_at": "2026-07-21T22:32:05Z",
        "aggregate_score": 4.2,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": true,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-21T01:26:14Z",
      "oldest_open_prs": [
        {
          "number": 1602,
          "created_at": "2026-04-08T05:28:34Z",
          "last_comment_at": "2026-07-13T15:43:56Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 1603,
          "created_at": "2026-04-16T21:59:59Z",
          "last_comment_at": "2026-06-04T22:04:03Z",
          "last_comment_author": "hirenkumar-n-dholariya"
        },
        {
          "number": 1606,
          "created_at": "2026-07-01T01:37:27Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2022-02-15T12:12:47Z",
      "ci_last_conclusion": "FAILURE",
      "oldest_open_issues": [
        {
          "number": 1601,
          "created_at": "2026-03-15T22:27:26Z",
          "last_comment_at": "2026-05-25T15:39:14Z",
          "last_comment_author": "rehan243"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/whylabs/whylogs",
    "host": "github.com",
    "name": "whylogs",
    "owner": "whylabs"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "at_risk",
      "name": "Overall health",
      "note": "Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.",
      "notes": [
        {
          "code": "abandonment_overall_adjustment",
          "params": {
            "cap": 49,
            "pct": 60
          }
        }
      ],
      "value": 38,
      "inputs": {
        "security": 54,
        "vitality": 28,
        "community": 87,
        "governance": 76,
        "engineering": 74,
        "abandonment_cap": 49,
        "abandonment_state": "likely_abandoned",
        "abandonment_multiplier": 60,
        "weighted_overall_before_abandonment": 64,
        "overall_after_abandonment_multiplier": 38
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
        "value": 28,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "commits_last_year": 0,
              "human_commit_share": 0.99,
              "days_since_last_push": 557,
              "active_weeks_last_year": 0
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 557 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 557
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "0/52 weeks with commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "0 commits in the last year",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "moderate",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 68,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v1.6.4",
              "releases_from_tags": false,
              "days_since_latest_release": 594,
              "mean_days_between_releases": 9.4
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 594 days ago",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 594
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~9.4 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 9.4
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "moderate",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "cap": 49,
              "state": "likely_abandoned",
              "guards": [
                "dependencies_clean"
              ],
              "signals": [
                "release_stall",
                "scorecard_unmaintained",
                "broken_ci"
              ],
              "red_flag": true,
              "multiplier_pct": 60,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": 0,
              "unanswered_open_issues": 0,
              "days_since_last_merged_pr": 1617,
              "days_since_last_human_commit": 557,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "no human commit for 557 days; 3 unmet obligation(s): releases stalled, Scorecard reports it unmaintained, CI broken",
                "points": 60,
                "status": "partial",
                "details": [
                  {
                    "code": "abandonment_flagged",
                    "params": {
                      "days": 557,
                      "count": 3,
                      "signals": "releases stalled, Scorecard reports it unmaintained, CI broken"
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 87,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "good",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "forks": 143,
              "stars": 2828,
              "watchers": 32,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "2,828 stars",
                "points": 56,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 2828
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "143 forks",
                "points": 17.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 143
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "32 watchers",
                "points": 8.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 32
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 76,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 22,
              "top_contributor_share": 0.304
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 30% of commits",
                "points": 15.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 30
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 96,
            "inputs": {
              "merged_prs": 1034,
              "open_issues": 1,
              "closed_issues": 434,
              "issue_closed_ratio": 0.998,
              "closed_unmerged_prs": 133
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1034/1167 decided PRs merged",
                "points": 33.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1034,
                      "decided": 1167
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "followers": 189,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "whylabs",
              "public_repos": 40,
              "account_age_days": 2470
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "189 followers of whylabs",
                "points": 16.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 189,
                      "login": "whylabs"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "40 public repos, account ~6 yr old",
                "points": 23.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 40
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 74,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".flake8",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 29 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "ai-pipelines",
                "approximate-statistics",
                "statistical-properties",
                "data-quality",
                "calculate-statistics",
                "python",
                "logging",
                "mlops",
                "dataops",
                "ml-pipelines",
                "data-pipeline",
                "dataset",
                "machine-learning",
                "data-science",
                "analytics",
                "constraints",
                "data-constraints",
                "model-performance"
              ],
              "has_wiki": true,
              "homepage": "https://whylogs.readthedocs.io/",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://whylogs.readthedocs.io/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "18 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 18
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 54,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 29 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "143 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:whylogs@1.6.4 runtime dependency closure — what installing the published package pulls in — 13 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:whylogs@1.6.4",
                  "assessed": 13
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 13,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 13,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.949,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "94 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 94,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "python/Makefile",
                "python/docs/Makefile",
                "python/examples/integrations/bentoml/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "java/build.gradle.kts",
                "java/core-bundle/build.gradle.kts",
                "java/core/build.gradle.kts",
                "java/smoketest/build.gradle",
                "java/spark-bundle/build.gradle.kts",
                "java/spark/build.gradle.kts"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Jupyter Notebook",
              "largest_source_bytes": 270687,
              "source_files_sampled": 395,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Jupyter Notebook without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Jupyter Notebook"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/395 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 395,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "proto/src/whylogs_messages.proto",
                "proto/v0/v0_constraints.proto",
                "proto/v0/v0_messages.proto",
                "proto/v0/v0_summaries.proto",
                "python/examples/integrations/flask_streaming/swagger.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "pypi package 'whylogs' points at a different repository (https://docs.whylabs.ai); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T22:33:04.873898Z",
  "schema_version": "0.25.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/whylabs/whylogs.svg",
  "full_name": "whylabs/whylogs",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}