公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 19:58 UTC

ttsim-dev / ttsim

The computing engine powering GETTSIM

PythonAGPL-3.0★ 2 星标⑂ 0 复刻始于 2025年7月在 GitHub 上查看 ↗

ttsim-dev/ttsim 的健康指数为 100 分中的 70 分,处于「良好」区间。 其得分最高的类别是Vitality(86/100),最低的是Community & Adoption(34/100)。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。

70
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

70
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

所有权

6 关注者7 个公开仓库始于 2025年2月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIttsim-backend1.2.1-1062 天前benefitseconomicspensionstaxestransfers

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

86优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
15.2/36提交节奏 — 52 周中有 22 周有提交
16.2/18提交量 — 最近一年 62 次提交
10/10OpenSSF Scorecard:Maintained — 18 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year62
human_commit_share0.97
days_since_last_push0
active_weeks_last_year22

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 10 个发布版本
36/36发布时效 — 最近一次发布版本于 62 天前
27/27发布节奏 — 约每 33.9 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count10
latest_release_tagv1.2.1
releases_from_tags
days_since_latest_release62
mean_days_between_releases33.9
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

34存在风险 · 占总体的 18%
评分方式
0/60星标 — 2 个星标
0/25复刻 — 0 个复刻
0/15关注者 — 2 位关注者
所用输入
forks0
stars2
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

72良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(AGPL-3.0)
0/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

74良好 · 占总体的 24%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
16.8/22.5提交分布 — 头号贡献者编写了 26% 的提交
13.5/13.5贡献者广度 — 28 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 16 contributing companies or organizations
所用输入
bus_factor3
contributors_sampled28
top_contributor_share0.255
评分方式
36.4/46.8议题解决 — 78% 的议题已关闭
29.2/38.3PR 接受 — 已裁定的 PR 中 81/106 已合并
13.5/15OpenSSF Scorecard:Code-Review — Found 27/30 approved changesets -- score normalized to 9
所用输入
merged_prs81
open_issues8
closed_issues28
issue_closed_ratio0.778
closed_unmerged_prs25
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
6.1/25所有者影响力 — ttsim-dev 有 6 位关注者
9.4/25既往记录 — 7 个公开仓库,账户约 1 年
所用输入
followers6
owner_typeOrganization
is_verified
owner_loginttsim-dev
public_repos7
account_age_days516
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 62 天前
20/20版本历史 — 10 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesttsim-backend
ecosystemspypi
any_deprecated
min_days_since_publish62

工程质量

基础的工程与文档实践是否到位?

78良好 · 占总体的 20%

工程实践

94优秀
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 28 out of 28 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

55中等
评分方式
30/30README
0/25文档目录
15/15文档 / 主页站点 — https://gettsim.readthedocs.io/
10/10仓库描述
0/10主题标签
0/10Wiki
所用输入
topics
has_wiki
homepagehttps://gettsim.readthedocs.io/
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

73良好 · 占总体的 16%

安全态势

66中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 28 out of 28 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 27/30 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 16 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 18 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.6
已排除计分(无数据或不适用):branch_protection, signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages49
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:ttsim-backend@1.2.1 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 49 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

60中等 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md, GEMINI.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 97 次人类提交中有 74 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.763
agent_instruction_filesAGENTS.md, CLAUDE.md, GEMINI.md
agent_instruction_max_bytes6,112
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置
0/11静态类型检查
0/10可复现环境
10/10已体现的代理实践 — 最近 100 次提交中有 23 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 2 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.23
toolchain_manifests
dependency_bot_commit_share0.02
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
54.5/55可控的文件大小 — 采样的 115 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes61,629
source_files_sampled115
oversized_source_files1

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

2GitHub 星标
28贡献者
62最近 12 个月提交数
0距最近推送天数
10发布版本数
3巴士系数(bus factor)
8开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'mettsim' from its registry
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

更多细节

OpenSSF Scorecard 6.6 / 10
6.6综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-26 19:58 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests28 out of 28 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 27/30 approved changesets -- score normalized to 9
10Contributorsproject has 16 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained18 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 17
注册表软件包版本约束清单文件
PyPIbeartype>=0.18pyproject.toml
PyPIdags>=0.6pyproject.toml
PyPIipywidgetspyproject.toml
PyPIjaxtyping>=0.3.10pyproject.toml
PyPIkaleido>=1.1pyproject.toml
PyPInetworkx>=3.5pyproject.toml
PyPInumpypyproject.toml
PyPInumpy-groupiespyproject.toml
PyPIopenpyxlpyproject.toml
PyPIoptree>=0.16pyproject.toml
PyPIpandas>=3pyproject.toml
PyPIplotly>=6.5pyproject.toml
PyPIportionpyproject.toml
PyPIpygmentspyproject.toml
PyPIpygraphvizpyproject.toml
PyPIpytestpyproject.toml
PyPIpyyamlpyproject.toml
全部依赖 未采集

本报告未能采集到解析后的依赖集合:GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

依赖安全公告 0

安装 pypi:ttsim-backend@1.2.1 会引入 49 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。

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 57157,
      "has_wiki": false,
      "homepage": "https://gettsim.readthedocs.io/",
      "languages": {
        "Python": 1005595,
        "Jupyter Notebook": 2152
      },
      "pushed_at": "2026-07-26T09:26:24Z",
      "created_at": "2025-07-24T07:06:26Z",
      "owner_type": "Organization",
      "updated_at": "2026-06-24T18:20:06Z",
      "description": "The computing engine powering GETTSIM",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "AGPL-3.0",
      "default_branch": "main",
      "license_spdx_raw": "AGPL-3.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://gettsim.readthedocs.io/",
      "name": "Taxes & Transfers SIMulators",
      "type": "Organization",
      "login": "ttsim-dev",
      "company": null,
      "location": null,
      "followers": 6,
      "avatar_url": "https://avatars.githubusercontent.com/u/200745588?v=4",
      "created_at": "2025-02-25T09:09:59Z",
      "is_verified": null,
      "public_repos": 7,
      "account_age_days": 516
    },
    "license": {
      "state": "standard",
      "spdx_id": "AGPL-3.0",
      "raw_spdx": "AGPL-3.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.2.1",
          "kind": "patch",
          "published_at": "2026-05-25T11:01:22Z"
        },
        {
          "tag": "v1.2.0",
          "kind": "minor",
          "published_at": "2026-03-19T14:45:04Z"
        },
        {
          "tag": "v1.1.1",
          "kind": "patch",
          "published_at": "2026-01-12T14:31:22Z"
        },
        {
          "tag": "v1.1.0",
          "kind": "minor",
          "published_at": "2025-08-26T09:52:01Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2025-08-09T18:59:40Z"
        },
        {
          "tag": "v1.0a4",
          "kind": "other",
          "published_at": "2025-08-09T06:10:04Z"
        },
        {
          "tag": "v1.0a3",
          "kind": "other",
          "published_at": "2025-07-27T13:52:14Z"
        },
        {
          "tag": "v1.0a2",
          "kind": "other",
          "published_at": "2025-07-26T11:24:26Z"
        },
        {
          "tag": "v1.0a1",
          "kind": "other",
          "published_at": "2025-07-24T14:05:31Z"
        },
        {
          "tag": "v1.0a",
          "kind": "other",
          "published_at": "2025-07-24T13:53:03Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "0fdc84b1753d52b3a35015a966dcb250d98c39aa",
          "body": "`.ai-instructions` + prek-hook bump, plus the code changes ty `0.0.52`\nrequires.\n\n- `.ai-instructions` submodule → `68dc3f4`\n- prek hooks refreshed (ruff `v0.15.19`, pyproject-fmt `v2.25.0`, ty\n`v0.0.52`)\n- ty 0.0.52 fixes: `tt/vectorization.py` and\n  `interface_dag_elements/policy_environment.py`\n-\n[…]\nstays at `v0.0.52` — the latest **published** ty binary (the\n`ty-pre-commit`\n`v0.0.53` tag has no corresponding `astral-sh/ty` release).\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)",
          "is_bot": false,
          "headline": "Bump .ai-instructions to 68dc3f4 + adapt to ty 0.0.52 (#135)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-24T18:20:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b86b0d6e66d7ffaf1002b093fa8ea70f0a0e862e",
          "body": "…k (#133)\n\n## Summary\n\nty now runs only as pre-commit hooks, under both backends, replacing the\ndedicated pixi `type-checking`/`type-checking-jax` features,\nenvironments, and tasks (`pixi run ty` / `pixi run ty-jax` no longer\nexist).\n\n- **numpy run**: the official\n[astral-sh/ty-pre-commit](https://g\n[…]\nsed, 42\nskipped\n- [x] `pixi lock` — lock file validates after pruning\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Replace hand-written ty machinery with the official ty-pre-commit hoo…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-15T19:04:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cc271726d91192997e2dd090c47bd585c168e2e5",
          "body": "### What problem do you want to solve?\n\nSome guards are used in GETTSIM but not here. Added examples to METTSIM\nand the corresponding ignores to pyproject.toml.",
          "is_bot": false,
          "headline": "Restore PLR vectorization guard (#132)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-06-09T12:37:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fceea5e64202bcbf15bfec05b75e6939da419dc3",
          "body": "…with_original_p_ids (#131)\n\nCloses #130.\n\n- Split `raw_results.columns` into\n`raw_results.columns_with_internal_p_ids` (computable from\n`processed_data` alone, endogenous `p_id_*` columns hold internal\nindices) and `raw_results.columns_with_original_p_ids` (the\nreverse-translation from #108, consum\n[…]\ned with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Split raw_results.columns into columns_with_internal_p_ids / columns_…",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-06-07T11:57:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "280694713774da873f7073a6df0012d064e0e1b0",
          "body": "…tsim (#129)\n\nThree related changes, following the discovery in\nhttps://github.com/ttsim-dev/gettsim/pull/1178#discussion_r3366916727\nthat the vectorizer handles ternary expressions (`ast.IfExp` →\n`xnp.where` via `_ifexp_to_call`):\n\n1. **Remove the dead SIM108 ignore** for\n`src_mettsim/mettsim/middl\n[…]\nweep for gettsim's policy code: ttsim-dev/gettsim#1195.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Remove dead SIM108 ignore for middle_earth; showcase ternaries in met…",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-06-07T09:15:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ad3d21c122e1f73184f0113d602e7b73e4b30119",
          "body": "…#127)\n\n`load_policy_cases` in `test_mettsim.py` resolved the policy-cases root\nas `ROOT_PATH.parent / \"tests_middle_earth\" / \"policy_cases\"`, i.e.\n`src_mettsim/mettsim/tests_middle_earth/...`, which does not exist. The\nglob found nothing, `POLICY_TEST_IDS_AND_CASES` was empty, and\n`test_policy_case\n[…]\n` — 32\npassed (24 policy cases now collected and green)\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix mettsim policy-case collection: all cases were silently skipped (…",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-06-06T07:26:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dfc457df33e58d767706eec3c9ae880c12750f22",
          "body": "## Summary\n\nSweep: every call to a project-defined function/method/class with 2+\npositional args is rewritten to use keyword names.\n\nScope:\n- src/ttsim, tests, src_mettsim\n- Project-internal targets only — stdlib, numpy, pandas, jax, and other\nthird-party calls are left alone.\n- The resolver works p\n[…]\ner <immesberger@posteo.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "chore: keyword args for project-internal multi-arg calls (#114)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-03T14:10:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "eb304073b23c73a59dc61af5eff61ff2fa3bcb38",
          "body": "## Summary\n\nFill in the six `*_by_p_id` aggregation primitives that were previously\n`raise NotImplementedError` in both `ttsim/tt/aggregation_numpy.py` and\n`ttsim/tt/aggregation_jax.py`. `sum_by_p_id` was the only kind\nimplemented before; everything else surfaced as `NotImplementedError` to\ncallers.\n[…]\ner <immesberger@posteo.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Implement count/mean/max/min/any/all by_p_id aggregations (#110)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-03T14:06:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4351a458eb5ba1f1302a043540f57e20c6ec3cd9",
          "body": "…) (#108)\n\n## Summary\n- `raw_results.columns` now reverse-translates any output column whose\nleaf name starts with `p_id_` from internal indices back to user-space\n`p_id` values, preserving the `-1` no-link sentinel.\n- Removes the previously protective\n`fail_if.endogenous_p_id_among_targets` (and it\n[…]\ner <immesberger@posteo.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Reverse-translate endogenous p_id_* targets to user p_ids (closes #43…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-03T14:03:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7d7530ac3c23777d64921248fd5b8a1047eeb77c",
          "body": "…s (#113)\n\n## What\n\nScalar inputs feeding functions that are **not** auto-vectorized —\naggregations, group-creation functions, and\n`vectorization_strategy=\"not_required\"` policy functions — are now\nbroadcast to length `n_obs` at **call time**, instead of raising a\nfail-fast error. Auto-vectorized fu\n[…]\n.7 <noreply@anthropic.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Defer scalar→array broadcast to call time for non-vectorized function…",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-06-02T17:02:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b781ec81523c8114192eb3edad794d7eaf69e49f",
          "body": "## Summary\n- Closes #84.\n- Expands the module docstring in ``src/ttsim/typing.py`` to capture why\n``TYPE_CHECKING`` + ``from __future__ import annotations`` must stay in\nplace across the codebase: ``jaxtyping.Array`` resolves via a top-level\n``__getattr__`` hook that imports JAX, so any module touch\n[…]\nuthored-by: Claude Opus 4.7 <noreply@anthropic.com>\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Document JAX-optional constraint on typing module (#84) (#106)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-02T16:14:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a4cc9c5e0cb87104fb3b61150f08a86a13290d23",
          "body": "…105)\n\n## Summary\n- Closes #73.\n- Cause: ``load_module`` registered policy modules in ``sys.modules``\nunder a *root-relative* short name (e.g.\n``orc_hunting_bounty.orc_hunting_bounty``). Decorated objects'\n``__module__`` then pointed at a non-importable name, so cloudpickle's\npickle-by-reference mac\n[…]\nuthored-by: Claude Opus 4.7 <noreply@anthropic.com>\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Load policy modules under their canonical Python import name (#73) (#…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-02T16:09:12Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ca81551cc6ffe6e64760f092386fd99f6c1f1247",
          "body": "…79) (#104)\n\n## Summary\n- Closes #79.\n- ``with_processed_params_and_scalars``\n(``specialized_environment.py:152``) used to only insert scalars from\n``processed_data`` when the qname was already a key in\n``without_tree_logic_and_with_derived_functions``. The time-conversion\nmachinery builds conversio\n[…]\nuthored-by: Claude Opus 4.7 <noreply@anthropic.com>\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Partial scalar inputs that drive derived time-conversion functions (#…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-02T16:04:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "368cdf3ef458a83edbbb98e6aac7114c67fa0827",
          "body": "## Summary\n\nMirror `results.df_with_qname_columns` with the input-side counterpart\nso the qname format works in both directions.\n\n- `InputData.qname({\"a__b\": ...})` becomes a live factory. Previously\nthe factory existed in the public API but no interface function consumed\n`input_data__qname`, so cal\n[…]\nuthored-by: Claude Opus 4.7 <noreply@anthropic.com>\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add symmetric qname I/O for InputData and results (#103)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-02T15:59:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "747bd3eeec944db5e5315a145f0a17024c57fd32",
          "body": "…loses #97, #94) (#102)\n\n## Summary\n\nA single ``_canonicalize_input_dtype`` helper in ``processed_data.py``\nnow normalizes every kind of non-canonical input column to numpy:\n\n- **Unsigned integers** (numpy uint, pandas-nullable ``UInt*``,\n``uint*[pyarrow]``) → ``int64`` (``int32`` on jax with x64 di\n[…]\nuthored-by: Claude Opus 4.7 <noreply@anthropic.com>\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Canonicalize input dtypes; coerce uint, normalize nullable/pyarrow (c…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-02T15:55:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0fabd06c89aa6c928df5ca3a7f361e69e306da15",
          "body": "Implements GEP 9: package-wide beartype claw on by default, TTSIM_BEARTYPE_CLAW=0 as a full opt-out (O0-strategy confs gate perimeter decorators + forwarder), TTSIMError hierarchy, wide/narrow UserX type split. See PR #101.",
          "is_bot": false,
          "headline": "Beartype + jaxtyping runtime type-checking rollout (GEP 9) (#101)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-06-02T15:15:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d02ac8665f2220053a583e0ea40a3a0351065c3",
          "body": "Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Prepare release 1.2.1 (#112)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-05-25T10:58:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c30f66d24c84bf4106ceb753cd0f47e95a054964",
          "body": "## Coordinated change\n\nPart of a three-repo change adopting runtime type checking in dags-based\nprojects:\n\n-\n**[OpenSourceEconomics/dags#82](https://github.com/OpenSourceEconomics/dags/pull/82)**\n— makes dags wrappers honest forwarders so runtime checkers aren't\nmisled. Keystone; releases as dags 0.\n[…]\nlf. The forward-compatible half\nis exercised by dags#82's own suite.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.7 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Adapt to dags' runtime-type-checker-friendly wrappers (#99)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-05-24T10:03:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8ecbaca5462925442afe795e67408a355266e9cb",
          "body": "## Summary\n\nVectorisation strategy `\"loop\"` failed if functions had piecewise\npolynomial param inputs. This PR fixes this.\n\nRelated to #91 — these fixes enable downstream projects (e.g. GETTSIM)\nto switch policy functions to the `\"loop\"` strategy for any (not already\nnatively) vectorised function.\n\n\n[…]\n resolve type\nannotations on `numpy.vectorize` objects.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix loop vectorization for functions with param helpers (#92)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-03-23T15:11:35Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6fd0123d160a1e32604b71f8e3141c8b87c76872",
          "body": null,
          "is_bot": false,
          "headline": "Change title in changelog for release.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-03-19T14:40:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5cf4228eb23912616f52f05160a78a495af60160",
          "body": null,
          "is_bot": false,
          "headline": "Prepare CHANGES.md for release.",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-03-19T14:25:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61ef297df75fa69ff6c7b8ad9ecc514324546f35",
          "body": "- make a dataclass frozen\n- add dags.md to ai-instructions\n- bump pyproject-fmt and apply",
          "is_bot": false,
          "headline": "Trivial updates to code quality. (#90)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-03-19T14:09:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c17c1f5ff36cb5d4ca924dfbf336ef1ee3ae62f",
          "body": "## Summary\n- Convert all NumPy-style `Parameters`/`Returns`/`Raises` docstring\nsections to Google convention across 15 infrastructure files\n- Drop type annotations from docstrings (already in signatures)\n- Net: -182 lines (more concise format)\n\nCloses #88\n\n## Test plan\n- [x] `pixi run ty` — all chec\n[…]\nGenerated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>",
          "is_bot": false,
          "headline": "Migrate docstrings from NumPy to Google convention (#89)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-03-19T11:08:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9bbba34d26703f5f8febffaa2ff7d4d8397f44ed",
          "body": "…08) (#76)\n\nImplemt GEP-08.\n\nReplace numbered dict format with ordered list of interval dicts:\n- Add interval_utils.py: validate_intervals(),\nextend_intervals_to_real_line()\n- Support partial domains (NaN for out-of-domain values)\n- Transpose rates shape from (n_coefficients, n_intervals) to\n(n_inte\n[…]\nuthored-by: Claude Opus 4.5 <noreply@anthropic.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>",
          "is_bot": false,
          "headline": "Refactor piecewise polynomial to use explicit interval notation (GEP-…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-03-19T05:46:08Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9e2aad237bf7da831db576b1cc1cef6fa20a9b3a",
          "body": "`dags` 0.5.0 includes a couple of changes, which would raise\n`DeprecationWarning`s and at some point break `ttsim`:\n\n- `fail_if_paths_are_invalid` has been removed from `dags.tree`\nnamespace, must import via `from dags.tree.validation import\nfail_if_paths_are_invalid`\n- `one_function_without_tree_logic` has been renamed to\n`get_one_function_without_tree_logic`\n\nWe fix those imports here.",
          "is_bot": false,
          "headline": "Require `dags` 0.5.0 (#86)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-03-11T10:08:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "100477aa33a0915fd919f3776b3a537e705285fe",
          "body": "### What problem do you want to solve?\n\nInternally, we need string annotations (via `from __future__ import\nannotations`) and `if TYPE_CHECKING` blocks in order to not require jax\nas a runtime dependency:\n\n- Bool, Float, Int (dtype validators) can be imported without JAX\n- Array cannot - it triggers\n[…]\nrization machinery. Changing two lines helps.\n\n---------\n\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>\nCo-authored-by: Marvin Immesberger <74215010+MImmesberger@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Allow non-string annotations in vectorization. (#83)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-02-12T18:25:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fd099009d29b78670c92923435d324becb515983",
          "body": "## Summary\n- Add a `run-ty` job to the main CI workflow that runs the `ty` static\ntype checker\n- Runs on `ubuntu-latest` using the `py314-jax` pixi environment, in\nparallel with existing test jobs\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add ty static type checker to CI (#82)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-02-12T18:07:53Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e647ffe16f221ecd438d212d943bb095e6922c75",
          "body": "### What problem do you want to solve?\n\nCloses #18 \n\n- Add extensive test coverage for interface layer modules\n- test_interface_node_objects.py - Tests for interface DAG node objects\n- test_dates.py - Tests for date handling functionality\n- test_labels.py - Extended label tests\n- test_tt_targets.py \n[…]\n.5 <noreply@anthropic.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Improve test coverage (#75)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-02-12T10:46:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0397cba2c5798215db3f14442f3c149673cb6416",
          "body": "Fix #80.\n\n*(curse of dimensionality at work, sorry...)*\n\n---------\n\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>",
          "is_bot": false,
          "headline": "Generalise type hints of time conversion functions (#81)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-02-11T21:23:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d36b549d83731bcb0a4d145f6fc48027101a6a1b",
          "body": "Move ty to test feature and other updates following the new template.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Boilerplate update (#74)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2026-01-28T10:45:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e26d3ff97725d593db9641f9b9b1ddd0349384d",
          "body": "- Ran\n[code-simplifier](https://github.com/anthropics/claude-plugins-official/tree/main/plugins/code-simplifier)\non the codebase.\n- Use `pyproject.toml` etc. based on https://github.com/OpenSourceEconomics/ai-instructions/tree/main/boilerplate\n\n---------\n\nCo-authored-by: Marvin Immesberger <74215010+MImmesberger@users.noreply.github.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>",
          "is_bot": false,
          "headline": "Simplify, update boilerplate code (#69)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-01-23T16:56:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eef66a63166c0b3478489f102b68863f0af8968c",
          "body": "Fix #58",
          "is_bot": false,
          "headline": "Get rid of UnitTest style tests. (#68)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-01-21T13:37:03Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "51f3d8d5de6e7751664339fa3d6376a22f2bd55b",
          "body": "Fix #45 using standard glob patterns:\n\n| Pattern element | Meaning |\n|-----------------|---------|\n| `\"exact_name\"` | Matches this exact path segment |\n| `\"prefix*\"` | Matches segments starting with `prefix` |\n| `\"*suffix\"` | Matches segments ending with `suffix` |\n| `\"*infix*\"` | Matches segments c\n[…]\n](https://gettsim--1128.org.readthedocs.build/en/1128/tutorials/visualizing_the_system.html#Glob-patterns-for-flexible-matching).\n- Twin [GETTSIM #1128](https://github.com/ttsim-dev/gettsim/pull/1128)",
          "is_bot": false,
          "headline": "Better selection mechanism for `node.colormap` in graphs. (#67)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-01-18T08:08:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0768ada5a637472912a242cd9c09ee75e9c2eb13",
          "body": "Requires a fix on the dags side in 0.4.2 (see [dags #59](https://github.com/OpenSourceEconomics/dags/pull/59) that popped up in GETTSIM, add a reproducer here.\n\n---------\n\nCo-authored-by: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add Python 3.14 support. (#65)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2026-01-08T17:58:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8a07b104230a0e4eefa481fe70eb67e781f12791",
          "body": "Lots of improvements, highlights:\n\n- The typing of `OrigParamSpec` was off. What we had written was \"one of\ntwo exclusive kinds of dictionaries\" where we wanted to write \"One\ndictionaries where key/value pairs can take one of two forms\". Fixed via\na Protocol.\n- Use `TypeAlias` for `OrderedQNames` in\n[…]\nsted_nodes_cannot_be_found` to \n`_fail_if_requested_nodes_not_in_dag` and do not do redundant check on\ninput-dependent interface functions (made a test out of that).\n\n---\n- co-authoed by @MImmesberger",
          "is_bot": false,
          "headline": "Move from mypy to ty (#63)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-12-23T14:25:48Z",
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          "is_coding_agent": false
        },
        {
          "oid": "9c7c7f736d4c8a0bad208be8e77e640b9b4d9cba",
          "body": "- Update pixi in GHA.\n- Wrap parsing of options in try-except block so we can run tests in all repos included in dev-gettsim workspace.",
          "is_bot": false,
          "headline": "Some chores (#62)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-12-21T09:22:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "855816a0babe1ebbc90b629f97bb8b07f040dba5",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/lyz-code/yamlfix: 1.17.0 →\n1.19.0](https://github.com/lyz-code/yamlfix/compare/1.17.0...1.19.0)\n- [github.com/astral-sh/ruff-pre-commit: v0.12.11 →\nv0.14.7](https://github.com/astral-sh/ruff-pre-commit/compare/v0.12.11...v0.14.7)\n- [github.com/kynan/\n[…]\n0.35.0)\n<!--pre-commit.ci end-->\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#59)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-12-16T13:03:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b1bd853bcc388387813643cda900d36e80b15fc9",
          "body": "Bumps the github-actions group with 3 updates in the / directory:\n[actions/checkout](https://github.com/actions/checkout),\n[prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) and\n[actions/setup-python](https://github.com/actions/setup-python).\n\nUpdates `actions/checkout` from 5 to 6\n<d\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the github-actions group across 1 directory with 3 updates (#61)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-16T11:49:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6d3482c1429f0529a709d65badfcb48ca3c5eb67",
          "body": "### What problem do you want to solve?\n\nThis PR\n- renames time converters for flow variables (e.g. earnings **per**\nmonth) from `x_to_y` to `per_x_to_per_y` with x, y being our usual time\nabbreviations.\n- adds time converters for stock variables (e.g. number of unemployment\nperiods on the monthly **level**) named `x_to_y`\n- exposes the stock time converters to make them importable via\n`ttsim.interface_dag_elements`.",
          "is_bot": false,
          "headline": "Add and expose time converters targeting stocks (#56)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-10-02T07:53:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "755304bcde926bef7b12f9a8bea8573450d04fb8",
          "body": "### What problem do you want to solve?\n\nThe _q to _m automatic time conversion (and the corresponding test) was\nincorrect. This PR fixes that.",
          "is_bot": false,
          "headline": "Fix _q to _m time conversion. (#55)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-09-15T07:50:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "305f4f8d003b14e6781b7a96f0e7d8aa3d60d6af",
          "body": "### What problem do you want to solve?\n\nAdds\n\n- a `fail_if` function that raises an error if a function expects an\narray as an input (because it is natively vectorized), but got passed a\nscalar via `processed_data`\n- a `warn_if` function that raises a warning if\n`tt_function_set_annotations` is `False` (because this disables the\ncheck above).\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Raise error if scalar is passed to function expecting an array (#53)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-09-06T15:07:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "591358e1baa7ac950a4ab00da64c35b30ef47a14",
          "body": "…d an ambiguous name. (#52)\n\n### What problem do you want to solve?\n\n- `fail_if__input_data_tree_is_invalid` was too strict because it\nallowed for array leafs only. It now also allows for float/int/bool.\nAlso fixed some corresponding bugs down the line.\n- Rename `environment_is_invalid` to `policy_environment_is_invalid` to\nmake clear that this is not about the specialized policy environment.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix fail_if checks: input data tree was too greedy and environment ha…",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-09-04T12:25:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5d8a6ebf7640ad8dc1a5b289e6e02f476d42a56",
          "body": "Bumps the github-actions group with 2 updates:\n[actions/checkout](https://github.com/actions/checkout) and\n[prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi).\n\nUpdates `actions/checkout` from 4 to 5\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the github-actions group with 2 updates (#50)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-09-01T07:24:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b08f2e1f61badf375f9d3711a595db927b39e5df",
          "body": null,
          "is_bot": false,
          "headline": "Typo spotted by @JuergenWiemers",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-08-26T16:34:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fda301ebd80577187e2ec1eeb3360707f9699c1",
          "body": "Closes #47",
          "is_bot": false,
          "headline": "Fix test failure on WSL2 due to different DAG execution order (#49)",
          "author_name": "JuergenWiemers",
          "author_login": "JuergenWiemers",
          "committed_at": "2025-08-26T16:20:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6404bd3ff65e8ed934a93daf9d7e58209265f092",
          "body": "Just updated the heading for v1.1.0",
          "is_bot": false,
          "headline": "Fix changelog ex post. (#48)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-08-26T09:54:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0942d8f25fbd2dc5f97b6007796e95147d2b13c",
          "body": "### What problem do you want to solve?\n\nSee discussion in [GETTSIM\n#1073](https://github.com/ttsim-dev/gettsim/issues/1073). Currently, the\ncycler will pick different colors for nodes depending on the contents of\ngraph.\n\nThis PR allows specifying a mapping of tree paths to colours in both\n`plot.dag`\n[…]\nupsert_tree` and `merge_trees`.\n- Re-ordered the arguments to 'main' into blocks: [typical user input]\n[rough interface dag flow]\n\n---------\n\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>",
          "is_bot": false,
          "headline": "Plots with colormap and improved descriptions (#44)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-08-26T09:45:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "788b727a40da7bf8aadc9803cd6693e87d62334a",
          "body": "Small optimization. Considerable impact if `include_fail_nodes=True` and\nthe input data is large.",
          "is_bot": false,
          "headline": "Optimization for `fail_if.foreign_keys_are_invalid_in_data` (#46)",
          "author_name": "JuergenWiemers",
          "author_login": "JuergenWiemers",
          "committed_at": "2025-08-21T16:51:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83de7f68f1acd62bcaf6b920b49864edd48b616c",
          "body": "This PR pre-sorts user data by original person ID (`p_id`) to improve\nperformance.\n\n### Key Changes:\n\n- User data is now sorted by original `p_id` early in the pipeline\n(`processed_data`)\n- Introduced a new `sort_indices` interface function that computes\nsorting indices for restoring original row or\n[…]\ner endogenously computed\n`p_id`s are included in the target list, opened #43 related to that\n- Added tests for row order restoration functionality\n- Updated existing tests to work with the sorted data",
          "is_bot": false,
          "headline": "Pre-sort user data by p_id for performance (#42)",
          "author_name": "JuergenWiemers",
          "author_login": "JuergenWiemers",
          "committed_at": "2025-08-20T08:21:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d88fa76958e76c8402840d628045c915a0e343d",
          "body": "…s.fail_if` functions (#41)\n\n- The crucial change is in `tt.shared.join`. It looks like we currently\nuse an NxN lookup table; we really shouldn't do that. 😅With this PR,\nruntime complexity is $O(log(n))$ instead of $O(n)$ and memory usage is\n$O(n)$ instead of $O(n^2)$.\n- The optimizations in the `fail_if` functions mostly help the\n\"pre-processing stage\".",
          "is_bot": false,
          "headline": "Optimizations: `tt.shared.join`, several `ttsim.interface_dag_element…",
          "author_name": "JuergenWiemers",
          "author_login": "JuergenWiemers",
          "committed_at": "2025-08-14T08:12:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad625be4b02aad01e7ffacbacbf09dfec85589a3",
          "body": "Optimize `aggregation_numpy.sum_by_p_id` and small optimization of\n`data_converters.df_with_mapped_columns_to_flat_data`\n\n- I am still trying to pick some low hanging (optimization) fruits. I am\nreaching the point of diminishing returns (which is good!).\n- I tried to be minimally invasive. I only re\n[…]\n7     1.22x       Complete execution                   \n--------------------------------------------------------------------------------------------------------------------------------------------\n```",
          "is_bot": false,
          "headline": "Improve performance of `aggregation_numpy` and `data_converters` (#40)",
          "author_name": "JuergenWiemers",
          "author_login": "JuergenWiemers",
          "committed_at": "2025-08-12T05:15:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "97dea8a9add9dd8218c5f8c494b388c150d9b7f7",
          "body": "### What problem do you want to solve?\n\nThe `all_paths` selection type shows all paths that connect any primary\nnodes. There must be at least two primary nodes.",
          "is_bot": false,
          "headline": "Plotting: Replace `nodes` selection type with `all_paths` (#38)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-08-09T18:54:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bae8342b06708de6fcbf88602bffaf4ebea5bedb",
          "body": "### What problem do you want to solve?\n\nCloses #33\n\nAlso adds `SpecializedEnvironmentForPlottingAndTemplates` as an argument\nto `main`.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Pass all arguments of main via class methods (#37)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-08-09T14:48:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "355e17769378ab17b69dac838ccad3e9cdd094e6",
          "body": null,
          "is_bot": false,
          "headline": "Fix (?) security permissions for GHA workflow. (#36)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-08-09T06:08:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5cebf9a184eeeacb70672a9717f595801c5583fe",
          "body": "…lisher set up) (#35)",
          "is_bot": false,
          "headline": "Remove token from publish-to-pypi (counterproductive with trusted pub…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-08-09T05:53:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18bbce2bc54ce74410338b37274374e70ad90cc7",
          "body": "…ased on `policy_input`s (#32)\n\n### What problem do you want to solve?\n\nCloses #27, #30, #24\n\nThis PR fixes the root problem of many issues we had with the\ncreation of templates and plotting: derived functions are part of the\n`specialized_environment` only if they can be build from input data or\noth\n[…]\n53113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Build inputs template and plotting DAG from specialized environment b…",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-08-09T05:32:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "57cc3536b3a4df5360d6d7eba9178769d32b2020",
          "body": "- Improve speed of pandas -> jax array conversion by going via numpy.\n- Improve duplicate detection algorithm.\n- Speed improvement is more than 12-fold in some cases.",
          "is_bot": false,
          "headline": "Optimize JAX performance in data preparation pipeline (#34)",
          "author_name": "JuergenWiemers",
          "author_login": "JuergenWiemers",
          "committed_at": "2025-08-08T15:08:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c69ccd08d0002b496029d5d9934ae61f442d1b77",
          "body": "### What problem do you want to solve?\n\nThe TT DAG has orphan nodes when not selecting a target via\n`NodeSelector`.\n\n- Those nodes are: `evaluation_x`, `policy_x` for `x \\in [\"year\",\n\"month\", \"day\", \"date\"]`\n- They are part of the DAG because they are `policy_inputs`\n- They are orphaned if they are \n[…]\nnction`s\n(in GETTSIM), not `policy_function`s.\n\nIf this is the case, this PR removes the explicitly from the plotting\nDAG.\n\n---------\n\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Remove orphaned nodes from tt dag (#23)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-08-01T06:58:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "23bfd12dd05b0b8d38195f6c207f777ade3afceb",
          "body": "- Move `mettsim` into its own folder and package, which mirrors the\nstructure of `gettsim` in that it has subfolders `middle_earth` and\n`tests_middle_earth`.\n- Use imported `middle_earth.ROOT_PATH` instead of `METTSIM_ROOT`s\ndefined in dozens of files.\n- [unrelated] In `./pyproject.toml`, use `hatch-vcs` instead of\n`hatch_vcs` since conda linter complained.",
          "is_bot": false,
          "headline": "Improve \"packaging\" of METTSIM (#22)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-28T08:43:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5efdbb9950f46341c432eef1adb0c34d467d11d",
          "body": null,
          "is_bot": false,
          "headline": "Fix changelog. (#21)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-27T13:51:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a53ba806ceaa08956943586086eb44ca5943f321",
          "body": "Mostly motivated by a corresponding GETTSIM PR, this does the following:\n\n- Rename the `mettsim` / `mettsim_tests` directories to `middle_earth`\nand `tests_middle_earth`\n- Rename the `test_data` directory to `policy_cases` and adjust function\nnames.",
          "is_bot": false,
          "headline": "Clearer architecture (#19)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-27T13:37:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87227c2cd1d00cb7eeda18163266576f9153399d",
          "body": "### What problem do you want to solve?\n\nAdds the param type `sparse_to_consecutive_int_lookup_table` alongside\nof `convert_sparse_to_consecutive_int_lookup_table`.\n\n---------\n\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Add type for sparse dict with integer keys param (#17)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-27T07:08:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ee64da3a99454ec087814678906217fbdbc6ae2",
          "body": "- As discussed in [GETTSIM\n#1055](https://github.com/ttsim-dev/gettsim/pull/1055), we sometimes\nwant to fail or issue a warning if a certain node is visited in the\ngraph. This PR adds a mechanism for that along with corresponding tests\n- Implementation: \n  - All `ColumnObjects` and `ParamFunctions` \n[…]\ned that `tt_dag` is a better name\nfor `tax_transfer_dag` as we are using that abbreviation much more\nextensively that 'tax_transfer' by now. Renamed, same for\n`tax_transfer_function` -> `tt_function`.",
          "is_bot": false,
          "headline": "Add fail/warn mechanism to ColumnObjects and ParamFunctions (#16)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-26T11:08:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4d049b1b3a97089c2aad00cb98165e4d0964bb28",
          "body": "Fix another GETTSIM test failure with Jax 0.7.0.\n\nAdd test and fix.",
          "is_bot": false,
          "headline": "Do not call len() on unsized arrays (#15)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-26T05:00:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbf0e4c5c810a77618fcab90d9b480adc9335fef",
          "body": "…_changed' (#14)\n\nDoing so yields an error with Jax 0.7.0",
          "is_bot": false,
          "headline": "Do not loop over the attributes of Jax arrays in 'fail_if.backend_has…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-26T04:16:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d9a098b45dbe96f90330c67b8b6587427ae62b8",
          "body": "### What problem do you want to solve?\n\nAs suggested\n[here](https://github.com/ttsim-dev/gettsim/pull/1056#pullrequestreview-3056621461).\n\n---------\n\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Put plotting functions in `ttsim.plot.dag` namespace (#13)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-26T03:57:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58818e63bd807672c095bc8ec7661039f5fd89a4",
          "body": "### What problem do you want to solve?\n\nI tried both versions (with/without fail nodes) using GETTSIM's tests\nwith the py13 environment and backend numpy. 52 vs 53 seconds, so should\nbe no big deal turning it on.",
          "is_bot": false,
          "headline": "Turn on `fail_if` nodes when running policy tests (#12)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-25T19:47:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9fb394ccdc83a733b17d012f85d92c91831c4910",
          "body": "### What problem do you want to solve?\n\n@JuergenWiemers pointed out that some nodes are missing when calling\n`plot_tt_dag`.\n\nIt turned out that there were two bugs:\n1. When using `NodeSelector`, we didn't add the \"main\" node to the DAG\n(`nx` doesn't do so automatically)\n2. We still had an `include_o\n[…]\ntion of `evaluation_x`, `policy_x`, `xnp`,\n`dnp` and friends. This caused `policy_inputs` and some other nodes to\nbe thrown out of the DAG. I removed the argument completely, we don't\nneed it anymore.",
          "is_bot": false,
          "headline": "Fix several bugs in `plot_tt_dag` (#11)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-25T19:21:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "44a38d263aee7fd23bda0e694d4179b4eed35de9",
          "body": "### What problem do you want to solve?\n\n- Fix #4 \n- Had to change quite a few tests which should have failed for other\nreasons, but where this error came first now.\n- Update pixi on GHA\n\n---------\n\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>",
          "is_bot": false,
          "headline": "Raise error when passing data but no targets (#9)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-25T17:33:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "e10fd6d189dfed950ac48862e7e1f1a7b7493dba",
          "body": "Closes #7",
          "is_bot": false,
          "headline": "Allow for input data as targets. (#8)",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-25T09:33:21Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "body": "Fail if the leaf name of an object in the policy environment differs from the last element of the path",
          "is_bot": false,
          "headline": "Merge pull request #6 from ttsim-dev/fail_if_leaf_name_diff",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-25T09:22:00Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Fix workflow file, exclude elements need to be atomic.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
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          "headline": "Remove leaf name attribute from ParamObjects.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
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          "body": null,
          "is_bot": false,
          "headline": "Don't specify default value to make things easier to read; renamings.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-25T07:25:29Z",
          "body_truncated": false,
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          "body": "…eaks that come from formatter).",
          "is_bot": false,
          "headline": "Simplify fail function, correct regex in test (never depend on linebr…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
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          "body": null,
          "is_bot": false,
          "headline": "Improve error message a bit.",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-24T20:20:44Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Fail if leaf name is different than last path element.",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-24T20:17:38Z",
          "body_truncated": false,
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          "oid": "2ebbfa1a3a2920e16d2cbee5203bc8c4d34de4b9",
          "body": "…me package to ttsim-backend because PyPI decided it was too similar to an existing package.",
          "is_bot": false,
          "headline": "Renamings as described in PR #3 (history was messed up), have to rena…",
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          "headline": "Initial standalone TTSIM",
          "author_name": "Hans-Martin von Gaudecker",
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          "body": null,
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          "headline": "Add mac object to gitignore, wording in question template.",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
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          "body": "… function.",
          "is_bot": false,
          "headline": "Allow not requiring correct type annotations in the taxes & transfers…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
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          "body": null,
          "is_bot": false,
          "headline": "Add comment to params schema file.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
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          "body": null,
          "is_bot": false,
          "headline": "Fix versioning.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-24T08:24:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Initial shot of removing GETTSIM.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-24T08:11:47Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Remove explicitly adding group ID to template, see issue #1051.",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-23T17:17:35Z",
          "body_truncated": false,
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        },
        {
          "oid": "5fe956fc8a8d1c5b9ae55a40d389ea105254b4b9",
          "body": "### What problem do you want to solve?\n\n- [x] Add a GEP for the revamped interface\n- [x] Update earlier GEPs to reflect the changes that have become\nnecessary after GEP 6 (since our documentation is small, it does not\nmake sense to keep outdated things around).\n- [x] Add the finalised schema from #8\n[…]\nppendix to GEP 3\n\n[Resolution on Zulip.](https://gettsim.zulipchat.com/#narrow/channel/309998-GEPs/topic/GEP.2007/near/530389224)\n\n---------\n\nCo-authored-by: Marvin Immesberger <immesberger@posteo.de>",
          "is_bot": false,
          "headline": "GEP 7 and updates to GEPs 1-5 necessitated by GEP 6 (#855)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-23T16:42:25Z",
          "body_truncated": true,
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        },
        {
          "oid": "84daa3c28155261741f363d18d7292bd794f78ab",
          "body": "…omatically created function (#1050)\n\n### What problem do you want to solve?\n\nCloses #1049\n\n---------\n\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Allow input template creation when path to root node traverses an aut…",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-23T16:31:42Z",
          "body_truncated": false,
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        },
        {
          "oid": "b88e3e1615af3242dde3b45965b12f4461cf0e22",
          "body": "…994 (#1048)\n\nCheck whether the structure of the paths matches. E.g.:\n\n- `input_data={\"df_and_mapper\": None}`: Fails because there needs to be\na dict below \"df_and_mapper\"\n- `input_data={\"not_around\": None}`: Fails because `not_around` is not a\nvalid child of `input_data`\n- `not_around=None`: Fails because not around is not a valid root node\n(already taken care of by Python itself when calling `main`, but let's\nbe pedantic...)",
          "is_bot": false,
          "headline": "Raise an error if invalid input paths are provided to `main`, fixes #…",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-23T14:23:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "205f3585d90f780cd3794ce0cb813ba5d4d757e2",
          "body": "Add `fail_if.backend_has_changed`. \n\nLessons learned:\n- Numpy can handle Jax arrays (see test)\n- Jax can handle NumPy arrays that are passed as the processed data (see\ntest)\n- The problematic case are parameters that are partialled to functions.\nUnfortunately, these are typically custom objects. We to loop over them and\ncheck whether any of them happens to be a numpy array",
          "is_bot": false,
          "headline": "Fail if backend has changed (#1046)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-23T14:15:25Z",
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        },
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          "oid": "3437b127aee77aba704f97879c3bfa5729db279c",
          "body": "Fixes #869\n\n- Raise an error when type-conversion calls like float, int, etc. are encountered\n- Raise an error when augmented assignment (+= and -= and *= and /= and friends) are encountered\n- Remove some tests that actually relied on that behavior, make test numbering consistent.",
          "is_bot": false,
          "headline": "Raise more errors during vectorization (#1043)",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-23T09:37:47Z",
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        {
          "oid": "e4e7ada6c81c8829d2aeef07838b2cf5b6b2da63",
          "body": "### What problem do you want to solve?\n\nCloses #999 \n\nFails if any `param_function` depends on a `ColumnObject`, with the\nexception being `evaluation_x` and `policy_x` (they are `PolicyInputs`).\n\n---------\n\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Fail if ParamFunctions depends on ColumnObjects (#1044)",
          "author_name": "Marvin Immesberger",
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          "body": "This reverts commit 6f12a598df1a216d123617b94a9cbb534499f20f.",
          "is_bot": false,
          "headline": "Revert \"Fail if param functions depend on policy functions.\"",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
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          "oid": "6f12a598df1a216d123617b94a9cbb534499f20f",
          "body": null,
          "is_bot": false,
          "headline": "Fail if param functions depend on policy functions.",
          "author_name": "Marvin Immesberger",
          "author_login": "MImmesberger",
          "committed_at": "2025-07-22T15:44:45Z",
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          "oid": "cbf95c1fddc77955384e41fcdf62007cb256f9f8",
          "body": null,
          "is_bot": false,
          "headline": "Had merged without double-checking all tests...",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-22T13:26:00Z",
          "body_truncated": false,
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        {
          "oid": "3f3532215a3d3d4827e79bf68e7680a6a42294f1",
          "body": "*Leaving the almost-unedited stuff from Claude Code here for\ndemonstration purposes*\n\n## Summary\n\n- Implements `copy_environment` function to address issue #1008\n- Provides proper copying of policy environments containing unpickleable\nfunction objects\n- Available in both `ttsim` and `gettsim` namesp\n[…]\n--\n\nCo-authored-by: Marvin Immesberger <74215010+MImmesberger@users.noreply.github.com>\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: Hans-Martin von Gaudecker <hmgaudecker@gmail.com>",
          "is_bot": false,
          "headline": "Add copy_environment function (#1008) (#1042)",
          "author_name": "Tim Mensinger",
          "author_login": "timmens",
          "committed_at": "2025-07-22T13:01:05Z",
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        {
          "oid": "6e4f869a52532b35a7745d5d2f14ffdbdf469f0e",
          "body": "### What problem do you want to solve?\n\nCloses #757\n\nIn fact, any occurences of automatically created cycles reported in #757\nhave already been solved via the namespaces structure.\n\nIn ALG2 we have\n\n```python\n@policy_function(start_date=\"2005-01-01\")\ndef wohnfläche(\n    wohnen__wohnfläche_hh: float,\n[…]\nrbeitslosengeld_2__wohnfläche`.\n\nStill, thanks to the work done by Lars in the past, a general TTSIM\nsolution was easy to implement because it just copies the logic done for\ntime-conversion functions.",
          "is_bot": false,
          "headline": "Don't create DAG cycles via automatically added functions (#1041)",
          "author_name": "Marvin Immesberger",
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          "body": null,
          "is_bot": false,
          "headline": "Fix links, formatting, add 1041.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-22T10:32:47Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Fix links.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-22T09:58:39Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Update changelog.",
          "author_name": "Hans-Martin von Gaudecker",
          "author_login": "hmgaudecker",
          "committed_at": "2025-07-22T09:52:18Z",
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          "oid": "43279825e47409637e75a6b2ccc9f7214b9dc25f",
          "body": "### What problem do you want to solve?\n\nThis PR gets the input names (+docstrings) of \"vorjahr\" and similar inputs straight\nand puts them in the correct namespaces.",
          "is_bot": false,
          "headline": "Vorjahr input names and their namespaces (#1040)",
          "author_name": "Marvin Immesberger",
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                      "spdx": "AGPL-3.0"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
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              {
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
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                "points": 0,
                "status": "missed",
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              {
                "key": "pr_template",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 74,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 3,
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              "top_contributor_share": 0.255
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 26% of commits",
                "points": 16.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 26
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                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "28 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
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                      "count": 28
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 16 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "merged_prs": 81,
              "open_issues": 8,
              "closed_issues": 28,
              "issue_closed_ratio": 0.778,
              "closed_unmerged_prs": 25
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "78% of issues closed",
                "points": 36.4,
                "status": "partial",
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                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 78
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "81/106 decided PRs merged",
                "points": 29.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 81,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 27/30 approved changesets -- score normalized to 9",
                "points": 13.5,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "followers": 6,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ttsim-dev",
              "public_repos": 7,
              "account_age_days": 516
            },
            "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": "6 followers of ttsim-dev",
                "points": 6.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 6,
                      "login": "ttsim-dev"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "7 public repos, account ~1 yr old",
                "points": 9.4,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 7
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "ttsim-backend"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 62
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 62 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 62
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "10 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 78,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "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": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": null,
                "points": 16,
                "status": "met",
                "details": [],
                "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": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": "https://gettsim.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://gettsim.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": null,
                "points": 0,
                "status": "missed",
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                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 73,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 66,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "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": "Found 27/30 approved changesets -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 16 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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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": "18 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "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 is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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:ttsim-backend@1.2.1 runtime dependency closure — what installing the published package pulls in — 49 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:ttsim-backend@1.2.1",
                  "assessed": 49
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 49,
              "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": 49,
              "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": 12
            },
            "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": 60,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.763,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md",
                "GEMINI.md"
              ],
              "agent_instruction_max_bytes": 6112
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md, GEMINI.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md, GEMINI.md"
                    }
                  }
                ],
                "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": "74 of 97 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
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        ],
        "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'mettsim' from its registry",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T19:58:27.877413Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/ttsim-dev/ttsim.svg",
  "full_name": "ttsim-dev/ttsim",
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}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.