公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 13:51 UTC

shibing624 / pycorrector

pycorrector is a toolkit for text error correction. 文本纠错,实现了Kenlm,T5,MacBERT,ChatGLM3,Qwen2.5等模型应用在纠错场景,开箱即用。

PythonApache-2.0★ 6,495 星标⑂ 1,160 复刻始于 2018年3月在 GitHub 上查看 ↗

shibing624/pycorrector 的健康指数为 100 分中的 67 分,处于「中等」区间。 其得分最高的类别是Community & Adoption(77/100),最低的是AI Readiness(33/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

67
总分 / 100
中等

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。

67
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

Ming Xu (徐明)个人账户
2,371 关注者96 个公开仓库始于 2014年12月@tencent

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

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
PyPIpycorrector1.1.42,368410 天前pycorrectorcorrectionchinese-error-correctionnlp

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?

67中等 · 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
4.8/36提交节奏 — 52 周中有 7 周有提交
9/18提交量 — 最近一年 9 次提交
5/10OpenSSF Scorecard:Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
所用输入
commits_last_year9
human_commit_share0.99
days_since_last_push0
active_weeks_last_year7

发布纪律

84良好
评分方式
27/27有发布版本 — 已发布 11 个发布版本
36/36发布时效 — 最近一次发布版本于 0 天前
12.6/27发布节奏 — 约每 211.4 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count11
latest_release_tag1.1.4
releases_from_tags
days_since_latest_release0
mean_days_between_releases211.4
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?

77良好 · 占总体的 18%
评分方式
60/60星标 — 6,495 个星标
25/25复刻 — 1,160 个复刻
10.6/15关注者 — 83 位关注者
所用输入
forks1,160
stars6,495
watchers83
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
45/80月度下载量 — pypi 合计每月 2,368 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagespycorrector
dependents
ecosystemspypi
total_downloads
monthly_downloads2,368
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

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?

68中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
1.7/22.5提交分布 — 头号贡献者编写了 92% 的提交
13.5/13.5贡献者广度 — 21 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 8 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled21
top_contributor_share0.925
评分方式
44.2/46.8议题解决 — 94% 的议题已关闭
32/38.3PR 接受 — 已裁定的 PR 中 36/43 已合并
0/15OpenSSF Scorecard:Code-Review — Found 1/27 approved changesets -- score normalized to 0
所用输入
merged_prs36
open_issues29
closed_issues502
issue_closed_ratio0.945
closed_unmerged_prs7
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
24.3/25所有者影响力 — shibing624 有 2,371 位关注者
25/25既往记录 — 96 个公开仓库,账户约 11 年
所用输入
followers2,371
owner_typeUser
is_verified
owner_loginshibing624
public_repos96
account_age_days4,235
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
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 0 天前
20/20版本历史 — 41 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
packagespycorrector
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

69中等 · 占总体的 20%

工程实践

48存在风险
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://www.mulanai.com/product/corrector/
10/10仓库描述
10/10主题标签 — 8 个主题标签
10/10Wiki
所用输入
topicsspelling-errors, error-correction, pycorrector, kenlm, error-detection, csc, macbert4csc, t5
has_wiki
homepagehttps://www.mulanai.com/product/corrector/
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?

50中等 · 占总体的 16%

安全态势

37存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/27 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 8 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
3.8/7.5Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
0/5Packaging — 无数据
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
0/7.5Vulnerabilities — 32 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.6
已排除计分(无数据或不适用):packaging, 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
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
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_packages2
unassessed_packages18
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 2 个已解析依赖与 OSV 比对。 有 18 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 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。

33存在风险 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
8.6/40可读的提交历史 — 99 次人类提交中有 16 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_share0.162
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
8/8自动化维护 — 最近 100 次提交中有 1 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
toolchain_manifests
dependency_bot_commit_share0.01
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 121 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes143,019
source_files_sampled121
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 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_files

关键数据

6,495GitHub 星标
21贡献者
9最近 12 个月提交数
0距最近推送天数
11发布版本数
1巴士系数(bus factor)
29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
  • deps.dev does not index pypi:pycorrector@1.1.4; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 1,160 ⇿
0Star
1,160Fork
10发布

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

仅显示最近的历史——该仓库超出采集窗口,因此未采集最早的历史记录。

02004006008001,0001,2001,16092019-072023-012026-07
主版本 1次版本 1修订 8

每个点涵盖 7 天。

OpenSSF Scorecard 3.6 / 10
3.6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 · 2026-07-25 13:51 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/27 approved changesets -- score normalized to 0
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
5Maintained7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
不适用Packagingpackaging workflow not 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
0Vulnerabilities32 existing vulnerabilities detected
全部依赖 20

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 20 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
PyPIaccelerate间接
PyPIdatasets间接
PyPIfairseq0.12.2间接
PyPIjieba间接
PyPIkenlm间接
PyPIloguru间接
PyPImodelscope1.27.0间接
PyPInumpy间接
PyPIpaddlenlp间接
PyPIpaddlepaddle间接
PyPIpandas间接
PyPIpyahocorasick间接
PyPIpypinyin间接
PyPIpytest间接
PyPIpytorch-lightning间接
PyPIscikit-learn间接
PyPIsix间接
PyPItensorboardx间接
PyPItorch间接
PyPItransformers间接
依赖安全公告 0

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 2 个包,其中也包含从不交付的开发与测试版本固定:0 个存在已知公告,0 个为直接依赖。 有 18 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

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": [
        "spelling-errors",
        "error-correction",
        "pycorrector",
        "kenlm",
        "error-detection",
        "csc",
        "macbert4csc",
        "t5"
      ],
      "is_fork": false,
      "size_kb": 53200,
      "has_wiki": true,
      "homepage": "https://www.mulanai.com/product/corrector/",
      "languages": {
        "Python": 526846,
        "Dockerfile": 545
      },
      "pushed_at": "2026-07-25T13:50:01Z",
      "created_at": "2018-03-01T11:08:02Z",
      "owner_type": "User",
      "updated_at": "2026-07-25T13:42:54Z",
      "description": "pycorrector is a toolkit for text error correction. 文本纠错,实现了Kenlm,T5,MacBERT,ChatGLM3,Qwen2.5等模型应用在纠错场景,开箱即用。",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "master",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://blog.csdn.net/mingzai624",
      "name": "Ming Xu (徐明)",
      "type": "User",
      "login": "shibing624",
      "company": "@tencent",
      "location": "Beijing, China",
      "followers": 2371,
      "avatar_url": "https://avatars.githubusercontent.com/u/10249622?v=4",
      "created_at": "2014-12-20T03:23:30Z",
      "is_verified": null,
      "public_repos": 96,
      "account_age_days": 4235
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "1.1.4",
          "kind": "patch",
          "published_at": "2026-07-25T13:44:27Z"
        },
        {
          "tag": "1.1.2",
          "kind": "patch",
          "published_at": "2025-07-08T10:27:43Z"
        },
        {
          "tag": "1.1.1",
          "kind": "patch",
          "published_at": "2024-12-13T14:12:52Z"
        },
        {
          "tag": "1.1.0",
          "kind": "minor",
          "published_at": "2024-10-14T04:13:54Z"
        },
        {
          "tag": "1.0.2",
          "kind": "patch",
          "published_at": "2024-02-03T12:58:47Z"
        },
        {
          "tag": "1.0.0",
          "kind": "major",
          "published_at": "2023-11-07T05:09:06Z"
        },
        {
          "tag": "0.4.6",
          "kind": "patch",
          "published_at": "2022-06-17T09:03:28Z"
        },
        {
          "tag": "0.4.5",
          "kind": "patch",
          "published_at": "2022-05-10T12:25:12Z"
        },
        {
          "tag": "0.4.3",
          "kind": "patch",
          "published_at": "2022-03-21T08:19:31Z"
        },
        {
          "tag": "0.3.1",
          "kind": "patch",
          "published_at": "2021-05-09T13:55:19Z"
        },
        {
          "tag": "0.2.4",
          "kind": "patch",
          "published_at": "2021-04-06T13:30:18Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "861128357f9c3878a58cab448c92ae1f144d7b32",
          "body": null,
          "is_bot": false,
          "headline": "ci: 升级actions/cache至v4,修复cache@v2被GitHub硬失败",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2026-07-25T13:49:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7aceb7da314d02d5c01e395476e1e47ab0c7430f",
          "body": null,
          "is_bot": false,
          "headline": "ci: 增加push触发器,每次推送自动运行GitHub Actions测试",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2026-07-25T13:48:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0f2c59a4eee2e7f4dea7d927b6cbac1fc4e2661",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' of https://github.com/shibing624/pycorrector",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2026-07-25T13:42:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd23baf433005667079327ca353369c5fb29a819",
          "body": null,
          "is_bot": false,
          "headline": "chore: update image model cap",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2026-07-25T13:42:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3a7d1315317b9ada452193b47f366843b431340",
          "body": null,
          "is_bot": false,
          "headline": "v1.1.4: 专名纠错倒排索引提速,混淆集Aho-Corasick,修复空混淆集崩溃",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2026-07-25T13:41:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40df0cd8538df2c21dedd370ebc761adb6079ab1",
          "body": "Bump modelscope from 1.16.0 to 1.27.0",
          "is_bot": false,
          "headline": "Merge pull request #589 from shibing624/dependabot/pip/modelscope-1.27.0",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2026-07-25T13:34:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "63c4d869ed1d486e4c0ec511d751199b2c32573b",
          "body": "Bumps [modelscope](https://github.com/modelscope/modelscope) from 1.16.0 to 1.27.0.\n- [Release notes](https://github.com/modelscope/modelscope/releases)\n- [Commits](https://github.com/modelscope/modelscope/compare/v1.16.0...v1.27.0)\n\n---\nupdated-dependencies:\n- dependency-name: modelscope\n  dependency-version: 1.27.0\n  dependency-type: direct:development\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump modelscope from 1.16.0 to 1.27.0",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-04T19:58:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e3caeaf03c42cdb7473ed7e966b62bdc6c69309",
          "body": "Updated README to clarify token length requirement for training.",
          "is_bot": false,
          "headline": "Clarify token length requirement for training",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2026-01-12T03:05:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1dbc3f3a1bce677824b3308c2c8417b9910ba67d",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2026-01-06T02:33:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53368e6aa23c457c5b99a46b05a30e7fd5231f24",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2026-01-06T02:32:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15be6b778a165ba34086d512e58dcfa515d5b8b6",
          "body": null,
          "is_bot": false,
          "headline": "read",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-11-20T06:48:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "12b965fe35c0b15dd77b603882a396f4e86d045f",
          "body": null,
          "is_bot": false,
          "headline": "fix: remove all loguru handlers before main execution in demo.py",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-09-08T02:45:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bb3794896418607051443e2ed102bf966cb2ea0",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2025-08-05T02:40:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c3edd6f557c741475d5c28300da2fe30cf5f73c",
          "body": "fix: 修复专名纠错函数在多次替换时存在位置索引偏移问题,导致后续替换位置计算错误",
          "is_bot": false,
          "headline": "Merge pull request #573 from cwq19921112/master",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2025-08-02T13:18:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "615016e71065262b35c338c7a7b35ff99b8198cc",
          "body": null,
          "is_bot": false,
          "headline": "fix: 修复专名纠错函数在多次替换时存在位置索引偏移问题,导致后续替换位置计算错误",
          "author_name": "cwq19921112",
          "author_login": "cwq19921112",
          "committed_at": "2025-08-01T03:24:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f779302add258abb4758ed912057353f34e4fdd8",
          "body": null,
          "is_bot": false,
          "headline": "bump: update version to 1.1.3",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-07-09T02:37:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f40a2519d00dcdaf5dfca13da241bb1e6426cf4",
          "body": null,
          "is_bot": false,
          "headline": "docs: update parameter description for threshold in macbert_corrector.py",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-07-09T02:35:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a08590b28194ca4c5e2d109bc36be0b46ba6d48a",
          "body": null,
          "is_bot": false,
          "headline": "docs: update README to correct release tag for v1.1.2 version",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-07-08T10:28:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0c8dbc52f2438745c21d8b7d082f648dacb992b",
          "body": "…n3 model support",
          "is_bot": false,
          "headline": "docs: update README to include details for v1.1.2 release and new Qwe…",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-07-08T10:26:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d35bd1d5f58f704ebf35731285b6fcf8249483b3",
          "body": null,
          "is_bot": false,
          "headline": "docs: update README with corrected metrics for Qwen3-4B-CTC model",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-07-08T10:20:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2dbf166894580153f9c2148de7887129df733072",
          "body": "…ve output formatting",
          "is_bot": false,
          "headline": "refactor: update demo and README for new GptCorrector model and impro…",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-07-08T09:49:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acec798cb3938c5e128a34e2d6c3399a2bf5de06",
          "body": "…1821122",
          "is_bot": false,
          "headline": "https://github.com/shibing624/pycorrector/issues/565#issuecomment-292…",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2025-05-31T09:39:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d940f296d186914e6ff350685a34ad07f29acbd",
          "body": null,
          "is_bot": false,
          "headline": "exclude tests.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-12-26T07:21:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9161decc9451da2a576ceb18747267b844568a6d",
          "body": null,
          "is_bot": false,
          "headline": "update to 1.1.2 version.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-12-26T07:20:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f951e786699814b26285d392d7607e7163751fb",
          "body": null,
          "is_bot": false,
          "headline": "https://github.com/shibing624/pycorrector/issues/544",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-12-26T06:58:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df68a3624e513bf396ecb6f9dfc0fe60234f6b73",
          "body": null,
          "is_bot": false,
          "headline": "remove difflib.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-12-18T12:57:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31f7993e036c6b27b464d0c1409a457d4b0c89b3",
          "body": null,
          "is_bot": false,
          "headline": "fix https://github.com/shibing624/pycorrector/issues/534",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-12-13T13:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a5954c4e1398e0ef439d1936dc374a7a282067e",
          "body": null,
          "is_bot": false,
          "headline": "update get errors.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-12-13T13:47:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "937c4b53a3a99da4668b79f20ce54b221ccb29d1",
          "body": null,
          "is_bot": false,
          "headline": "update get errors.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-12-13T13:45:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1f6db94afd096b812daa6844bd3eba738ac1c57",
          "body": null,
          "is_bot": false,
          "headline": "update mucgec model.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-28T09:48:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81f6498c603ea7b0f5ea66eb4bf7e83769b90fe1",
          "body": null,
          "is_bot": false,
          "headline": "update mucgec model.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-28T09:44:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "598b5ccab0808653bc7b5658335a5227ef7b388e",
          "body": "feat:添加HillZhang1999的两个开源纠错模型",
          "is_bot": false,
          "headline": "Merge pull request #527 from smartmark-pro/feature-better-bart",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2024-10-28T08:56:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1be289a00204973ee342650df3580d775ef1cbaa",
          "body": null,
          "is_bot": false,
          "headline": "feat:添加HillZhang1999的两个开源纠错模型",
          "author_name": "Mark",
          "author_login": "smartmark-pro",
          "committed_at": "2024-10-27T16:54:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5370329ab32c116ec6cc2ab0d9d154e1dc174db",
          "body": null,
          "is_bot": false,
          "headline": "update news",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T08:02:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1597cf6ce34900b9f1898246185dd258989241f8",
          "body": null,
          "is_bot": false,
          "headline": "update news",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T08:02:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81e83e282d7c457b692e072f6c7a3f74e8ae37a7",
          "body": null,
          "is_bot": false,
          "headline": "update news",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T07:59:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be77232108b92e9480c51606090c2741cbca0705",
          "body": null,
          "is_bot": false,
          "headline": "update llm infer.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T07:42:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b949208e71d1e4f3f4ced9a41f778ed7ad59f626",
          "body": null,
          "is_bot": false,
          "headline": "update infer eval.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T07:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d6c2cac1b0a276e1991c8992cd7ea19dcee724e",
          "body": null,
          "is_bot": false,
          "headline": "update infer.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T06:49:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0ebc2fcd28992e1ce105481172e6f7dc2cae690",
          "body": null,
          "is_bot": false,
          "headline": "update chatglm3-csc",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T04:13:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b7bc84323221e3473384e63e32c58621bec2c70",
          "body": null,
          "is_bot": false,
          "headline": "update chatglm3-csc",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T04:10:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db61859bb5cc8c13427eb049977951e60d106078",
          "body": null,
          "is_bot": false,
          "headline": "update to v1.1.0",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T04:02:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4f46c63b5e2f36d353c8e65b9d10660ebc8c57d",
          "body": null,
          "is_bot": false,
          "headline": "update to v1.1.0",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-14T04:00:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32192a52a0f2269c442d2f753a0c6240288ec99c",
          "body": null,
          "is_bot": false,
          "headline": "update eval fn",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-13T05:58:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49fc55d4e4c01e79c9f535d7ef4feace62203f7c",
          "body": null,
          "is_bot": false,
          "headline": "update eval",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-13T05:32:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0044606a5cf16876cc796249ad2d7f38257ed6c",
          "body": null,
          "is_bot": false,
          "headline": "update qwen infer.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-13T00:52:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee0c6f0762a8352fa699dab290c34ce3b270b40e",
          "body": null,
          "is_bot": false,
          "headline": "update train data.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-13T00:41:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "448bb42692bbe2f2c3e08098ebf4a520b73883bd",
          "body": null,
          "is_bot": false,
          "headline": "update model evaluate.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-13T00:26:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db5af78bd4bcf552dde1a38bb451b42e4cc53c49",
          "body": null,
          "is_bot": false,
          "headline": "update model eval result.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T23:39:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32d28eed86052183cd7d31b20a57dd9544c6404f",
          "body": null,
          "is_bot": false,
          "headline": "update mps useful.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T23:22:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8de8f4b76ecc6ac6f035754c77dee048bdaaa6b7",
          "body": null,
          "is_bot": false,
          "headline": "update mps useful.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T23:20:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65f75d615a3f9bbeefbe3d35c0d72a9dedf541ac",
          "body": null,
          "is_bot": false,
          "headline": "update eval.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T22:43:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7585db11384af171209784f485f3fe54e88f53a3",
          "body": null,
          "is_bot": false,
          "headline": "update eval.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T22:42:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ca041a92828fa1a898c4513712b4f8623732ab8",
          "body": null,
          "is_bot": false,
          "headline": "disable fp16 when infer.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T22:20:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "123f425a068efbe44fcde20867c380692cf06326",
          "body": null,
          "is_bot": false,
          "headline": "update system prompt",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T21:49:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a3f2b88c49d05acd98bf964ee973b5db1046f1a",
          "body": null,
          "is_bot": false,
          "headline": "update mps and eval script.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T21:43:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1ac048f949f8252f622fd8c7f98d5bacd6a9782",
          "body": null,
          "is_bot": false,
          "headline": "update batch infer.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T19:53:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61e6fad89c4277174ce0c116d20d1d6120b0415e",
          "body": null,
          "is_bot": false,
          "headline": "update shibing624/chinese-text-correction-1.5b.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-10-12T15:31:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "832f646dc9447ea4ebf2dac340ce5944e3d1081a",
          "body": null,
          "is_bot": false,
          "headline": "update gpt corrector.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-09-24T07:15:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1d2f000e833ddc7fafbb1d596e168015e5beaee",
          "body": null,
          "is_bot": false,
          "headline": "update build script.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-08-28T07:00:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f144b1ccce5f95feb90fd50d3ade5a766eec8c6",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master'",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-08-21T08:10:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9511be01955c6bb5ad018e172c0b26f733080022",
          "body": null,
          "is_bot": false,
          "headline": "update readme.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-08-21T08:10:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20f00d814f77fbd6bacca755892fd9879e55890b",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2024-08-13T02:45:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a3fae105bdee2efc012f9ea49367ca8103d3abc",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2024-07-14T13:47:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2284315df0d413412f1956011dadde2324bd500c",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2024-07-14T13:46:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "833b6cf3cfa2a0738cd2f85f1722e52346e058a7",
          "body": null,
          "is_bot": false,
          "headline": "update readme.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-07-14T13:43:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e306a6f218b1f4737d5004429fc8155e282e65df",
          "body": null,
          "is_bot": false,
          "headline": "fix https://github.com/shibing624/pycorrector/issues/504",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-07-09T03:00:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4480e43ef19f38e173e692d333b2adf93c75460f",
          "body": null,
          "is_bot": false,
          "headline": "update req",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-07-04T08:35:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4b37f4ef7059251d8865a36aca2c5c616999b68",
          "body": null,
          "is_bot": false,
          "headline": "update req",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-07-04T08:35:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47b0e6ace8ecf03ce5af244b5f5b8392f0af372b",
          "body": null,
          "is_bot": false,
          "headline": "update llama model.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-07-04T06:50:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7bf090a66f867bfc3a4198ea729bda0b3713349f",
          "body": null,
          "is_bot": false,
          "headline": "update llama model.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-07-04T06:44:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5cdf3ccbb409388ab8ca1751d0731eef89c0507e",
          "body": null,
          "is_bot": false,
          "headline": "fix https://github.com/shibing624/pycorrector/issues/494",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-05-17T03:28:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d07ec8a993dd4f03218fb907960be0571c999347",
          "body": null,
          "is_bot": false,
          "headline": "update dockerfile.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-04-03T03:36:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1cdab5db4be2a7e1fc1c33f5857727c3bb40bcda",
          "body": null,
          "is_bot": false,
          "headline": "update dockerfile.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-04-03T02:50:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e27df5c40cdee87485a3036f68e68b63fd5043c",
          "body": null,
          "is_bot": false,
          "headline": "fix data dir. https://github.com/shibing624/pycorrector/issues/389",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-03-20T05:04:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0cd1774f12555682d08d50431e5a1e74814c6fd",
          "body": null,
          "is_bot": false,
          "headline": "update python version.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-03-20T04:46:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3694955e9973dd107c66937e6944aa09d606f68e",
          "body": null,
          "is_bot": false,
          "headline": "update wechat.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-02-19T07:30:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2b0cf6d81e805a277e498f411033b64ab9132f79",
          "body": null,
          "is_bot": false,
          "headline": "remove kenlm in setup.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-02-19T07:06:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "851901078d0527cc8f2d4ad8be4b4779d9e1e53e",
          "body": null,
          "is_bot": false,
          "headline": "Set data type to float32",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-02-18T10:43:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9fd17a8d5dd632222cbe8bb920effef19e289408",
          "body": null,
          "is_bot": false,
          "headline": "Set data type to float32",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-02-18T10:43:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "464b69d02e82749773161ce2ad977902ad094a03",
          "body": null,
          "is_bot": false,
          "headline": "update version 1.0.2",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-02-03T12:59:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eacef5925d340534951337b7c3cd5d40075a356a",
          "body": null,
          "is_bot": false,
          "headline": "update confusion",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-02-03T12:57:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2499e79f29f03b89694bb91b98a70d22e35d6bd4",
          "body": "Fix issue #470: Improve how confusion words are located and/or replaced",
          "is_bot": false,
          "headline": "Merge pull request #471 from treya-lin/dev",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2024-01-31T05:04:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba0a2b2a9dacf80eb4e7ba92fcbcab6f1ab3604f",
          "body": null,
          "is_bot": false,
          "headline": "Fix issue #470: Improve how confusion words are located and/or replaced",
          "author_name": "treya-lin",
          "author_login": "treya-lin",
          "committed_at": "2024-01-30T09:13:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9fe431b52c87157300eb60e282f1ecbf44826385",
          "body": null,
          "is_bot": false,
          "headline": "update model predict.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-01-16T10:08:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b7291a264679a5e48c80e44d85cd15bde75fed7",
          "body": null,
          "is_bot": false,
          "headline": "update model vocab.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-01-15T07:11:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79895e806dcd4a88634bb656042d844fcaff98a8",
          "body": null,
          "is_bot": false,
          "headline": "update model save.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-01-15T06:37:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d6e7e2bc2822a0c252e0b83a86ea38fac82cb5d",
          "body": null,
          "is_bot": false,
          "headline": "update readme",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-01-15T04:27:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "399251916806059efbff26da855515411cde5d77",
          "body": null,
          "is_bot": false,
          "headline": "update macbert model saver.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-01-15T04:26:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6fea6873c9666e8cff87e09a8ae1bce1de504a46",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master'",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-01-15T04:09:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b8bd22206086422f23ebc3006da91c78020fe6d8",
          "body": null,
          "is_bot": false,
          "headline": "update macbert model saver.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2024-01-15T04:09:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07d9a75976f82c39963a64dedafc7356f30f074d",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Ming Xu (徐明)",
          "author_login": "shibing624",
          "committed_at": "2024-01-02T12:45:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2135c4e79589e96f6590c12af275986512ed9d3",
          "body": null,
          "is_bot": false,
          "headline": "update demo.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2023-12-28T02:45:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99569eeba472ae29777cecad4427b76e9a5198fe",
          "body": null,
          "is_bot": false,
          "headline": "update 1.0.1",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2023-12-15T06:45:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1bec5e7676686ad2c6d456dbf6dafb6cef1e7f4",
          "body": null,
          "is_bot": false,
          "headline": "fix https://github.com/shibing624/pycorrector/issues/448",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2023-12-07T07:44:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74f03eac642be44f5e64d6db7221bcdd221f4e5f",
          "body": null,
          "is_bot": false,
          "headline": "update model predict.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2023-11-28T07:47:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4be9758fcf737a490e57f4c935c1cada8be3f48",
          "body": null,
          "is_bot": false,
          "headline": "update model predict.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2023-11-28T07:44:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5f93a6915d6b6294865caeebeae177dc811e6af",
          "body": null,
          "is_bot": false,
          "headline": "update model predict.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2023-11-28T07:35:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e37c6579b6b6c5060f8bcb79523084a16b51c77",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master'",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2023-11-28T06:55:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd213edba853eb849b8843a3a1340ac189661207",
          "body": null,
          "is_bot": false,
          "headline": "update model predict.",
          "author_name": "shibing624",
          "author_login": "shibing624",
          "committed_at": "2023-11-28T06:55:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 11,
      "commits_last_year": 9,
      "latest_release_at": "2026-07-25T13:44:27Z",
      "latest_release_tag": "1.1.4",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 7,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 211.4
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 71,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "pycorrector",
          "exists": true,
          "license": "Apache 2.0",
          "keywords": [
            "pycorrector",
            "correction",
            "Chinese error correction",
            "NLP",
            "Intended Audience :: Developers",
            "Natural Language :: Chinese (Simplified)",
            "Natural Language :: Chinese (Traditional)",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Text Processing :: Linguistic"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pycorrector/",
          "is_deprecated": false,
          "latest_version": "1.1.4",
          "repository_url": "https://github.com/shibing624/pycorrector",
          "versions_count": 41,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 2368,
          "first_published_at": "2018-03-06T05:40:04.699219Z",
          "latest_published_at": "2026-07-25T13:44:44.352058Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 1160,
      "stars": 6495,
      "watchers": 83,
      "fork_history": {
        "days": [
          {
            "date": "2019-07-03",
            "count": 1
          },
          {
            "date": "2019-07-06",
            "count": 1
          },
          {
            "date": "2019-07-09",
            "count": 2
          },
          {
            "date": "2019-07-10",
            "count": 1
          },
          {
            "date": "2019-07-11",
            "count": 1
          },
          {
            "date": "2019-07-12",
            "count": 1
          },
          {
            "date": "2019-07-15",
            "count": 1
          },
          {
            "date": "2019-07-17",
            "count": 3
          },
          {
            "date": "2019-07-18",
            "count": 5
          },
          {
            "date": "2019-07-24",
            "count": 1
          },
          {
            "date": "2019-07-25",
            "count": 1
          },
          {
            "date": "2019-07-26",
            "count": 1
          },
          {
            "date": "2019-07-30",
            "count": 1
          },
          {
            "date": "2019-08-01",
            "count": 1
          },
          {
            "date": "2019-08-06",
            "count": 5
          },
          {
            "date": "2019-08-07",
            "count": 1
          },
          {
            "date": "2019-08-09",
            "count": 2
          },
          {
            "date": "2019-08-10",
            "count": 1
          },
          {
            "date": "2019-08-11",
            "count": 1
          },
          {
            "date": "2019-08-12",
            "count": 1
          },
          {
            "date": "2019-08-13",
            "count": 1
          },
          {
            "date": "2019-08-14",
            "count": 1
          },
          {
            "date": "2019-08-19",
            "count": 1
          },
          {
            "date": "2019-08-21",
            "count": 1
          },
          {
            "date": "2019-08-23",
            "count": 2
          },
          {
            "date": "2019-08-25",
            "count": 1
          },
          {
            "date": "2019-08-26",
            "count": 2
          },
          {
            "date": "2019-08-27",
            "count": 1
          },
          {
            "date": "2019-09-05",
            "count": 1
          },
          {
            "date": "2019-09-06",
            "count": 1
          },
          {
            "date": "2019-09-09",
            "count": 1
          },
          {
            "date": "2019-09-10",
            "count": 2
          },
          {
            "date": "2019-09-11",
            "count": 1
          },
          {
            "date": "2019-09-12",
            "count": 5
          },
          {
            "date": "2019-09-16",
            "count": 1
          },
          {
            "date": "2019-09-17",
            "count": 2
          },
          {
            "date": "2019-09-18",
            "count": 1
          },
          {
            "date": "2019-09-19",
            "count": 1
          },
          {
            "date": "2019-09-25",
            "count": 1
          },
          {
            "date": "2019-09-26",
            "count": 1
          },
          {
            "date": "2019-10-10",
            "count": 2
          },
          {
            "date": "2019-10-11",
            "count": 2
          },
          {
            "date": "2019-10-16",
            "count": 2
          },
          {
            "date": "2019-10-18",
            "count": 2
          },
          {
            "date": "2019-10-21",
            "count": 1
          },
          {
            "date": "2019-10-22",
            "count": 1
          },
          {
            "date": "2019-10-24",
            "count": 1
          },
          {
            "date": "2019-11-01",
            "count": 1
          },
          {
            "date": "2019-11-03",
            "count": 1
          },
          {
            "date": "2019-11-04",
            "count": 2
          },
          {
            "date": "2019-11-08",
            "count": 1
          },
          {
            "date": "2019-11-12",
            "count": 1
          },
          {
            "date": "2019-11-13",
            "count": 2
          },
          {
            "date": "2019-11-15",
            "count": 1
          },
          {
            "date": "2019-11-18",
            "count": 1
          },
          {
            "date": "2019-11-21",
            "count": 1
          },
          {
            "date": "2019-11-26",
            "count": 3
          },
          {
            "date": "2019-11-27",
            "count": 1
          },
          {
            "date": "2019-11-29",
            "count": 1
          },
          {
            "date": "2019-12-03",
            "count": 3
          },
          {
            "date": "2019-12-04",
            "count": 2
          },
          {
            "date": "2019-12-05",
            "count": 1
          },
          {
            "date": "2019-12-06",
            "count": 2
          },
          {
            "date": "2019-12-09",
            "count": 4
          },
          {
            "date": "2019-12-11",
            "count": 3
          },
          {
            "date": "2019-12-12",
            "count": 1
          },
          {
            "date": "2019-12-13",
            "count": 1
          },
          {
            "date": "2019-12-16",
            "count": 1
          },
          {
            "date": "2019-12-18",
            "count": 2
          },
          {
            "date": "2019-12-19",
            "count": 1
          },
          {
            "date": "2019-12-21",
            "count": 2
          },
          {
            "date": "2019-12-22",
            "count": 1
          },
          {
            "date": "2019-12-23",
            "count": 1
          },
          {
            "date": "2019-12-24",
            "count": 2
          },
          {
            "date": "2019-12-25",
            "count": 1
          },
          {
            "date": "2019-12-27",
            "count": 2
          },
          {
            "date": "2019-12-30",
            "count": 1
          },
          {
            "date": "2020-01-01",
            "count": 1
          },
          {
            "date": "2020-01-02",
            "count": 1
          },
          {
            "date": "2020-01-06",
            "count": 1
          },
          {
            "date": "2020-01-08",
            "count": 2
          },
          {
            "date": "2020-01-13",
            "count": 1
          },
          {
            "date": "2020-01-14",
            "count": 3
          },
          {
            "date": "2020-01-15",
            "count": 2
          },
          {
            "date": "2020-02-03",
            "count": 1
          },
          {
            "date": "2020-02-18",
            "count": 2
          },
          {
            "date": "2020-02-25",
            "count": 1
          },
          {
            "date": "2020-02-28",
            "count": 1
          },
          {
            "date": "2020-03-10",
            "count": 1
          },
          {
            "date": "2020-03-11",
            "count": 1
          },
          {
            "date": "2020-03-14",
            "count": 1
          },
          {
            "date": "2020-03-17",
            "count": 1
          },
          {
            "date": "2020-03-18",
            "count": 2
          },
          {
            "date": "2020-03-19",
            "count": 2
          },
          {
            "date": "2020-03-21",
            "count": 1
          },
          {
            "date": "2020-04-04",
            "count": 1
          },
          {
            "date": "2020-04-05",
            "count": 1
          },
          {
            "date": "2020-04-06",
            "count": 1
          },
          {
            "date": "2020-04-08",
            "count": 1
          },
          {
            "date": "2020-04-09",
            "count": 2
          },
          {
            "date": "2020-04-10",
            "count": 1
          },
          {
            "date": "2020-04-13",
            "count": 1
          },
          {
            "date": "2020-04-17",
            "count": 3
          },
          {
            "date": "2020-04-22",
            "count": 1
          },
          {
            "date": "2020-04-23",
            "count": 1
          },
          {
            "date": "2020-04-28",
            "count": 1
          },
          {
            "date": "2020-04-29",
            "count": 1
          },
          {
            "date": "2020-04-30",
            "count": 1
          },
          {
            "date": "2020-05-04",
            "count": 1
          },
          {
            "date": "2020-05-06",
            "count": 1
          },
          {
            "date": "2020-05-09",
            "count": 4
          },
          {
            "date": "2020-05-13",
            "count": 1
          },
          {
            "date": "2020-05-15",
            "count": 2
          },
          {
            "date": "2020-05-16",
            "count": 1
          },
          {
            "date": "2020-05-19",
            "count": 1
          },
          {
            "date": "2020-05-20",
            "count": 1
          },
          {
            "date": "2020-05-22",
            "count": 1
          },
          {
            "date": "2020-05-23",
            "count": 1
          },
          {
            "date": "2020-05-26",
            "count": 1
          },
          {
            "date": "2020-05-27",
            "count": 1
          },
          {
            "date": "2020-05-31",
            "count": 1
          },
          {
            "date": "2020-06-01",
            "count": 1
          },
          {
            "date": "2020-06-03",
            "count": 1
          },
          {
            "date": "2020-06-04",
            "count": 2
          },
          {
            "date": "2020-06-06",
            "count": 1
          },
          {
            "date": "2020-06-08",
            "count": 1
          },
          {
            "date": "2020-06-09",
            "count": 2
          },
          {
            "date": "2020-06-12",
            "count": 2
          },
          {
            "date": "2020-06-14",
            "count": 1
          },
          {
            "date": "2020-06-16",
            "count": 1
          },
          {
            "date": "2020-06-18",
            "count": 2
          },
          {
            "date": "2020-06-19",
            "count": 1
          },
          {
            "date": "2020-06-20",
            "count": 1
          },
          {
            "date": "2020-06-22",
            "count": 3
          },
          {
            "date": "2020-06-23",
            "count": 1
          },
          {
            "date": "2020-06-24",
            "count": 1
          },
          {
            "date": "2020-06-25",
            "count": 1
          },
          {
            "date": "2020-06-27",
            "count": 1
          },
          {
            "date": "2020-06-28",
            "count": 3
          },
          {
            "date": "2020-06-29",
            "count": 2
          },
          {
            "date": "2020-06-30",
            "count": 1
          },
          {
            "date": "2020-07-01",
            "count": 1
          },
          {
            "date": "2020-07-02",
            "count": 2
          },
          {
            "date": "2020-07-03",
            "count": 1
          },
          {
            "date": "2020-07-06",
            "count": 1
          },
          {
            "date": "2020-07-12",
            "count": 1
          },
          {
            "date": "2020-07-14",
            "count": 1
          },
          {
            "date": "2020-07-15",
            "count": 1
          },
          {
            "date": "2020-07-16",
            "count": 1
          },
          {
            "date": "2020-07-22",
            "count": 1
          },
          {
            "date": "2020-07-23",
            "count": 1
          },
          {
            "date": "2020-07-26",
            "count": 1
          },
          {
            "date": "2020-07-27",
            "count": 1
          },
          {
            "date": "2020-07-28",
            "count": 3
          },
          {
            "date": "2020-07-29",
            "count": 1
          },
          {
            "date": "2020-08-01",
            "count": 1
          },
          {
            "date": "2020-08-03",
            "count": 1
          },
          {
            "date": "2020-08-07",
            "count": 1
          },
          {
            "date": "2020-08-11",
            "count": 1
          },
          {
            "date": "2020-08-13",
            "count": 3
          },
          {
            "date": "2020-08-16",
            "count": 2
          },
          {
            "date": "2020-08-17",
            "count": 3
          },
          {
            "date": "2020-08-19",
            "count": 1
          },
          {
            "date": "2020-08-21",
            "count": 1
          },
          {
            "date": "2020-08-24",
            "count": 2
          },
          {
            "date": "2020-08-25",
            "count": 1
          },
          {
            "date": "2020-08-26",
            "count": 1
          },
          {
            "date": "2020-08-27",
            "count": 2
          },
          {
            "date": "2020-09-02",
            "count": 2
          },
          {
            "date": "2020-09-03",
            "count": 1
          },
          {
            "date": "2020-09-07",
            "count": 2
          },
          {
            "date": "2020-09-08",
            "count": 1
          },
          {
            "date": "2020-09-10",
            "count": 1
          },
          {
            "date": "2020-09-14",
            "count": 2
          },
          {
            "date": "2020-09-15",
            "count": 1
          },
          {
            "date": "2020-09-16",
            "count": 2
          },
          {
            "date": "2020-09-17",
            "count": 1
          },
          {
            "date": "2020-09-18",
            "count": 1
          },
          {
            "date": "2020-09-21",
            "count": 1
          },
          {
            "date": "2020-09-23",
            "count": 1
          },
          {
            "date": "2020-09-27",
            "count": 1
          },
          {
            "date": "2020-09-28",
            "count": 1
          },
          {
            "date": "2020-09-29",
            "count": 2
          },
          {
            "date": "2020-10-10",
            "count": 2
          },
          {
            "date": "2020-10-13",
            "count": 1
          },
          {
            "date": "2020-10-21",
            "count": 1
          },
          {
            "date": "2020-10-23",
            "count": 1
          },
          {
            "date": "2020-10-28",
            "count": 1
          },
          {
            "date": "2020-10-29",
            "count": 1
          },
          {
            "date": "2020-10-30",
            "count": 2
          },
          {
            "date": "2020-11-02",
            "count": 3
          },
          {
            "date": "2020-11-04",
            "count": 1
          },
          {
            "date": "2020-11-06",
            "count": 2
          },
          {
            "date": "2020-11-11",
            "count": 1
          },
          {
            "date": "2020-11-13",
            "count": 1
          },
          {
            "date": "2020-11-14",
            "count": 1
          },
          {
            "date": "2020-11-15",
            "count": 3
          },
          {
            "date": "2020-11-18",
            "count": 1
          },
          {
            "date": "2020-11-20",
            "count": 2
          },
          {
            "date": "2020-11-24",
            "count": 1
          },
          {
            "date": "2020-11-25",
            "count": 1
          },
          {
            "date": "2020-11-26",
            "count": 3
          },
          {
            "date": "2020-11-30",
            "count": 2
          },
          {
            "date": "2020-12-01",
            "count": 1
          },
          {
            "date": "2020-12-02",
            "count": 2
          },
          {
            "date": "2020-12-03",
            "count": 1
          },
          {
            "date": "2020-12-07",
            "count": 1
          },
          {
            "date": "2020-12-09",
            "count": 1
          },
          {
            "date": "2020-12-10",
            "count": 2
          },
          {
            "date": "2020-12-14",
            "count": 3
          },
          {
            "date": "2020-12-16",
            "count": 1
          },
          {
            "date": "2020-12-22",
            "count": 2
          },
          {
            "date": "2020-12-25",
            "count": 1
          },
          {
            "date": "2020-12-28",
            "count": 5
          },
          {
            "date": "2020-12-30",
            "count": 1
          },
          {
            "date": "2020-12-31",
            "count": 1
          },
          {
            "date": "2021-01-03",
            "count": 1
          },
          {
            "date": "2021-01-04",
            "count": 2
          },
          {
            "date": "2021-01-06",
            "count": 1
          },
          {
            "date": "2021-01-08",
            "count": 1
          },
          {
            "date": "2021-01-10",
            "count": 1
          },
          {
            "date": "2021-01-12",
            "count": 2
          },
          {
            "date": "2021-01-13",
            "count": 2
          },
          {
            "date": "2021-01-14",
            "count": 1
          },
          {
            "date": "2021-01-15",
            "count": 1
          },
          {
            "date": "2021-01-19",
            "count": 1
          },
          {
            "date": "2021-01-20",
            "count": 1
          },
          {
            "date": "2021-01-23",
            "count": 1
          },
          {
            "date": "2021-01-24",
            "count": 1
          },
          {
            "date": "2021-01-25",
            "count": 1
          },
          {
            "date": "2021-01-28",
            "count": 1
          },
          {
            "date": "2021-02-03",
            "count": 2
          },
          {
            "date": "2021-02-04",
            "count": 1
          },
          {
            "date": "2021-02-21",
            "count": 1
          },
          {
            "date": "2021-02-22",
            "count": 1
          },
          {
            "date": "2021-02-25",
            "count": 1
          },
          {
            "date": "2021-03-04",
            "count": 1
          },
          {
            "date": "2021-03-05",
            "count": 1
          },
          {
            "date": "2021-03-08",
            "count": 1
          },
          {
            "date": "2021-03-12",
            "count": 2
          },
          {
            "date": "2021-03-15",
            "count": 1
          },
          {
            "date": "2021-03-17",
            "count": 1
          },
          {
            "date": "2021-03-19",
            "count": 1
          },
          {
            "date": "2021-03-24",
            "count": 1
          },
          {
            "date": "2021-03-27",
            "count": 1
          },
          {
            "date": "2021-03-29",
            "count": 1
          },
          {
            "date": "2021-03-31",
            "count": 1
          },
          {
            "date": "2021-04-01",
            "count": 2
          },
          {
            "date": "2021-04-03",
            "count": 1
          },
          {
            "date": "2021-04-11",
            "count": 1
          },
          {
            "date": "2021-04-12",
            "count": 1
          },
          {
            "date": "2021-04-14",
            "count": 1
          },
          {
            "date": "2021-04-15",
            "count": 2
          },
          {
            "date": "2021-04-16",
            "count": 1
          },
          {
            "date": "2021-04-19",
            "count": 1
          },
          {
            "date": "2021-04-21",
            "count": 3
          },
          {
            "date": "2021-04-22",
            "count": 1
          },
          {
            "date": "2021-04-23",
            "count": 1
          },
          {
            "date": "2021-04-25",
            "count": 1
          },
          {
            "date": "2021-04-27",
            "count": 1
          },
          {
            "date": "2021-04-29",
            "count": 2
          },
          {
            "date": "2021-05-07",
            "count": 1
          },
          {
            "date": "2021-05-08",
            "count": 2
          },
          {
            "date": "2021-05-10",
            "count": 1
          },
          {
            "date": "2021-05-11",
            "count": 2
          },
          {
            "date": "2021-05-12",
            "count": 1
          },
          {
            "date": "2021-05-13",
            "count": 1
          },
          {
            "date": "2021-05-14",
            "count": 1
          },
          {
            "date": "2021-05-16",
            "count": 1
          },
          {
            "date": "2021-05-17",
            "count": 2
          },
          {
            "date": "2021-05-18",
            "count": 2
          },
          {
            "date": "2021-05-19",
            "count": 1
          },
          {
            "date": "2021-05-20",
            "count": 2
          },
          {
            "date": "2021-05-24",
            "count": 1
          },
          {
            "date": "2021-05-25",
            "count": 1
          },
          {
            "date": "2021-05-26",
            "count": 1
          },
          {
            "date": "2021-05-27",
            "count": 2
          },
          {
            "date": "2021-05-28",
            "count": 1
          },
          {
            "date": "2021-06-01",
            "count": 1
          },
          {
            "date": "2021-06-03",
            "count": 1
          },
          {
            "date": "2021-06-04",
            "count": 1
          },
          {
            "date": "2021-06-07",
            "count": 1
          },
          {
            "date": "2021-06-08",
            "count": 1
          },
          {
            "date": "2021-06-11",
            "count": 1
          },
          {
            "date": "2021-06-12",
            "count": 1
          },
          {
            "date": "2021-06-13",
            "count": 1
          },
          {
            "date": "2021-06-14",
            "count": 1
          },
          {
            "date": "2021-06-17",
            "count": 1
          },
          {
            "date": "2021-06-18",
            "count": 4
          },
          {
            "date": "2021-06-19",
            "count": 1
          },
          {
            "date": "2021-06-21",
            "count": 2
          },
          {
            "date": "2021-06-23",
            "count": 2
          },
          {
            "date": "2021-06-24",
            "count": 2
          },
          {
            "date": "2021-06-29",
            "count": 1
          },
          {
            "date": "2021-07-05",
            "count": 2
          },
          {
            "date": "2021-07-06",
            "count": 1
          },
          {
            "date": "2021-07-09",
            "count": 2
          },
          {
            "date": "2021-07-12",
            "count": 1
          },
          {
            "date": "2021-07-13",
            "count": 1
          },
          {
            "date": "2021-07-14",
            "count": 1
          },
          {
            "date": "2021-07-15",
            "count": 1
          },
          {
            "date": "2021-07-20",
            "count": 2
          },
          {
            "date": "2021-07-22",
            "count": 1
          },
          {
            "date": "2021-07-29",
            "count": 1
          },
          {
            "date": "2021-07-30",
            "count": 1
          },
          {
            "date": "2021-07-31",
            "count": 1
          },
          {
            "date": "2021-08-03",
            "count": 1
          },
          {
            "date": "2021-08-05",
            "count": 3
          },
          {
            "date": "2021-08-07",
            "count": 1
          },
          {
            "date": "2021-08-11",
            "count": 1
          },
          {
            "date": "2021-08-12",
            "count": 1
          },
          {
            "date": "2021-08-13",
            "count": 1
          },
          {
            "date": "2021-08-16",
            "count": 2
          },
          {
            "date": "2021-08-21",
            "count": 1
          },
          {
            "date": "2021-08-24",
            "count": 1
          },
          {
            "date": "2021-08-25",
            "count": 1
          },
          {
            "date": "2021-08-26",
            "count": 1
          },
          {
            "date": "2021-08-30",
            "count": 2
          },
          {
            "date": "2021-09-01",
            "count": 1
          },
          {
            "date": "2021-09-03",
            "count": 2
          },
          {
            "date": "2021-09-04",
            "count": 1
          },
          {
            "date": "2021-09-06",
            "count": 2
          },
          {
            "date": "2021-09-08",
            "count": 2
          },
          {
            "date": "2021-09-12",
            "count": 2
          },
          {
            "date": "2021-09-14",
            "count": 1
          },
          {
            "date": "2021-09-19",
            "count": 1
          },
          {
            "date": "2021-09-25",
            "count": 1
          },
          {
            "date": "2021-10-12",
            "count": 1
          },
          {
            "date": "2021-10-14",
            "count": 2
          },
          {
            "date": "2021-10-18",
            "count": 1
          },
          {
            "date": "2021-10-29",
            "count": 1
          },
          {
            "date": "2021-11-03",
            "count": 4
          },
          {
            "date": "2021-11-04",
            "count": 1
          },
          {
            "date": "2021-11-05",
            "count": 1
          },
          {
            "date": "2021-11-06",
            "count": 1
          },
          {
            "date": "2021-11-10",
            "count": 1
          },
          {
            "date": "2021-11-11",
            "count": 1
          },
          {
            "date": "2021-11-14",
            "count": 1
          },
          {
            "date": "2021-11-15",
            "count": 1
          },
          {
            "date": "2021-11-16",
            "count": 2
          },
          {
            "date": "2021-11-19",
            "count": 1
          },
          {
            "date": "2021-11-24",
            "count": 1
          },
          {
            "date": "2021-11-25",
            "count": 2
          },
          {
            "date": "2021-11-26",
            "count": 1
          },
          {
            "date": "2021-11-29",
            "count": 4
          },
          {
            "date": "2021-12-03",
            "count": 1
          },
          {
            "date": "2021-12-04",
            "count": 1
          },
          {
            "date": "2021-12-09",
            "count": 1
          },
          {
            "date": "2021-12-10",
            "count": 1
          },
          {
            "date": "2021-12-12",
            "count": 1
          },
          {
            "date": "2021-12-13",
            "count": 2
          },
          {
            "date": "2021-12-14",
            "count": 1
          },
          {
            "date": "2021-12-21",
            "count": 1
          },
          {
            "date": "2021-12-23",
            "count": 1
          },
          {
            "date": "2021-12-24",
            "count": 1
          },
          {
            "date": "2021-12-25",
            "count": 1
          },
          {
            "date": "2021-12-28",
            "count": 2
          },
          {
            "date": "2021-12-29",
            "count": 1
          },
          {
            "date": "2022-01-01",
            "count": 1
          },
          {
            "date": "2022-01-04",
            "count": 1
          },
          {
            "date": "2022-01-05",
            "count": 2
          },
          {
            "date": "2022-01-06",
            "count": 1
          },
          {
            "date": "2022-01-07",
            "count": 1
          },
          {
            "date": "2022-01-11",
            "count": 4
          },
          {
            "date": "2022-01-12",
            "count": 1
          },
          {
            "date": "2022-01-13",
            "count": 1
          },
          {
            "date": "2022-01-14",
            "count": 1
          },
          {
            "date": "2022-01-17",
            "count": 2
          },
          {
            "date": "2022-01-18",
            "count": 1
          },
          {
            "date": "2022-01-20",
            "count": 2
          },
          {
            "date": "2022-01-21",
            "count": 1
          },
          {
            "date": "2022-01-27",
            "count": 1
          },
          {
            "date": "2022-02-08",
            "count": 1
          },
          {
            "date": "2022-02-10",
            "count": 2
          },
          {
            "date": "2022-02-11",
            "count": 1
          },
          {
            "date": "2022-02-14",
            "count": 1
          },
          {
            "date": "2022-02-15",
            "count": 2
          },
          {
            "date": "2022-02-17",
            "count": 2
          },
          {
            "date": "2022-02-21",
            "count": 1
          },
          {
            "date": "2022-02-22",
            "count": 1
          },
          {
            "date": "2022-02-23",
            "count": 1
          },
          {
            "date": "2022-02-24",
            "count": 1
          },
          {
            "date": "2022-02-28",
            "count": 2
          },
          {
            "date": "2022-03-01",
            "count": 2
          },
          {
            "date": "2022-03-02",
            "count": 2
          },
          {
            "date": "2022-03-05",
            "count": 1
          },
          {
            "date": "2022-03-07",
            "count": 1
          },
          {
            "date": "2022-03-09",
            "count": 1
          },
          {
            "date": "2022-03-15",
            "count": 1
          },
          {
            "date": "2022-03-16",
            "count": 1
          },
          {
            "date": "2022-03-19",
            "count": 1
          },
          {
            "date": "2022-03-22",
            "count": 2
          },
          {
            "date": "2022-03-24",
            "count": 2
          },
          {
            "date": "2022-03-28",
            "count": 1
          },
          {
            "date": "2022-03-29",
            "count": 1
          },
          {
            "date": "2022-03-30",
            "count": 2
          },
          {
            "date": "2022-03-31",
            "count": 1
          },
          {
            "date": "2022-04-01",
            "count": 3
          },
          {
            "date": "2022-04-07",
            "count": 1
          },
          {
            "date": "2022-04-08",
            "count": 1
          },
          {
            "date": "2022-04-12",
            "count": 2
          },
          {
            "date": "2022-04-15",
            "count": 2
          },
          {
            "date": "2022-04-18",
            "count": 1
          },
          {
            "date": "2022-04-19",
            "count": 1
          },
          {
            "date": "2022-04-22",
            "count": 1
          },
          {
            "date": "2022-04-28",
            "count": 2
          },
          {
            "date": "2022-05-01",
            "count": 2
          },
          {
            "date": "2022-05-02",
            "count": 2
          },
          {
            "date": "2022-05-03",
            "count": 1
          },
          {
            "date": "2022-05-04",
            "count": 1
          },
          {
            "date": "2022-05-07",
            "count": 2
          },
          {
            "date": "2022-05-10",
            "count": 1
          },
          {
            "date": "2022-05-11",
            "count": 2
          },
          {
            "date": "2022-05-14",
            "count": 2
          },
          {
            "date": "2022-05-15",
            "count": 2
          },
          {
            "date": "2022-05-16",
            "count": 1
          },
          {
            "date": "2022-05-19",
            "count": 1
          },
          {
            "date": "2022-05-23",
            "count": 1
          },
          {
            "date": "2022-05-24",
            "count": 2
          },
          {
            "date": "2022-05-26",
            "count": 1
          },
          {
            "date": "2022-05-27",
            "count": 4
          },
          {
            "date": "2022-05-30",
            "count": 1
          },
          {
            "date": "2022-05-31",
            "count": 1
          },
          {
            "date": "2022-06-01",
            "count": 2
          },
          {
            "date": "2022-06-10",
            "count": 1
          },
          {
            "date": "2022-06-12",
            "count": 1
          },
          {
            "date": "2022-06-17",
            "count": 1
          },
          {
            "date": "2022-06-22",
            "count": 1
          },
          {
            "date": "2022-06-25",
            "count": 1
          },
          {
            "date": "2022-06-27",
            "count": 2
          },
          {
            "date": "2022-06-28",
            "count": 2
          },
          {
            "date": "2022-06-30",
            "count": 1
          },
          {
            "date": "2022-07-01",
            "count": 1
          },
          {
            "date": "2022-07-04",
            "count": 1
          },
          {
            "date": "2022-07-05",
            "count": 1
          },
          {
            "date": "2022-07-06",
            "count": 1
          },
          {
            "date": "2022-07-07",
            "count": 1
          },
          {
            "date": "2022-07-08",
            "count": 1
          },
          {
            "date": "2022-07-12",
            "count": 1
          },
          {
            "date": "2022-07-14",
            "count": 2
          },
          {
            "date": "2022-07-15",
            "count": 1
          },
          {
            "date": "2022-07-16",
            "count": 1
          },
          {
            "date": "2022-07-17",
            "count": 2
          },
          {
            "date": "2022-07-19",
            "count": 1
          },
          {
            "date": "2022-07-21",
            "count": 1
          },
          {
            "date": "2022-07-25",
            "count": 1
          },
          {
            "date": "2022-07-27",
            "count": 1
          },
          {
            "date": "2022-07-28",
            "count": 1
          },
          {
            "date": "2022-08-01",
            "count": 1
          },
          {
            "date": "2022-08-03",
            "count": 1
          },
          {
            "date": "2022-08-06",
            "count": 1
          },
          {
            "date": "2022-08-09",
            "count": 1
          },
          {
            "date": "2022-08-11",
            "count": 1
          },
          {
            "date": "2022-08-19",
            "count": 2
          },
          {
            "date": "2022-08-21",
            "count": 1
          },
          {
            "date": "2022-08-25",
            "count": 1
          },
          {
            "date": "2022-08-27",
            "count": 1
          },
          {
            "date": "2022-08-30",
            "count": 1
          },
          {
            "date": "2022-09-01",
            "count": 1
          },
          {
            "date": "2022-09-03",
            "count": 1
          },
          {
            "date": "2022-09-04",
            "count": 1
          },
          {
            "date": "2022-09-05",
            "count": 2
          },
          {
            "date": "2022-09-07",
            "count": 2
          },
          {
            "date": "2022-09-08",
            "count": 2
          },
          {
            "date": "2022-09-13",
            "count": 1
          },
          {
            "date": "2022-09-15",
            "count": 2
          },
          {
            "date": "2022-09-17",
            "count": 2
          },
          {
            "date": "2022-09-21",
            "count": 1
          },
          {
            "date": "2022-09-26",
            "count": 1
          },
          {
            "date": "2022-09-29",
            "count": 2
          },
          {
            "date": "2022-10-08",
            "count": 1
          },
          {
            "date": "2022-10-09",
            "count": 1
          },
          {
            "date": "2022-10-10",
            "count": 1
          },
          {
            "date": "2022-10-11",
            "count": 2
          },
          {
            "date": "2022-10-12",
            "count": 2
          },
          {
            "date": "2022-10-24",
            "count": 1
          },
          {
            "date": "2022-10-26",
            "count": 2
          },
          {
            "date": "2022-10-28",
            "count": 1
          },
          {
            "date": "2022-11-02",
            "count": 1
          },
          {
            "date": "2022-11-04",
            "count": 1
          },
          {
            "date": "2022-11-20",
            "count": 1
          },
          {
            "date": "2022-11-22",
            "count": 4
          },
          {
            "date": "2022-11-24",
            "count": 1
          },
          {
            "date": "2022-11-29",
            "count": 1
          },
          {
            "date": "2022-12-01",
            "count": 1
          },
          {
            "date": "2022-12-05",
            "count": 1
          },
          {
            "date": "2022-12-23",
            "count": 1
          },
          {
            "date": "2022-12-24",
            "count": 1
          },
          {
            "date": "2022-12-29",
            "count": 1
          },
          {
            "date": "2022-12-30",
            "count": 2
          },
          {
            "date": "2023-01-02",
            "count": 1
          },
          {
            "date": "2023-01-03",
            "count": 1
          },
          {
            "date": "2023-01-06",
            "count": 1
          },
          {
            "date": "2023-01-12",
            "count": 1
          },
          {
            "date": "2023-01-28",
            "count": 1
          },
          {
            "date": "2023-01-29",
            "count": 2
          },
          {
            "date": "2023-01-30",
            "count": 2
          },
          {
            "date": "2023-01-31",
            "count": 1
          },
          {
            "date": "2023-02-02",
            "count": 1
          },
          {
            "date": "2023-02-03",
            "count": 1
          },
          {
            "date": "2023-02-07",
            "count": 1
          },
          {
            "date": "2023-02-13",
            "count": 1
          },
          {
            "date": "2023-02-14",
            "count": 1
          },
          {
            "date": "2023-02-15",
            "count": 2
          },
          {
            "date": "2023-02-17",
            "count": 2
          },
          {
            "date": "2023-02-22",
            "count": 1
          },
          {
            "date": "2023-02-23",
            "count": 2
          },
          {
            "date": "2023-02-26",
            "count": 1
          },
          {
            "date": "2023-02-28",
            "count": 1
          },
          {
            "date": "2023-03-01",
            "count": 1
          },
          {
            "date": "2023-03-03",
            "count": 1
          },
          {
            "date": "2023-03-07",
            "count": 1
          },
          {
            "date": "2023-03-08",
            "count": 2
          },
          {
            "date": "2023-03-09",
            "count": 1
          },
          {
            "date": "2023-03-16",
            "count": 1
          },
          {
            "date": "2023-03-18",
            "count": 2
          },
          {
            "date": "2023-03-21",
            "count": 1
          },
          {
            "date": "2023-03-22",
            "count": 1
          },
          {
            "date": "2023-03-27",
            "count": 2
          },
          {
            "date": "2023-03-28",
            "count": 1
          },
          {
            "date": "2023-03-31",
            "count": 1
          },
          {
            "date": "2023-04-04",
            "count": 1
          },
          {
            "date": "2023-04-08",
            "count": 3
          },
          {
            "date": "2023-04-09",
            "count": 1
          },
          {
            "date": "2023-04-11",
            "count": 2
          },
          {
            "date": "2023-04-13",
            "count": 1
          },
          {
            "date": "2023-04-15",
            "count": 1
          },
          {
            "date": "2023-04-16",
            "count": 1
          },
          {
            "date": "2023-04-18",
            "count": 1
          },
          {
            "date": "2023-04-25",
            "count": 1
          },
          {
            "date": "2023-05-06",
            "count": 1
          },
          {
            "date": "2023-05-08",
            "count": 3
          },
          {
            "date": "2023-05-09",
            "count": 1
          },
          {
            "date": "2023-05-11",
            "count": 1
          },
          {
            "date": "2023-05-17",
            "count": 1
          },
          {
            "date": "2023-05-18",
            "count": 1
          },
          {
            "date": "2023-05-21",
            "count": 1
          },
          {
            "date": "2023-05-24",
            "count": 2
          },
          {
            "date": "2023-05-25",
            "count": 1
          },
          {
            "date": "2023-05-26",
            "count": 1
          },
          {
            "date": "2023-05-27",
            "count": 1
          },
          {
            "date": "2023-05-30",
            "count": 1
          },
          {
            "date": "2023-06-03",
            "count": 1
          },
          {
            "date": "2023-06-07",
            "count": 3
          },
          {
            "date": "2023-06-10",
            "count": 1
          },
          {
            "date": "2023-06-13",
            "count": 1
          },
          {
            "date": "2023-06-15",
            "count": 1
          },
          {
            "date": "2023-06-21",
            "count": 1
          },
          {
            "date": "2023-06-26",
            "count": 1
          },
          {
            "date": "2023-06-27",
            "count": 1
          },
          {
            "date": "2023-06-28",
            "count": 1
          },
          {
            "date": "2023-06-29",
            "count": 2
          },
          {
            "date": "2023-07-21",
            "count": 1
          },
          {
            "date": "2023-07-23",
            "count": 1
          },
          {
            "date": "2023-07-24",
            "count": 1
          },
          {
            "date": "2023-07-30",
            "count": 1
          },
          {
            "date": "2023-08-02",
            "count": 1
          },
          {
            "date": "2023-08-07",
            "count": 1
          },
          {
            "date": "2023-08-10",
            "count": 1
          },
          {
            "date": "2023-08-11",
            "count": 1
          },
          {
            "date": "2023-08-12",
            "count": 1
          },
          {
            "date": "2023-08-14",
            "count": 1
          },
          {
            "date": "2023-08-15",
            "count": 1
          },
          {
            "date": "2023-08-16",
            "count": 2
          },
          {
            "date": "2023-08-18",
            "count": 1
          },
          {
            "date": "2023-08-21",
            "count": 1
          },
          {
            "date": "2023-08-23",
            "count": 1
          },
          {
            "date": "2023-08-25",
            "count": 1
          },
          {
            "date": "2023-08-28",
            "count": 1
          },
          {
            "date": "2023-08-29",
            "count": 2
          },
          {
            "date": "2023-08-30",
            "count": 1
          },
          {
            "date": "2023-09-02",
            "count": 1
          },
          {
            "date": "2023-09-04",
            "count": 1
          },
          {
            "date": "2023-09-06",
            "count": 1
          },
          {
            "date": "2023-09-07",
            "count": 1
          },
          {
            "date": "2023-09-08",
            "count": 1
          },
          {
            "date": "2023-09-22",
            "count": 1
          },
          {
            "date": "2023-09-26",
            "count": 1
          },
          {
            "date": "2023-10-07",
            "count": 1
          },
          {
            "date": "2023-10-16",
            "count": 1
          },
          {
            "date": "2023-10-19",
            "count": 2
          },
          {
            "date": "2023-10-24",
            "count": 2
          },
          {
            "date": "2023-10-30",
            "count": 1
          },
          {
            "date": "2023-11-01",
            "count": 2
          },
          {
            "date": "2023-11-05",
            "count": 1
          },
          {
            "date": "2023-11-07",
            "count": 3
          },
          {
            "date": "2023-11-08",
            "count": 1
          },
          {
            "date": "2023-11-09",
            "count": 1
          },
          {
            "date": "2023-11-11",
            "count": 1
          },
          {
            "date": "2023-11-23",
            "count": 1
          },
          {
            "date": "2023-11-24",
            "count": 1
          },
          {
            "date": "2023-11-25",
            "count": 1
          },
          {
            "date": "2023-11-27",
            "count": 1
          },
          {
            "date": "2023-11-29",
            "count": 2
          },
          {
            "date": "2023-12-05",
            "count": 2
          },
          {
            "date": "2023-12-06",
            "count": 1
          },
          {
            "date": "2023-12-07",
            "count": 1
          },
          {
            "date": "2023-12-11",
            "count": 1
          },
          {
            "date": "2023-12-13",
            "count": 1
          },
          {
            "date": "2023-12-15",
            "count": 1
          },
          {
            "date": "2023-12-19",
            "count": 1
          },
          {
            "date": "2023-12-20",
            "count": 1
          },
          {
            "date": "2023-12-22",
            "count": 1
          },
          {
            "date": "2023-12-26",
            "count": 1
          },
          {
            "date": "2023-12-27",
            "count": 1
          },
          {
            "date": "2023-12-31",
            "count": 1
          },
          {
            "date": "2024-01-02",
            "count": 1
          },
          {
            "date": "2024-01-07",
            "count": 1
          },
          {
            "date": "2024-01-12",
            "count": 2
          },
          {
            "date": "2024-01-13",
            "count": 1
          },
          {
            "date": "2024-01-15",
            "count": 2
          },
          {
            "date": "2024-01-18",
            "count": 1
          },
          {
            "date": "2024-01-19",
            "count": 1
          },
          {
            "date": "2024-01-22",
            "count": 1
          },
          {
            "date": "2024-01-30",
            "count": 2
          },
          {
            "date": "2024-02-01",
            "count": 1
          },
          {
            "date": "2024-02-02",
            "count": 1
          },
          {
            "date": "2024-02-04",
            "count": 1
          },
          {
            "date": "2024-02-06",
            "count": 2
          },
          {
            "date": "2024-02-20",
            "count": 1
          },
          {
            "date": "2024-02-22",
            "count": 1
          },
          {
            "date": "2024-02-23",
            "count": 1
          },
          {
            "date": "2024-02-29",
            "count": 1
          },
          {
            "date": "2024-03-08",
            "count": 1
          },
          {
            "date": "2024-03-10",
            "count": 1
          },
          {
            "date": "2024-03-12",
            "count": 1
          },
          {
            "date": "2024-03-15",
            "count": 1
          },
          {
            "date": "2024-03-18",
            "count": 2
          },
          {
            "date": "2024-03-20",
            "count": 2
          },
          {
            "date": "2024-03-22",
            "count": 2
          },
          {
            "date": "2024-03-23",
            "count": 1
          },
          {
            "date": "2024-03-24",
            "count": 1
          },
          {
            "date": "2024-03-26",
            "count": 1
          },
          {
            "date": "2024-03-29",
            "count": 1
          },
          {
            "date": "2024-04-02",
            "count": 1
          },
          {
            "date": "2024-04-05",
            "count": 1
          },
          {
            "date": "2024-04-07",
            "count": 1
          },
          {
            "date": "2024-04-08",
            "count": 1
          },
          {
            "date": "2024-04-11",
            "count": 1
          },
          {
            "date": "2024-04-16",
            "count": 2
          },
          {
            "date": "2024-04-18",
            "count": 1
          },
          {
            "date": "2024-04-19",
            "count": 1
          },
          {
            "date": "2024-04-30",
            "count": 2
          },
          {
            "date": "2024-05-04",
            "count": 1
          },
          {
            "date": "2024-05-10",
            "count": 1
          },
          {
            "date": "2024-05-13",
            "count": 1
          },
          {
            "date": "2024-05-18",
            "count": 1
          },
          {
            "date": "2024-05-20",
            "count": 1
          },
          {
            "date": "2024-06-05",
            "count": 1
          },
          {
            "date": "2024-06-11",
            "count": 1
          },
          {
            "date": "2024-06-14",
            "count": 1
          },
          {
            "date": "2024-06-16",
            "count": 1
          },
          {
            "date": "2024-06-19",
            "count": 1
          },
          {
            "date": "2024-06-20",
            "count": 1
          },
          {
            "date": "2024-06-23",
            "count": 1
          },
          {
            "date": "2024-06-29",
            "count": 1
          },
          {
            "date": "2024-07-01",
            "count": 1
          },
          {
            "date": "2024-07-04",
            "count": 1
          },
          {
            "date": "2024-07-14",
            "count": 1
          },
          {
            "date": "2024-07-30",
            "count": 1
          },
          {
            "date": "2024-08-09",
            "count": 1
          },
          {
            "date": "2024-08-12",
            "count": 1
          },
          {
            "date": "2024-08-24",
            "count": 2
          },
          {
            "date": "2024-08-26",
            "count": 2
          },
          {
            "date": "2024-08-29",
            "count": 1
          },
          {
            "date": "2024-08-31",
            "count": 1
          },
          {
            "date": "2024-09-16",
            "count": 2
          },
          {
            "date": "2024-09-23",
            "count": 1
          },
          {
            "date": "2024-10-08",
            "count": 1
          },
          {
            "date": "2024-10-11",
            "count": 1
          },
          {
            "date": "2024-10-14",
            "count": 1
          },
          {
            "date": "2024-10-18",
            "count": 2
          },
          {
            "date": "2024-10-22",
            "count": 1
          },
          {
            "date": "2024-10-30",
            "count": 1
          },
          {
            "date": "2024-11-05",
            "count": 1
          },
          {
            "date": "2024-11-07",
            "count": 1
          },
          {
            "date": "2024-11-09",
            "count": 1
          },
          {
            "date": "2024-11-10",
            "count": 1
          },
          {
            "date": "2024-11-11",
            "count": 3
          },
          {
            "date": "2024-11-13",
            "count": 1
          },
          {
            "date": "2024-11-14",
            "count": 1
          },
          {
            "date": "2024-11-18",
            "count": 1
          },
          {
            "date": "2024-11-21",
            "count": 2
          },
          {
            "date": "2024-11-29",
            "count": 1
          },
          {
            "date": "2024-11-30",
            "count": 1
          },
          {
            "date": "2024-12-06",
            "count": 1
          },
          {
            "date": "2024-12-12",
            "count": 1
          },
          {
            "date": "2024-12-20",
            "count": 1
          },
          {
            "date": "2024-12-23",
            "count": 1
          },
          {
            "date": "2024-12-24",
            "count": 1
          },
          {
            "date": "2025-01-08",
            "count": 1
          },
          {
            "date": "2025-01-09",
            "count": 2
          },
          {
            "date": "2025-01-15",
            "count": 1
          },
          {
            "date": "2025-01-21",
            "count": 1
          },
          {
            "date": "2025-02-12",
            "count": 1
          },
          {
            "date": "2025-02-14",
            "count": 1
          },
          {
            "date": "2025-02-15",
            "count": 1
          },
          {
            "date": "2025-02-16",
            "count": 1
          },
          {
            "date": "2025-02-17",
            "count": 1
          },
          {
            "date": "2025-02-19",
            "count": 1
          },
          {
            "date": "2025-02-20",
            "count": 1
          },
          {
            "date": "2025-03-01",
            "count": 1
          },
          {
            "date": "2025-03-04",
            "count": 1
          },
          {
            "date": "2025-03-12",
            "count": 1
          },
          {
            "date": "2025-03-13",
            "count": 1
          },
          {
            "date": "2025-03-17",
            "count": 2
          },
          {
            "date": "2025-03-20",
            "count": 1
          },
          {
            "date": "2025-03-26",
            "count": 1
          },
          {
            "date": "2025-03-30",
            "count": 1
          },
          {
            "date": "2025-04-08",
            "count": 1
          },
          {
            "date": "2025-04-10",
            "count": 1
          },
          {
            "date": "2025-04-16",
            "count": 2
          },
          {
            "date": "2025-04-20",
            "count": 1
          },
          {
            "date": "2025-04-23",
            "count": 1
          },
          {
            "date": "2025-05-06",
            "count": 1
          },
          {
            "date": "2025-05-13",
            "count": 1
          },
          {
            "date": "2025-05-28",
            "count": 2
          },
          {
            "date": "2025-06-04",
            "count": 1
          },
          {
            "date": "2025-06-06",
            "count": 1
          },
          {
            "date": "2025-06-09",
            "count": 1
          },
          {
            "date": "2025-06-16",
            "count": 1
          },
          {
            "date": "2025-07-04",
            "count": 1
          },
          {
            "date": "2025-07-15",
            "count": 1
          },
          {
            "date": "2025-07-18",
            "count": 1
          },
          {
            "date": "2025-08-01",
            "count": 1
          },
          {
            "date": "2025-08-03",
            "count": 1
          },
          {
            "date": "2025-08-25",
            "count": 1
          },
          {
            "date": "2025-08-28",
            "count": 1
          },
          {
            "date": "2025-09-03",
            "count": 1
          },
          {
            "date": "2025-09-04",
            "count": 1
          },
          {
            "date": "2025-09-08",
            "count": 1
          },
          {
            "date": "2025-09-12",
            "count": 1
          },
          {
            "date": "2025-09-16",
            "count": 1
          },
          {
            "date": "2025-10-13",
            "count": 1
          },
          {
            "date": "2025-10-24",
            "count": 1
          },
          {
            "date": "2025-11-01",
            "count": 1
          },
          {
            "date": "2025-11-19",
            "count": 1
          },
          {
            "date": "2025-11-30",
            "count": 1
          },
          {
            "date": "2025-12-08",
            "count": 1
          },
          {
            "date": "2025-12-16",
            "count": 1
          },
          {
            "date": "2025-12-21",
            "count": 1
          },
          {
            "date": "2025-12-23",
            "count": 1
          },
          {
            "date": "2025-12-25",
            "count": 2
          },
          {
            "date": "2025-12-29",
            "count": 1
          },
          {
            "date": "2026-01-12",
            "count": 1
          },
          {
            "date": "2026-01-17",
            "count": 2
          },
          {
            "date": "2026-01-24",
            "count": 1
          },
          {
            "date": "2026-01-26",
            "count": 1
          },
          {
            "date": "2026-02-08",
            "count": 1
          },
          {
            "date": "2026-03-13",
            "count": 1
          },
          {
            "date": "2026-03-25",
            "count": 1
          },
          {
            "date": "2026-04-21",
            "count": 1
          },
          {
            "date": "2026-04-26",
            "count": 1
          },
          {
            "date": "2026-05-03",
            "count": 1
          },
          {
            "date": "2026-05-08",
            "count": 1
          },
          {
            "date": "2026-06-03",
            "count": 1
          },
          {
            "date": "2026-06-05",
            "count": 1
          },
          {
            "date": "2026-06-08",
            "count": 1
          },
          {
            "date": "2026-07-10",
            "count": 1
          },
          {
            "date": "2026-07-22",
            "count": 1
          }
        ],
        "complete": false,
        "collected": 1000,
        "total_forks": 1160
      },
      "star_history": null,
      "open_issues_and_prs": 29
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 143019,
      "source_files_sampled": 121,
      "oversized_source_files": 1,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "requirements-dev.txt",
        "requirements.txt",
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 2,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 18,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "accelerate",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "datasets",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fairseq",
            "direct": false,
            "version": "0.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jieba",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "kenlm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "loguru",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "modelscope",
            "direct": false,
            "version": "1.27.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "paddlenlp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "paddlepaddle",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyahocorasick",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pypinyin",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytorch-lightning",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tensorboardx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 20,
        "direct_count": 0,
        "indirect_count": 20
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 36,
        "open_issues": 29,
        "closed_ratio": 0.945,
        "closed_issues": 502,
        "closed_unmerged_prs": 7
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "shibing624",
          "commits": 645,
          "avatar_url": "https://avatars.githubusercontent.com/u/10249622?v=4"
        },
        {
          "type": "User",
          "login": "okcd00",
          "commits": 14,
          "avatar_url": "https://avatars.githubusercontent.com/u/9395067?v=4"
        },
        {
          "type": "User",
          "login": "cclauss",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/3709715?v=4"
        },
        {
          "type": "User",
          "login": "gitabtion",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/19996232?v=4"
        },
        {
          "type": "User",
          "login": "joey12300",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/10826371?v=4"
        },
        {
          "type": "User",
          "login": "xu-song",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/13825126?v=4"
        },
        {
          "type": "User",
          "login": "KnightLancelot",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/23736211?v=4"
        },
        {
          "type": "User",
          "login": "ghostHBL",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/15714810?v=4"
        },
        {
          "type": "User",
          "login": "luozhouyang",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/34032031?v=4"
        },
        {
          "type": "User",
          "login": "Vela-zz",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/59645193?v=4"
        }
      ],
      "contributors_sampled": 21,
      "top_contributor_share": 0.925
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ubuntu.yml",
        "windows.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 0,
            "reason": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 1/27 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 8 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 5,
            "reason": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "32 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "861128357f9c3878a58cab448c92ae1f144d7b32",
        "ran_at": "2026-07-25T13:51:06Z",
        "aggregate_score": 3.6,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-25T13:50:08Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-25T13:34:39Z",
      "ci_last_conclusion": null,
      "oldest_open_issues": [
        {
          "number": 482,
          "created_at": "2024-03-27T03:14:01Z",
          "last_comment_at": "2024-03-27T14:12:13Z",
          "last_comment_author": "5zjk5"
        },
        {
          "number": 531,
          "created_at": "2024-11-22T02:37:04Z",
          "last_comment_at": "2024-11-22T03:20:51Z",
          "last_comment_author": "acmilaner"
        },
        {
          "number": 543,
          "created_at": "2024-12-24T03:26:00Z",
          "last_comment_at": "2024-12-26T00:45:54Z",
          "last_comment_author": "ericzfguo"
        },
        {
          "number": 546,
          "created_at": "2025-01-09T07:38:35Z",
          "last_comment_at": "2025-01-10T03:09:24Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 548,
          "created_at": "2025-01-16T09:38:01Z",
          "last_comment_at": "2025-02-20T09:10:38Z",
          "last_comment_author": "Yuyang-Jin"
        },
        {
          "number": 551,
          "created_at": "2025-01-22T15:19:25Z",
          "last_comment_at": "2025-02-06T07:18:01Z",
          "last_comment_author": "TW-NLP"
        },
        {
          "number": 552,
          "created_at": "2025-02-15T12:07:49Z",
          "last_comment_at": "2025-02-16T07:16:58Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 554,
          "created_at": "2025-02-20T05:51:15Z",
          "last_comment_at": "2025-02-20T12:52:04Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 557,
          "created_at": "2025-03-13T09:14:12Z",
          "last_comment_at": "2025-03-13T14:36:17Z",
          "last_comment_author": "lichenmao"
        },
        {
          "number": 559,
          "created_at": "2025-03-22T14:08:45Z",
          "last_comment_at": "2025-03-22T14:11:01Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 560,
          "created_at": "2025-04-03T07:30:53Z",
          "last_comment_at": "2025-04-06T12:32:38Z",
          "last_comment_author": "gitcsw"
        },
        {
          "number": 561,
          "created_at": "2025-04-13T07:03:45Z",
          "last_comment_at": "2025-04-15T06:31:22Z",
          "last_comment_author": "latte-11"
        },
        {
          "number": 562,
          "created_at": "2025-04-17T06:38:50Z",
          "last_comment_at": "2025-05-30T04:08:42Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 563,
          "created_at": "2025-05-16T03:10:16Z",
          "last_comment_at": "2025-05-16T07:13:15Z",
          "last_comment_author": "1panzi"
        },
        {
          "number": 566,
          "created_at": "2025-06-06T14:00:49Z",
          "last_comment_at": "2025-06-09T03:03:45Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 567,
          "created_at": "2025-06-12T09:19:46Z",
          "last_comment_at": "2025-08-05T01:24:35Z",
          "last_comment_author": "TW-NLP"
        },
        {
          "number": 569,
          "created_at": "2025-06-25T06:09:51Z",
          "last_comment_at": "2025-06-26T11:10:40Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 571,
          "created_at": "2025-07-08T10:07:35Z",
          "last_comment_at": "2025-07-09T02:35:05Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 574,
          "created_at": "2025-08-12T06:14:44Z",
          "last_comment_at": "2025-08-12T07:52:05Z",
          "last_comment_author": "shibing624"
        },
        {
          "number": 576,
          "created_at": "2025-09-08T01:25:11Z",
          "last_comment_at": "2025-09-08T02:51:55Z",
          "last_comment_author": "shibing624"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/shibing624/pycorrector",
    "host": "github.com",
    "name": "pycorrector",
    "owner": "shibing624"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 67,
      "inputs": {
        "security": 50,
        "vitality": 67,
        "community": 77,
        "governance": 68,
        "engineering": 69
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 67,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "commits_last_year": 9,
              "human_commit_share": 0.99,
              "days_since_last_push": 0,
              "active_weeks_last_year": 7
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "7/52 weeks with commits",
                "points": 4.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "9 commits in the last year",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
                "points": 5,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 84,
            "inputs": {
              "releases_count": 11,
              "latest_release_tag": "1.1.4",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 211.4
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "11 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~211.4 days",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 211.4
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 0,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 77,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 96,
            "inputs": {
              "forks": 1160,
              "stars": 6495,
              "watchers": 83,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "6,495 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 6495
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "1,160 forks",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 1160
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "83 watchers",
                "points": 10.6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 83
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 56,
            "inputs": {
              "packages": [
                "pycorrector"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2368
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,368 downloads/month across pypi",
                "points": 45,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2368,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 68,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 21,
              "top_contributor_share": 0.925
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 92% of commits",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 92
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "21 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 21
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "merged_prs": 36,
              "open_issues": 29,
              "closed_issues": 502,
              "issue_closed_ratio": 0.945,
              "closed_unmerged_prs": 7
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "94% of issues closed",
                "points": 44.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 94
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "36/43 decided PRs merged",
                "points": 32,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 36,
                      "decided": 43
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/27 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 74,
            "inputs": {
              "followers": 2371,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "shibing624",
              "public_repos": 96,
              "account_age_days": 4235
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "2,371 followers of shibing624",
                "points": 24.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 2371,
                      "login": "shibing624"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "96 public repos, account ~11 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 96
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pycorrector"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "41 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 41
                    }
                  }
                ],
                "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": "moderate",
        "name": "Engineering Quality",
        "value": 69,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 48,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "spelling-errors",
                "error-correction",
                "pycorrector",
                "kenlm",
                "error-detection",
                "csc",
                "macbert4csc",
                "t5"
              ],
              "has_wiki": true,
              "homepage": "https://www.mulanai.com/product/corrector/",
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://www.mulanai.com/product/corrector/",
                "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": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 50,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 37,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.6
            },
            "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": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/27 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 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": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool 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": "32 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 2 resolved dependencies against OSV; 18 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 2
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 18
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 2,
              "unassessed_packages": 18,
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "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": 2,
              "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": 10
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 33,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 9,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.162,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "16 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 8.6,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 16,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.01
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "1 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 143019,
              "source_files_sampled": 121,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/121 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 121,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:pycorrector@1.1.4; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T13:51:27.959912Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/shibing624/pycorrector.svg",
  "full_name": "shibing624/pycorrector",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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.