公开记录
软件健康报告模式 0.12.0 · 指标 1.13.0 · 2026-07-17 21:50 UTC

giswqs / geospatial

A Python package for installing commonly used packages for geospatial analysis and data visualization with only one command.

Dockerfile · PythonMIT★ 426 星标⑂ 44 复刻始于 2020年5月在 GitHub 上查看 ↗

giswqs/geospatial 的健康指数为 100 分中的 68 分,处于「中等」区间。 其得分最高的类别是Engineering Quality(100/100),最低的是AI Readiness(36/100)。 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。

68
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。

68
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

3,826 关注者166 个公开仓库始于 2023年4月

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

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIgeospatial指向其他仓库——不计分0.12.02,2133710 天前geospatial

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?

69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
4.2/36提交节奏 — 52 周中有 6 周有提交
12.2/18提交量 — 最近一年 22 次提交
1/10OpenSSF Scorecard:Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
所用输入
commits_last_year22
human_commit_share
days_since_last_push0
active_weeks_last_year6

发布纪律

92优秀
评分方式
27/27有发布版本 — 已发布 36 个发布版本
36/36发布时效 — 最近一次发布版本于 10 天前
19.8/27发布节奏 — 约每 77.1 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count36
latest_release_tagv0.12.0
releases_from_tags
days_since_latest_release10
mean_days_between_releases77.1
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?

66中等 · 占总体的 18%
评分方式
42.6/60星标 — 426 个星标
13.6/25复刻 — 44 个复刻
6.2/15关注者 — 14 位关注者
所用输入
forks44
stars426
watchers14
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(MIT)
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

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?

58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
5.5/22.5提交分布 — 头号贡献者编写了 76% 的提交
6.8/13.5贡献者广度 — 5 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 5 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled5
top_contributor_share0.755
评分方式
46.8/46.8议题解决 — 100% 的议题已关闭
26.1/38.3PR 接受 — 已裁定的 PR 中 86/126 已合并
1.5/15OpenSSF Scorecard:Code-Review — Found 1/10 approved changesets -- score normalized to 1
所用输入
merged_prs86
open_issues0
closed_issues20
issue_closed_ratio1
closed_unmerged_prs40
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
25/25所有者影响力 — opengeos 有 3,826 位关注者
19.6/25既往记录 — 166 个公开仓库,账户约 3 年
所用输入
followers3,826
owner_typeOrganization
is_verified
owner_loginopengeos
public_repos166
account_age_days1,200

工程质量

基础的工程与文档实践是否到位?

100优秀 · 占总体的 20%

工程实践

100优秀
评分方式
24/24CI 工作流 — 8 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://geospatial.gishub.org
10/10仓库描述
10/10主题标签 — 11 个主题标签
10/10Wiki
所用输入
topicspython, geospatial, gis, remote-sensing, image-processing, jupyter, xarray, geemap, leafmap, geopandas, rasterio
has_wiki
homepagehttps://geospatial.gishub.org
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?

46存在风险 · 占总体的 16%

安全态势

46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
2.5/2.5CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 1/10 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 5 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
0.8/7.5Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.6
已排除计分(无数据或不适用):signed_releases。 其余权重已重新归一化。

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。

36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)
0/40可读的提交历史 — 无数据
所用输入
has_llms_txt
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
已排除计分(无数据或不适用):可读的提交历史。 其余权重已重新归一化。
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile, lockfile
0/10已体现的代理实践 — 无数据
5/8自动化维护 — 已配置依赖自动化,但在抽样提交中未观察到
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
已排除计分(无数据或不适用):已体现的代理实践。 其余权重已重新归一化。
评分方式
0/45可类型检查的代码 — Dockerfile,未配置类型检查
55/55可控的文件大小 — 采样的 4 个源文件中有 0 个超过 60KB
所用输入
primary_languageDockerfile
largest_source_bytes401
source_files_sampled4
oversized_source_files0

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, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal
api_schema_files

关键数据

426GitHub 星标
5贡献者
22最近 12 个月提交数
0距最近推送天数
36发布版本数
1巴士系数(bus factor)
0开放议题
PyPI软件包生态系统数

数据采集警告

  • pypi package 'geospatial' points at a different repository (https://github.com/opengeos/geospatial); excluded from ecosystem scoring

更多细节

OpenSSF Scorecard 4.6 / 10
4.6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 · 2026-07-17 21:49 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 1/10 approved changesets -- score normalized to 1
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
1Maintained2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
全部依赖 649

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 649 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
PyPIaccelerate1.14.0间接
PyPIaccess1.1.10.post3间接
PyPIaenum3.1.17间接
PyPIaffine2.4.0间接
PyPIaiobotocore3.7.0间接
PyPIaiohappyeyeballs2.7.1间接
PyPIaiohttp3.14.1间接
PyPIaioitertools0.13.0间接
PyPIaiosignal1.4.0间接
PyPIannotated-doc0.0.4间接
PyPIannotated-types0.7.0间接
PyPIanyio4.14.1间接
PyPIanymap0.12.0间接
PyPIanywidget0.11.0间接
PyPIapache-sedona间接
PyPIapache-sedona1.9.0间接
PyPIappdirs1.4.4间接
PyPIappnope0.1.4间接
PyPIapsw3.53.3.0间接
PyPIapswutils0.1.2间接
PyPIargon2-cffi25.1.0间接
PyPIargon2-cffi-bindings25.1.0间接
PyPIarrow1.4.0间接
PyPIasciitree0.3.3间接
PyPIasttokens3.0.1间接
PyPIattrs26.1.0间接
PyPIbabel2.18.0间接
PyPIbackoff2.2.1间接
PyPIbash-kernel0.10.0间接
PyPIbeartype0.22.9间接
PyPIbeautifulsoup44.15.0间接
PyPIblack间接
PyPIbleach6.4.0间接
PyPIblis1.3.3间接
PyPIbokeh间接
PyPIbokeh3.9.1间接
PyPIboto31.43.0间接
PyPIbotocore1.43.0间接
PyPIbounded-pool-executor0.0.3间接
PyPIbqplot0.13.1间接
PyPIbqscales0.3.7间接
PyPIbranca0.8.2间接
PyPIbs40.0.2间接
PyPIbump2version间接
PyPIcachetools7.1.4间接
PyPIcatalogue2.0.10间接
PyPIcenpy间接
PyPIcenpy1.0.1间接
PyPIcertifi2026.6.17间接
PyPIcffi2.1.0间接
PyPIcftime1.6.5间接
PyPIcharset-normalizer3.4.8间接
PyPIchroma-py0.1.0.dev1间接
PyPIclick8.4.2间接
PyPIclick-plugins1.1.1.2间接
PyPIcligj0.7.2间接
PyPIcloudpathlib0.24.0间接
PyPIcloudpickle3.1.2间接
PyPIcodespell间接
PyPIcolor-operations0.2.0间接
PyPIcolorama0.4.6间接
PyPIcolorcet3.2.1间接
PyPIcolorlog6.10.1间接
PyPIcolour0.1.5间接
PyPIcomm0.2.3间接
PyPIconfection1.3.3间接
PyPIconfigobj5.0.9间接
PyPIcontextily间接
PyPIcontextily1.7.0间接
PyPIcontourpy1.3.3间接
PyPIcoverage间接
PyPIcryptography49.0.0间接
PyPIcubo间接
PyPIcubo2026.2.0间接
PyPIcuda-bindings12.9.4间接
PyPIcuda-pathfinder1.5.6间接
PyPIcycler0.12.1间接
PyPIcymem2.0.13间接
PyPIdask2026.7.0间接
PyPIdask-ee间接
PyPIdask-ee0.0.4间接
PyPIdask-geopandas间接
PyPIdask-geopandas0.5.0间接
PyPIdataclasses-json0.6.7间接
PyPIdatashader间接
PyPIdatashader0.19.1间接
PyPIdebugpy1.8.21间接
PyPIdecorator5.3.1间接
PyPIdefusedxml0.7.1间接
PyPIdeprecated1.3.1间接
PyPIdeprecation2.1.0间接
PyPIdict2xml1.7.8间接
PyPIdill0.4.1间接
PyPIdistributed2026.7.0间接
PyPIdistro1.9.0间接
PyPIdonfig0.8.1.post1间接
PyPIduckdb间接
PyPIduckdb1.5.4间接
PyPIduckdb-engine0.17.0间接
PyPIearthaccess间接
PyPIearthaccess0.17.0间接
PyPIearthaccess0.18.0间接
PyPIearthengine-api间接
PyPIearthengine-api1.7.34间接
PyPIearthpy间接
PyPIearthpy0.9.4间接
PyPIeasystac间接
PyPIeasystac0.0.1间接
PyPIeditorconfig0.17.1间接
PyPIee-extra2025.7.2间接
PyPIeemont间接
PyPIeemont2025.7.1间接
PyPIeerepr0.1.2间接
PyPIeoreader间接
PyPIeoreader0.24.1间接
PyPIephem4.2.1间接
PyPIesda2.8.2间接
PyPIet-xmlfile2.0.0间接
PyPIeval-type-backport0.4.0间接
PyPIexecuting2.2.1间接
PyPIfastai2.8.7间接
PyPIfastapi0.139.0间接
PyPIfastcore1.14.2间接
PyPIfastdownload0.0.7间接
PyPIfasteners0.20间接
PyPIfastjsonschema2.21.2间接
PyPIfastlite0.2.4间接
PyPIfastprogress1.1.6间接
PyPIfasttransform0.0.2间接
PyPIffmpeg-python0.2.0间接
PyPIfilelock3.29.6间接
PyPIfiletype1.2.0间接
PyPIfiona间接
PyPIfiona1.10.1间接
PyPIflake8间接
PyPIfolium间接
PyPIfolium0.20.0间接
PyPIfonttools4.63.0间接
PyPIfqdn1.5.1间接
PyPIfrozenlist1.8.0间接
PyPIfsspec2026.6.0间接
PyPIfuture1.0.0间接
PyPIfuzzywuzzy0.18.0间接
PyPIgdown6.1.0间接
PyPIgeeadd2.1.0间接
PyPIgeemap间接
PyPIgeemap0.37.2间接
PyPIgeemap0.38.3间接
PyPIgeoalchemy2间接
PyPIgeoalchemy20.20.0间接
PyPIgeocoder1.38.1间接
PyPIgeocube间接
PyPIgeocube0.7.1间接
PyPIgeographiclib2.1间接
PyPIgeojson3.3.0间接
PyPIgeolibre间接
PyPIgeolibre1.10.0间接
PyPIgeolibre-wasm间接
PyPIgeolibre-wasm0.5.3间接
PyPIgeomet1.1.0间接
PyPIgeopandas间接
PyPIgeopandas1.1.4间接
PyPIgeopy2.4.1间接
PyPIgeospatial0.11.6间接
PyPIgeotiff间接
PyPIgeotiff0.2.10间接
PyPIgeoutils0.2.5间接
PyPIgiddy2.3.8间接
PyPIgitdb4.0.12间接
PyPIgitpython3.1.50间接
PyPIgoogle-api-core2.31.0间接
PyPIgoogle-api-python-client2.198.0间接
PyPIgoogle-auth2.55.1间接
PyPIgoogle-auth-httplib20.4.0间接
PyPIgoogle-cloud-core2.6.0间接
PyPIgoogle-cloud-storage3.12.0间接
PyPIgoogle-crc32c1.8.0间接
PyPIgoogle-resumable-media2.10.0间接
PyPIgoogleapis-common-protos1.75.0间接
PyPIgreenlet3.5.3间接
PyPIgrip间接
PyPIgwlearn0.1.1间接
PyPIgwlearn0.2.0间接
PyPIh110.16.0间接
PyPIh3间接
PyPIh34.5.0间接
PyPIh5netcdf1.8.1间接
PyPIh5py3.16.0间接
PyPIhf-xet1.5.1间接
PyPIholoviews1.23.1间接
PyPIhtml2text2025.4.15间接
PyPIhttpcore1.0.9间接
PyPIhttpcore22.5.0间接
PyPIhttplib20.32.0间接
PyPIhttptools0.8.0间接
PyPIhttpx0.28.1间接
PyPIhttpx22.5.0间接
PyPIhuggingface-hub1.22.0间接
PyPIhumanize4.16.0间接
PyPIhvplot间接
PyPIhvplot0.12.2间接
PyPIhypercoast间接
PyPIhypercoast0.27.0间接
PyPIicecream2.2.0间接
PyPIidna3.18间接
PyPIimagecodecs2026.1.14间接
PyPIimagecodecs2026.6.26间接
PyPIimageio2.37.3间接
PyPIimportlib-metadata9.0.0间接
PyPIimportlib-resources7.1.0间接
PyPIinequality1.1.2间接
PyPIipyevents2.0.4间接
PyPIipyfilechooser0.6.0间接
PyPIipygany间接
PyPIipygany0.5.0间接
PyPIipykernel间接
PyPIipykernel7.3.0间接
PyPIipyleaflet间接
PyPIipyleaflet0.20.0间接
PyPIipython9.15.0间接
PyPIipython-genutils0.2.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIipytree0.2.2间接
PyPIipyvue1.12.0间接
PyPIipyvuetify1.11.3间接
PyPIipywidgets8.1.8间接
PyPIisoduration20.11.0间接
PyPIitsdangerous2.2.0间接
PyPIjbpy0.6.1间接
PyPIjedi0.20.0间接
PyPIjinja23.1.6间接
PyPIjmespath1.1.0间接
PyPIjoblib1.5.3间接
PyPIjsbeautifier2.0.3间接
PyPIjson50.15.0间接
PyPIjsonpointer3.1.1间接
PyPIjsonschema4.26.0间接
PyPIjsonschema-specifications2025.9.1间接
PyPIjupysql0.11.1间接
PyPIjupysql-plugin0.4.5间接
PyPIjupyter-client8.9.1间接
PyPIjupyter-core5.9.1间接
PyPIjupyter-events0.12.1间接
PyPIjupyter-leaflet0.20.0间接
PyPIjupyter-loopback0.3.3间接
PyPIjupyter-server2.20.0间接
PyPIjupyter-server-proxy4.5.0间接
PyPIjupyter-server-terminals0.5.4间接
PyPIjupyter-ui-poll1.1.0间接
PyPIjupyterlab-pygments0.3.0间接
PyPIjupyterlab-server2.28.0间接
PyPIjupyterlab-widgets3.0.16间接
PyPIkiwisolver1.5.0间接
PyPIlark1.3.1间接
PyPIlaspy间接
PyPIlaspy2.7.0间接
PyPIlazy-loader0.5间接
PyPIleafmap间接
PyPIleafmap0.63.0间接
PyPIlibpysal4.14.1间接
PyPIlibpysal4.15.0间接
PyPIlidar0.8.4间接
PyPIlightgbm4.6.0间接
PyPIlinkify-it-py2.1.0间接
PyPIlivereload间接
PyPIllvmlite0.48.0间接
PyPIlocaltileserver间接
PyPIlocaltileserver1.0.0间接
PyPIlocket1.0.0间接
PyPIlxml6.1.1间接
PyPIlz44.4.5间接
PyPImapboxgl间接
PyPImapboxgl0.10.2间接
PyPImapclassify间接
PyPImapclassify2.10.0间接
PyPImaplibre间接
PyPImaplibre0.3.6间接
PyPImapwidget间接
PyPImapwidget0.2.0间接
PyPImarkdown3.10.2间接
PyPImarkdown-it-py4.2.0间接
PyPImarkupsafe3.0.3间接
PyPImarshmallow3.26.2间接
PyPImatplotlib3.11.0间接
PyPImatplotlib-inline0.2.2间接
PyPImdit-py-plugins0.6.1间接
PyPImdurl0.1.2间接
PyPImercantile1.2.1间接
PyPImethodtools0.4.7间接
PyPImgwr2.2.1间接
PyPImistune3.3.2间接
PyPImkdocs间接
PyPImkdocs-git-revision-date-plugin间接
PyPImkdocs-jupyter间接
PyPImkdocs-material间接
PyPImkdocs-pdf-export-plugin间接
PyPImkdocstrings间接
PyPImkdocstrings-crystal间接
PyPImkdocstrings-python间接
PyPImomepy0.11.0间接
PyPImomepy1.0.0间接
PyPImorecantile7.0.3间接
PyPImovingpandas间接
PyPImovingpandas0.22.4间接
PyPImpmath1.3.0间接
PyPImsgpack1.2.1间接
PyPImss间接
PyPImss10.2.0间接
PyPImultidict6.7.1间接
PyPImultimethod2.0.2间接
PyPImultipledispatch1.0.0间接
PyPImurmurhash1.0.15间接
PyPImypy-extensions1.1.0间接
PyPInarwhals2.23.0间接
PyPInbclient0.11.0间接
PyPInbconvert间接
PyPInbconvert7.17.1间接
PyPInbformat5.10.4间接
PyPInest-asyncio21.7.2间接
PyPInetcdf4间接
PyPInetcdf41.7.4间接
PyPInetworkx间接
PyPInetworkx3.6.1间接
PyPInh30.3.6间接
PyPInumba间接
PyPInumba0.66.0间接
PyPInumcodecs0.16.5间接
PyPInumexpr2.14.1间接
PyPInumpy2.4.6间接
PyPInvidia-cublas-cu1212.8.4.1间接
PyPInvidia-cuda-cupti-cu1212.8.90间接
PyPInvidia-cuda-nvrtc-cu1212.8.93间接
PyPInvidia-cuda-runtime-cu1212.8.90间接
PyPInvidia-cudnn-cu129.10.2.21间接
PyPInvidia-cufft-cu1211.3.3.83间接
PyPInvidia-cufile-cu121.13.1.3间接
PyPInvidia-curand-cu1210.3.9.90间接
PyPInvidia-cusolver-cu1211.7.3.90间接
PyPInvidia-cusparse-cu1212.5.8.93间接
PyPInvidia-cusparselt-cu120.7.1间接
PyPInvidia-nccl-cu122.27.5间接
PyPInvidia-nvjitlink-cu1212.8.93间接
PyPInvidia-nvshmem-cu123.4.5间接
PyPInvidia-nvtx-cu1212.8.90间接
PyPIoauthlib3.3.1间接
PyPIodc-geo0.5.2间接
PyPIodc-loader0.6.4间接
PyPIodc-stac间接
PyPIodc-stac0.5.2间接
PyPIopencv-python-headless5.0.0.93间接
PyPIopenpyxl3.1.5间接
PyPIorjson3.11.9间接
PyPIosmnx间接
PyPIosmnx2.1.0间接
PyPIoverrides7.7.0间接
PyPIoverturemaps间接
PyPIoverturemaps1.0.1间接
PyPIowslib间接
PyPIowslib0.35.0间接
PyPIowslib0.36.0间接
PyPIpackaging26.2间接
PyPIpalettable间接
PyPIpalettable3.3.3间接
PyPIpandas2.3.3间接
PyPIpandocfilters1.5.1间接
PyPIpanel间接
PyPIpanel1.9.3间接
PyPIpanel-material-ui0.13.0间接
PyPIparam2.4.1间接
PyPIparso0.8.7间接
PyPIpartd1.4.2间接
PyPIpathlib-abc0.5.2间接
PyPIpatsy1.0.2间接
PyPIpexpect4.9.0间接
PyPIpillow12.3.0间接
PyPIpip间接
PyPIplanetary-computer间接
PyPIplanetary-computer1.0.0间接
PyPIplatformdirs4.10.0间接
PyPIploomber-core0.2.27间接
PyPIplotly间接
PyPIplotly6.8.0间接
PyPIplum-dispatch2.9.0间接
PyPIpmtiles3.7.0间接
PyPIpointpats2.5.5间接
PyPIpointpats2.6.0间接
PyPIpooch1.9.0间接
PyPIposthog7.22.0间接
PyPIpqdm0.2.0间接
PyPIpreshed3.0.13间接
PyPIprettytable3.18.0间接
PyPIprometheus-client0.25.0间接
PyPIprompt-toolkit3.0.52间接
PyPIpropcache0.5.2间接
PyPIproto-plus1.28.0间接
PyPIprotobuf7.35.1间接
PyPIpsutil7.2.2间接
PyPIpsygnal0.15.1间接
PyPIptyprocess0.7.0间接
PyPIpulp3.3.2间接
PyPIpure-eval0.2.3间接
PyPIpyarrow24.0.0间接
PyPIpyasn10.6.3间接
PyPIpyasn1-modules0.4.2间接
PyPIpycparser3.0间接
PyPIpyct0.6.0间接
PyPIpydantic2.13.4间接
PyPIpydantic-core2.46.4间接
PyPIpyfiglet1.0.4间接
PyPIpygis间接
PyPIpygis0.10.2间接
PyPIpygments2.20.0间接
PyPIpykdtree1.4.3间接
PyPIpymdown-extensions11.0.1间接
PyPIpyntcloud间接
PyPIpyntcloud0.3.1间接
PyPIpyogrio间接
PyPIpyogrio0.13.0间接
PyPIpyorbital1.12.1间接
PyPIpyparsing3.3.2间接
PyPIpyperclip1.11.0间接
PyPIpyproj间接
PyPIpyproj3.7.2间接
PyPIpyresample间接
PyPIpyresample1.35.0间接
PyPIpysal间接
PyPIpysal26.1间接
PyPIpyshp间接
PyPIpyshp3.1.4间接
PyPIpysocks1.7.1间接
PyPIpystac1.15.1间接
PyPIpystac-client间接
PyPIpystac-client0.9.0间接
PyPIpystac-core1.15.1间接
PyPIpystac-ext-classification2.0.0间接
PyPIpystac-ext-datacube2.2.0间接
PyPIpystac-ext-eo1.1.0间接
PyPIpystac-ext-file2.1.0间接
PyPIpystac-ext-grid1.1.0间接
PyPIpystac-ext-item-assets1.0.0间接
PyPIpystac-ext-label1.0.1间接
PyPIpystac-ext-mgrs1.0.0间接
PyPIpystac-ext-mlm1.4.0间接
PyPIpystac-ext-pointcloud1.0.0间接
PyPIpystac-ext-projection2.0.0间接
PyPIpystac-ext-raster1.1.0间接
PyPIpystac-ext-render2.0.0间接
PyPIpystac-ext-sar1.0.0间接
PyPIpystac-ext-sat1.0.0间接
PyPIpystac-ext-scientific1.0.0间接
PyPIpystac-ext-storage2.0.0间接
PyPIpystac-ext-table1.2.0间接
PyPIpystac-ext-timestamps1.1.0间接
PyPIpystac-ext-version1.2.0间接
PyPIpystac-ext-view1.0.0间接
PyPIpystac-ext-xarray-assets1.0.0间接
PyPIpython-box7.4.1间接
PyPIpython-cmr0.13.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-dotenv1.2.2间接
PyPIpython-fasthtml0.14.4间接
PyPIpython-json-logger4.1.0间接
PyPIpython-multipart0.0.32间接
PyPIpytz2026.2间接
PyPIpyviz-comms3.0.6间接
PyPIpywinpty3.0.5间接
PyPIpyyaml6.0.3间接
PyPIpyzmq27.1.0间接
PyPIquantecon0.11.2间接
PyPIradiant-mlhub0.4.1间接
PyPIrasterio间接
PyPIrasterio1.4.4间接
PyPIrasterio1.5.0间接
PyPIrasterstats间接
PyPIrasterstats0.21.0间接
PyPIratelim0.1.6间接
PyPIreacton1.10.1间接
PyPIreferencing0.37.0间接
PyPIrequests2.34.2间接
PyPIrequests-futures1.0.2间接
PyPIrequests-oauthlib2.0.0间接
PyPIrfc3339-validator0.1.4间接
PyPIrfc3986-validator0.1.1间接
PyPIrfc3987-syntax1.1.0间接
PyPIrich15.0.0间接
PyPIrich-click1.9.8间接
PyPIrio-cogeo间接
PyPIrio-cogeo7.0.2间接
PyPIrio-tiler9.4.0间接
PyPIrioxarray间接
PyPIrioxarray0.19.0间接
PyPIrioxarray0.22.0间接
PyPIrpds-py2026.6.3间接
PyPIrtree1.4.1间接
PyPIs2cloudless间接
PyPIs2cloudless1.7.3间接
PyPIs3fs2026.6.0间接
PyPIs3transfer0.17.1间接
PyPIsafetensors0.8.0间接
PyPIsarkit1.10.0间接
PyPIsarkit1.8.1间接
PyPIsarpy间接
PyPIsarpy2.0.1间接
PyPIsatpy间接
PyPIsatpy0.60.0间接
PyPIscikit-image0.26.0间接
PyPIscikit-learn1.9.0间接
PyPIscipy1.17.1间接
PyPIscipy1.18.0间接
PyPIscooby0.11.2间接
PyPIseaborn0.13.2间接
PyPIsegregation2.5.4间接
PyPIsegregation2.5.5间接
PyPIsemver3.0.4间接
PyPIsend2trash2.1.0间接
PyPIsentinelhub3.11.5间接
PyPIsentinelsat间接
PyPIsentinelsat1.2.1间接
PyPIsentry-sdk2.64.0间接
PyPIsertit1.54.2间接
PyPIserver-thread0.3.0间接
PyPIsetuptools83.0.0间接
PyPIshapely间接
PyPIshapely2.1.2间接
PyPIshellingham1.5.4间接
PyPIsimpervisor1.0.0间接
PyPIsimplejson4.1.1间接
PyPIsimplekml间接
PyPIsimplekml1.3.6间接
PyPIsix1.17.0间接
PyPIsliderule间接
PyPIsliderule5.4.3间接
PyPIsmart-open8.0.0间接
PyPIsmmap5.0.3间接
PyPIsolara间接
PyPIsolara1.60.0间接
PyPIsolara-server1.60.0间接
PyPIsolara-ui1.60.0间接
PyPIsortedcontainers2.4.0间接
PyPIsoupsieve2.8.4间接
PyPIspacy3.8.14间接
PyPIspacy-legacy3.0.12间接
PyPIspacy-loggers1.0.5间接
PyPIspaghetti1.7.6间接
PyPIspglm1.1.0间接
PyPIsphinx间接
PyPIspint1.0.7间接
PyPIspint1.1.0间接
PyPIsplot1.1.7间接
PyPIspopt0.7.0间接
PyPIspreg1.9.0间接
PyPIspyndex间接
PyPIspyndex0.11.0间接
PyPIsqlalchemy间接
PyPIsqlalchemy2.0.51间接
PyPIsqlglot30.12.0间接
PyPIsqlparse0.5.5间接
PyPIsrsly2.5.3间接
PyPIstack-data0.6.3间接
PyPIstackstac间接
PyPIstackstac0.5.1间接
PyPIstarlette1.3.1间接
PyPIstatsmodels0.14.6间接
PyPIsympy1.14.0间接
PyPItblib3.2.2间接
PyPItenacity9.1.4间接
PyPItermcolor3.3.0间接
PyPIterminado0.18.1间接
PyPIthinc8.3.13间接
PyPIthreadpoolctl3.6.0间接
PyPItifffile2026.3.3间接
PyPItifffile2026.6.1间接
PyPItinycss21.5.1间接
PyPItinynetrc1.3.1间接
PyPItobler0.13.0间接
PyPItobler0.14.0间接
PyPItomli2.4.1间接
PyPItomli-w1.2.0间接
PyPItoolz1.1.0间接
PyPItorch2.10.0间接
PyPItorchvision0.25.0间接
PyPItornado6.5.7间接
PyPItox间接
PyPItqdm4.68.3间接
PyPItraitlets5.15.1间接
PyPItraittypes0.2.3间接
PyPItriton3.6.0间接
PyPItrollimage1.28.0间接
PyPItrollsift1.0.1间接
PyPItruststore0.10.4间接
PyPItwine间接
PyPItyper0.26.8间接
PyPItyping-extensions4.16.0间接
PyPItyping-inspect0.9.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2026.2间接
PyPIuc-micro-py2.0.0间接
PyPIuniversal-pathlib0.3.10间接
PyPIuri-template1.3.0间接
PyPIuritemplate4.2.0间接
PyPIurllib32.7.0间接
PyPIusgs间接
PyPIusgs0.3.7间接
PyPIutm0.8.1间接
PyPIuvicorn0.50.2间接
PyPIuvloop0.22.1间接
PyPIvalidators0.35.0间接
PyPIvoila间接
PyPIvoila0.5.12间接
PyPIvoila-topbar0.1.1间接
PyPIwandb0.28.0间接
PyPIwasabi1.1.3间接
PyPIwasmtime46.0.1间接
PyPIwatchdog间接
PyPIwatchdog6.0.0间接
PyPIwatchfiles1.2.0间接
PyPIwcwidth0.8.2间接
PyPIweasel1.0.0间接
PyPIwebcolors25.10.0间接
PyPIwebencodings0.5.1间接
PyPIwebsocket-client1.9.0间接
PyPIwebsockets16.0间接
PyPIwerkzeug3.1.8间接
PyPIwheel间接
PyPIwhitebox间接
PyPIwhitebox2.3.6间接
PyPIwhiteboxgui间接
PyPIwhiteboxgui2.3.0间接
PyPIwidgetsnbextension4.0.15间接
PyPIwirerope1.0.0间接
PyPIwrapt2.2.2间接
PyPIwxee间接
PyPIwxee0.5.0间接
PyPIxarray间接
PyPIxarray2026.4.0间接
PyPIxarray-spatial间接
PyPIxarray-spatial0.10.15间接
PyPIxarray-spatial0.5.3间接
PyPIxcube0.0.9间接
PyPIxdem0.2.3间接
PyPIxee间接
PyPIxee0.1.1间接
PyPIxyzservices间接
PyPIxyzservices2026.3.0间接
PyPIyarl1.24.2间接
PyPIzarr2.12.0间接
PyPIzict3.0.0间接
PyPIzipp4.1.0间接
PyPIzstandard0.25.0间接
原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [
        "python",
        "geospatial",
        "gis",
        "remote-sensing",
        "image-processing",
        "jupyter",
        "xarray",
        "geemap",
        "leafmap",
        "geopandas",
        "rasterio"
      ],
      "is_fork": false,
      "size_kb": 3117,
      "has_wiki": true,
      "homepage": "https://geospatial.gishub.org",
      "languages": {
        "Python": 586,
        "Dockerfile": 2415
      },
      "pushed_at": "2026-07-17T19:57:16Z",
      "created_at": "2020-05-07T12:27:34Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-07T04:29:18Z",
      "description": "A Python package for installing commonly used packages for geospatial analysis and data visualization with only one command.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "master",
      "primary_language": "Dockerfile",
      "significant_languages": [
        "Dockerfile",
        "Python"
      ]
    },
    "owner": {
      "blog": "https://opengeos.org",
      "name": "Open Geospatial Solutions",
      "type": "Organization",
      "login": "opengeos",
      "company": null,
      "location": "United States of America",
      "followers": 3826,
      "avatar_url": "https://avatars.githubusercontent.com/u/129896036?v=4",
      "created_at": "2023-04-04T19:02:44Z",
      "is_verified": null,
      "public_repos": 166,
      "account_age_days": 1200
    },
    "activity": {
      "releases_count": 36,
      "commits_last_year": 22,
      "latest_release_at": "2026-07-07T04:29:30Z",
      "latest_release_tag": "v0.12.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 6,
      "days_since_latest_release": 10,
      "mean_days_between_releases": 77.1
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "geospatial",
          "exists": true,
          "license": "MIT license",
          "keywords": [
            "geospatial",
            "Development Status :: 2 - Pre-Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Natural Language :: English",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": false,
          "registry_url": "https://pypi.org/project/geospatial/",
          "is_deprecated": false,
          "latest_version": "0.12.0",
          "repository_url": "https://github.com/opengeos/geospatial",
          "versions_count": 37,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 2213,
          "first_published_at": "2020-05-07T12:43:12.836781Z",
          "latest_published_at": "2026-07-07T04:29:52.380139Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 10
        }
      ]
    },
    "popularity": {
      "forks": 44,
      "stars": 426,
      "watchers": 14,
      "open_issues_and_prs": 3
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 401,
      "source_files_sampled": 4,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "requirements.txt",
        "requirements_dev.txt",
        "requirements_docs.txt"
      ],
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "accelerate",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "access",
            "direct": false,
            "version": "1.1.10.post3",
            "ecosystem": "pypi"
          },
          {
            "name": "aenum",
            "direct": false,
            "version": "3.1.17",
            "ecosystem": "pypi"
          },
          {
            "name": "affine",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiobotocore",
            "direct": false,
            "version": "3.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aioitertools",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "anymap",
            "direct": false,
            "version": "0.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anywidget",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-sedona",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "apache-sedona",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "appdirs",
            "direct": false,
            "version": "1.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "apsw",
            "direct": false,
            "version": "3.53.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "apswutils",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "argon2-cffi",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "argon2-cffi-bindings",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "arrow",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asciitree",
            "direct": false,
            "version": "0.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backoff",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "bash-kernel",
            "direct": false,
            "version": "0.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.22.9",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "bokeh",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "bokeh",
            "direct": false,
            "version": "3.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "boto3",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "botocore",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bounded-pool-executor",
            "direct": false,
            "version": "0.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "bqplot",
            "direct": false,
            "version": "0.13.1",
            "ecosystem": "pypi"
          },
          {
            "name": "bqscales",
            "direct": false,
            "version": "0.3.7",
            "ecosystem": "pypi"
          },
          {
            "name": "branca",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "bs4",
            "direct": false,
            "version": "0.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "bump2version",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "catalogue",
            "direct": false,
            "version": "2.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "cenpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cenpy",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.6.17",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cftime",
            "direct": false,
            "version": "1.6.5",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.8",
            "ecosystem": "pypi"
          },
          {
            "name": "chroma-py",
            "direct": false,
            "version": "0.1.0.dev1",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "click-plugins",
            "direct": false,
            "version": "1.1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cligj",
            "direct": false,
            "version": "0.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpathlib",
            "direct": false,
            "version": "0.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "codespell",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "color-operations",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "colorcet",
            "direct": false,
            "version": "3.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorlog",
            "direct": false,
            "version": "6.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colour",
            "direct": false,
            "version": "0.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "confection",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "configobj",
            "direct": false,
            "version": "5.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "contextily",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "contextily",
            "direct": false,
            "version": "1.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cubo",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cubo",
            "direct": false,
            "version": "2026.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-bindings",
            "direct": false,
            "version": "12.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-pathfinder",
            "direct": false,
            "version": "1.5.6",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cymem",
            "direct": false,
            "version": "2.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "dask",
            "direct": false,
            "version": "2026.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dask-ee",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "dask-ee",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "dask-geopandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "dask-geopandas",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dataclasses-json",
            "direct": false,
            "version": "0.6.7",
            "ecosystem": "pypi"
          },
          {
            "name": "datashader",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "datashader",
            "direct": false,
            "version": "0.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.21",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecated",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecation",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dict2xml",
            "direct": false,
            "version": "1.7.8",
            "ecosystem": "pypi"
          },
          {
            "name": "dill",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "distributed",
            "direct": false,
            "version": "2026.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "donfig",
            "direct": false,
            "version": "0.8.1.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "duckdb",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "duckdb",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "duckdb-engine",
            "direct": false,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "earthaccess",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "earthaccess",
            "direct": false,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "earthaccess",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "earthengine-api",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "earthengine-api",
            "direct": false,
            "version": "1.7.34",
            "ecosystem": "pypi"
          },
          {
            "name": "earthpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "earthpy",
            "direct": false,
            "version": "0.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "easystac",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "easystac",
            "direct": false,
            "version": "0.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "editorconfig",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ee-extra",
            "direct": false,
            "version": "2025.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "eemont",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "eemont",
            "direct": false,
            "version": "2025.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "eerepr",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "eoreader",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "eoreader",
            "direct": false,
            "version": "0.24.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ephem",
            "direct": false,
            "version": "4.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "esda",
            "direct": false,
            "version": "2.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "et-xmlfile",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "eval-type-backport",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastai",
            "direct": false,
            "version": "2.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.139.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastcore",
            "direct": false,
            "version": "1.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastdownload",
            "direct": false,
            "version": "0.0.7",
            "ecosystem": "pypi"
          },
          {
            "name": "fasteners",
            "direct": false,
            "version": "0.20",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastlite",
            "direct": false,
            "version": "0.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "fastprogress",
            "direct": false,
            "version": "1.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "fasttransform",
            "direct": false,
            "version": "0.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ffmpeg-python",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.6",
            "ecosystem": "pypi"
          },
          {
            "name": "filetype",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fiona",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fiona",
            "direct": false,
            "version": "1.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "flake8",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "folium",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "folium",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fqdn",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "future",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fuzzywuzzy",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gdown",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "geeadd",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "geemap",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "geemap",
            "direct": false,
            "version": "0.37.2",
            "ecosystem": "pypi"
          },
          {
            "name": "geemap",
            "direct": false,
            "version": "0.38.3",
            "ecosystem": "pypi"
          },
          {
            "name": "geoalchemy2",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "geoalchemy2",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "geocoder",
            "direct": false,
            "version": "1.38.1",
            "ecosystem": "pypi"
          },
          {
            "name": "geocube",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "geocube",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "geographiclib",
            "direct": false,
            "version": "2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "geojson",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "geolibre",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "geolibre",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "geolibre-wasm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "geolibre-wasm",
            "direct": false,
            "version": "0.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "geomet",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "geopandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "geopandas",
            "direct": false,
            "version": "1.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "geopy",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "geospatial",
            "direct": false,
            "version": "0.11.6",
            "ecosystem": "pypi"
          },
          {
            "name": "geotiff",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "geotiff",
            "direct": false,
            "version": "0.2.10",
            "ecosystem": "pypi"
          },
          {
            "name": "geoutils",
            "direct": false,
            "version": "0.2.5",
            "ecosystem": "pypi"
          },
          {
            "name": "giddy",
            "direct": false,
            "version": "2.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.50",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-core",
            "direct": false,
            "version": "2.31.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-python-client",
            "direct": false,
            "version": "2.198.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.55.1",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth-httplib2",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-core",
            "direct": false,
            "version": "2.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-storage",
            "direct": false,
            "version": "3.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-crc32c",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-resumable-media",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "grip",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "gwlearn",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "gwlearn",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h3",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "h3",
            "direct": false,
            "version": "4.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h5netcdf",
            "direct": false,
            "version": "1.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "h5py",
            "direct": false,
            "version": "3.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "holoviews",
            "direct": false,
            "version": "1.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "html2text",
            "direct": false,
            "version": "2025.4.15",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore2",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httplib2",
            "direct": false,
            "version": "0.32.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httptools",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx2",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "humanize",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hvplot",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "hvplot",
            "direct": false,
            "version": "0.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "hypercoast",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "hypercoast",
            "direct": false,
            "version": "0.27.0",
            "ecosystem": "pypi"
          },
          {
            "name": "icecream",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "imagecodecs",
            "direct": false,
            "version": "2026.1.14",
            "ecosystem": "pypi"
          },
          {
            "name": "imagecodecs",
            "direct": false,
            "version": "2026.6.26",
            "ecosystem": "pypi"
          },
          {
            "name": "imageio",
            "direct": false,
            "version": "2.37.3",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "9.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-resources",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "inequality",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ipyevents",
            "direct": false,
            "version": "2.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "ipyfilechooser",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipygany",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ipygany",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "7.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipyleaflet",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ipyleaflet",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-genutils",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipytree",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ipyvue",
            "direct": false,
            "version": "1.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipyvuetify",
            "direct": false,
            "version": "1.11.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "isoduration",
            "direct": false,
            "version": "20.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "itsdangerous",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jbpy",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jmespath",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jsbeautifier",
            "direct": false,
            "version": "2.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "json5",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupysql",
            "direct": false,
            "version": "0.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupysql-plugin",
            "direct": false,
            "version": "0.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-events",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-leaflet",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-loopback",
            "direct": false,
            "version": "0.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server-proxy",
            "direct": false,
            "version": "4.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server-terminals",
            "direct": false,
            "version": "0.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-ui-poll",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-server",
            "direct": false,
            "version": "2.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-widgets",
            "direct": false,
            "version": "3.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lark",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "laspy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "laspy",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lazy-loader",
            "direct": false,
            "version": "0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "leafmap",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "leafmap",
            "direct": false,
            "version": "0.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "libpysal",
            "direct": false,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "libpysal",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lidar",
            "direct": false,
            "version": "0.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "lightgbm",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "linkify-it-py",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "livereload",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": false,
            "version": "0.48.0",
            "ecosystem": "pypi"
          },
          {
            "name": "localtileserver",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "localtileserver",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "locket",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "6.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "lz4",
            "direct": false,
            "version": "4.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "mapboxgl",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mapboxgl",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mapclassify",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mapclassify",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "maplibre",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "maplibre",
            "direct": false,
            "version": "0.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mapwidget",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mapwidget",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow",
            "direct": false,
            "version": "3.26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mercantile",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "methodtools",
            "direct": false,
            "version": "0.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "mgwr",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-git-revision-date-plugin",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-jupyter",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-pdf-export-plugin",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings-crystal",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings-python",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "momepy",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "momepy",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "morecantile",
            "direct": false,
            "version": "7.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "movingpandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "movingpandas",
            "direct": false,
            "version": "0.22.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msgpack",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mss",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mss",
            "direct": false,
            "version": "10.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multimethod",
            "direct": false,
            "version": "2.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "multipledispatch",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "murmurhash",
            "direct": false,
            "version": "1.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "narwhals",
            "direct": false,
            "version": "2.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": false,
            "version": "7.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "netcdf4",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "netcdf4",
            "direct": false,
            "version": "1.7.4",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nh3",
            "direct": false,
            "version": "0.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": "0.66.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numcodecs",
            "direct": false,
            "version": "0.16.5",
            "ecosystem": "pypi"
          },
          {
            "name": "numexpr",
            "direct": false,
            "version": "2.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cublas-cu12",
            "direct": false,
            "version": "12.8.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-cupti-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-nvrtc-cu12",
            "direct": false,
            "version": "12.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-runtime-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-cu12",
            "direct": false,
            "version": "9.10.2.21",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufft-cu12",
            "direct": false,
            "version": "11.3.3.83",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufile-cu12",
            "direct": false,
            "version": "1.13.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-curand-cu12",
            "direct": false,
            "version": "10.3.9.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusolver-cu12",
            "direct": false,
            "version": "11.7.3.90",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparse-cu12",
            "direct": false,
            "version": "12.5.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparselt-cu12",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu12",
            "direct": false,
            "version": "2.27.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvjitlink-cu12",
            "direct": false,
            "version": "12.8.93",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvshmem-cu12",
            "direct": false,
            "version": "3.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvtx-cu12",
            "direct": false,
            "version": "12.8.90",
            "ecosystem": "pypi"
          },
          {
            "name": "oauthlib",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "odc-geo",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "odc-loader",
            "direct": false,
            "version": "0.6.4",
            "ecosystem": "pypi"
          },
          {
            "name": "odc-stac",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "odc-stac",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "opencv-python-headless",
            "direct": false,
            "version": "5.0.0.93",
            "ecosystem": "pypi"
          },
          {
            "name": "openpyxl",
            "direct": false,
            "version": "3.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "osmnx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "osmnx",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "overrides",
            "direct": false,
            "version": "7.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "overturemaps",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "overturemaps",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "owslib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "owslib",
            "direct": false,
            "version": "0.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "owslib",
            "direct": false,
            "version": "0.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "palettable",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "palettable",
            "direct": false,
            "version": "3.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "panel",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "panel",
            "direct": false,
            "version": "1.9.3",
            "ecosystem": "pypi"
          },
          {
            "name": "panel-material-ui",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "param",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "partd",
            "direct": false,
            "version": "1.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pathlib-abc",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "patsy",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pip",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "planetary-computer",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "planetary-computer",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ploomber-core",
            "direct": false,
            "version": "0.2.27",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": "6.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "plum-dispatch",
            "direct": false,
            "version": "2.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pmtiles",
            "direct": false,
            "version": "3.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pointpats",
            "direct": false,
            "version": "2.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pointpats",
            "direct": false,
            "version": "2.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pooch",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "posthog",
            "direct": false,
            "version": "7.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pqdm",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "preshed",
            "direct": false,
            "version": "3.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "prettytable",
            "direct": false,
            "version": "3.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-client",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "proto-plus",
            "direct": false,
            "version": "1.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.35.1",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "psygnal",
            "direct": false,
            "version": "0.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pulp",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": "24.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyct",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyfiglet",
            "direct": false,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pygis",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pygis",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pykdtree",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": "11.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyntcloud",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyntcloud",
            "direct": false,
            "version": "0.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyogrio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyogrio",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyorbital",
            "direct": false,
            "version": "1.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyperclip",
            "direct": false,
            "version": "1.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyproj",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyproj",
            "direct": false,
            "version": "3.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyresample",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyresample",
            "direct": false,
            "version": "1.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pysal",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pysal",
            "direct": false,
            "version": "26.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyshp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyshp",
            "direct": false,
            "version": "3.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pysocks",
            "direct": false,
            "version": "1.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac",
            "direct": false,
            "version": "1.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-client",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-client",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-core",
            "direct": false,
            "version": "1.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-classification",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-datacube",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-eo",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-file",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-grid",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-item-assets",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-label",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-mgrs",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-mlm",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-pointcloud",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-projection",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-raster",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-render",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-sar",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-sat",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-scientific",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-storage",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-table",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-timestamps",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-version",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-view",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pystac-ext-xarray-assets",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-box",
            "direct": false,
            "version": "7.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-cmr",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-fasthtml",
            "direct": false,
            "version": "0.14.4",
            "ecosystem": "pypi"
          },
          {
            "name": "python-json-logger",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyviz-comms",
            "direct": false,
            "version": "3.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pywinpty",
            "direct": false,
            "version": "3.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "quantecon",
            "direct": false,
            "version": "0.11.2",
            "ecosystem": "pypi"
          },
          {
            "name": "radiant-mlhub",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rasterio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rasterio",
            "direct": false,
            "version": "1.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rasterio",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rasterstats",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rasterstats",
            "direct": false,
            "version": "0.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ratelim",
            "direct": false,
            "version": "0.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "reacton",
            "direct": false,
            "version": "1.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-futures",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-oauthlib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3339-validator",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3986-validator",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3987-syntax",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-click",
            "direct": false,
            "version": "1.9.8",
            "ecosystem": "pypi"
          },
          {
            "name": "rio-cogeo",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rio-cogeo",
            "direct": false,
            "version": "7.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rio-tiler",
            "direct": false,
            "version": "9.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rioxarray",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rioxarray",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rioxarray",
            "direct": false,
            "version": "0.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "2026.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "rtree",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "s2cloudless",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "s2cloudless",
            "direct": false,
            "version": "1.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "s3fs",
            "direct": false,
            "version": "2026.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "s3transfer",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "safetensors",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sarkit",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sarkit",
            "direct": false,
            "version": "1.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sarpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sarpy",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "satpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "satpy",
            "direct": false,
            "version": "0.60.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-image",
            "direct": false,
            "version": "0.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scooby",
            "direct": false,
            "version": "0.11.2",
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": false,
            "version": "0.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "segregation",
            "direct": false,
            "version": "2.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "segregation",
            "direct": false,
            "version": "2.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "semver",
            "direct": false,
            "version": "3.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "send2trash",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sentinelhub",
            "direct": false,
            "version": "3.11.5",
            "ecosystem": "pypi"
          },
          {
            "name": "sentinelsat",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sentinelsat",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "2.64.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sertit",
            "direct": false,
            "version": "1.54.2",
            "ecosystem": "pypi"
          },
          {
            "name": "server-thread",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "83.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "shapely",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "shapely",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "simpervisor",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "simplejson",
            "direct": false,
            "version": "4.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "simplekml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "simplekml",
            "direct": false,
            "version": "1.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sliderule",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sliderule",
            "direct": false,
            "version": "5.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "smart-open",
            "direct": false,
            "version": "8.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "solara",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "solara",
            "direct": false,
            "version": "1.60.0",
            "ecosystem": "pypi"
          },
          {
            "name": "solara-server",
            "direct": false,
            "version": "1.60.0",
            "ecosystem": "pypi"
          },
          {
            "name": "solara-ui",
            "direct": false,
            "version": "1.60.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sortedcontainers",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": false,
            "version": "3.8.14",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-legacy",
            "direct": false,
            "version": "3.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-loggers",
            "direct": false,
            "version": "1.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "spaghetti",
            "direct": false,
            "version": "1.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "spglm",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "spint",
            "direct": false,
            "version": "1.0.7",
            "ecosystem": "pypi"
          },
          {
            "name": "spint",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "splot",
            "direct": false,
            "version": "1.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "spopt",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "spreg",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "spyndex",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "spyndex",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": "2.0.51",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlglot",
            "direct": false,
            "version": "30.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlparse",
            "direct": false,
            "version": "0.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "srsly",
            "direct": false,
            "version": "2.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "stackstac",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "stackstac",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "statsmodels",
            "direct": false,
            "version": "0.14.6",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tblib",
            "direct": false,
            "version": "3.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "termcolor",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "terminado",
            "direct": false,
            "version": "0.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "thinc",
            "direct": false,
            "version": "8.3.13",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tifffile",
            "direct": false,
            "version": "2026.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tifffile",
            "direct": false,
            "version": "2026.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tinynetrc",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tobler",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tobler",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli-w",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "toolz",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "torchvision",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "tox",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.68.3",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "traittypes",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "triton",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "trollimage",
            "direct": false,
            "version": "1.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "trollsift",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "truststore",
            "direct": false,
            "version": "0.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "twine",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.26.8",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspect",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "uc-micro-py",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "universal-pathlib",
            "direct": false,
            "version": "0.3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "uri-template",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uritemplate",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "usgs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "usgs",
            "direct": false,
            "version": "0.3.7",
            "ecosystem": "pypi"
          },
          {
            "name": "utm",
            "direct": false,
            "version": "0.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.50.2",
            "ecosystem": "pypi"
          },
          {
            "name": "uvloop",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "validators",
            "direct": false,
            "version": "0.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "voila",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "voila",
            "direct": false,
            "version": "0.5.12",
            "ecosystem": "pypi"
          },
          {
            "name": "voila-topbar",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "wandb",
            "direct": false,
            "version": "0.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wasabi",
            "direct": false,
            "version": "1.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "wasmtime",
            "direct": false,
            "version": "46.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "weasel",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webcolors",
            "direct": false,
            "version": "25.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "werkzeug",
            "direct": false,
            "version": "3.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "wheel",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "whitebox",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "whitebox",
            "direct": false,
            "version": "2.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "whiteboxgui",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "whiteboxgui",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "widgetsnbextension",
            "direct": false,
            "version": "4.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "wirerope",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wxee",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wxee",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xarray",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xarray",
            "direct": false,
            "version": "2026.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xarray-spatial",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xarray-spatial",
            "direct": false,
            "version": "0.10.15",
            "ecosystem": "pypi"
          },
          {
            "name": "xarray-spatial",
            "direct": false,
            "version": "0.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "xcube",
            "direct": false,
            "version": "0.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "xdem",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "xee",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xee",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "xyzservices",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xyzservices",
            "direct": false,
            "version": "2026.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "zarr",
            "direct": false,
            "version": "2.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zict",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zstandard",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 649,
        "direct_count": 0,
        "indirect_count": 649
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 3,
        "merged_prs": 86,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 20,
        "closed_unmerged_prs": 40
      },
      "bus_factor": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "giswqs",
          "commits": 176,
          "avatar_url": "https://avatars.githubusercontent.com/u/5016453?u=ccdf45d5c7a05a6b096b8b622b2d99ae046d37ac&v=4"
        },
        {
          "type": "Bot",
          "login": "dependabot[bot]",
          "commits": 44,
          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "Bot",
          "login": "pre-commit-ci[bot]",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/in/68672?v=4"
        },
        {
          "type": "User",
          "login": "Giangblackk",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/10430725?u=927690f14d91b763496eb2d863acfc1921735575&v=4"
        },
        {
          "type": "User",
          "login": "remi-braun",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/67311115?u=f061003f3b997ce2401b7dc1529271628515b25a&v=4"
        }
      ],
      "contributors_sampled": 5,
      "top_contributor_share": 0.755
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "docker-delete-pr-tags.yml",
        "docker-image.yml",
        "docs-build.yml",
        "docs.yml",
        "macos.yml",
        "pypi.yml",
        "ubuntu.yml",
        "windows.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": true,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "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": 10,
            "reason": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
            "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": 1,
            "reason": "Found 1/10 approved changesets -- score normalized to 1",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 5 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": 1,
            "reason": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow 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": 8,
            "reason": "2 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "16f8904832de7a341abc3b28cb09c40f07f90d9b",
        "ran_at": "2026-07-17T21:49:46Z",
        "aggregate_score": 4.6,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/giswqs/geospatial",
    "host": "github.com",
    "name": "geospatial",
    "owner": "giswqs"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 68,
      "inputs": {
        "security": 46,
        "vitality": 69,
        "community": 66,
        "governance": 58,
        "engineering": 100
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 69,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "commits_last_year": 22,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 6
            },
            "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": "6/52 weeks with commits",
                "points": 4.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 6
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "22 commits in the last year",
                "points": 12.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "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": 92,
            "inputs": {
              "releases_count": 36,
              "latest_release_tag": "v0.12.0",
              "releases_from_tags": false,
              "days_since_latest_release": 10,
              "mean_days_between_releases": 77.1
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "36 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 36
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 10 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 10
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~77.1 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 77.1
                    }
                  }
                ],
                "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": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 66,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "forks": 44,
              "stars": 426,
              "watchers": 14,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "426 stars",
                "points": 42.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 426
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "44 forks",
                "points": 13.6,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 44
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "14 watchers",
                "points": 6.2,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "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 (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "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
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 58,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 31,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 5,
              "top_contributor_share": 0.755
            },
            "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 76% of commits",
                "points": 5.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 76
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "5 contributors",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "merged_prs": 86,
              "open_issues": 0,
              "closed_issues": 20,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 40
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "86/126 decided PRs merged",
                "points": 26.1,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 86,
                      "decided": 126
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/10 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "followers": 3826,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "opengeos",
              "public_repos": 166,
              "account_age_days": 1200
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "3,826 followers of opengeos",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 3826,
                      "login": "opengeos"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "166 public repos, account ~3 yr old",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 166
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 100,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "python",
                "geospatial",
                "gis",
                "remote-sensing",
                "image-processing",
                "jupyter",
                "xarray",
                "geemap",
                "leafmap",
                "geopandas",
                "rasterio"
              ],
              "has_wiki": true,
              "homepage": "https://geospatial.gishub.org",
              "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://geospatial.gishub.org",
                "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": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.6
            },
            "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": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/10 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 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": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 4
            },
            "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": 36,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "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": 11,
                "status": "met",
                "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, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Dockerfile",
              "largest_source_bytes": 401,
              "source_files_sampled": 4,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Dockerfile without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Dockerfile"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/4 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 4,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "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, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "pypi package 'geospatial' points at a different repository (https://github.com/opengeos/geospatial); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-17T21:50:11.551459Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/giswqs/geospatial.svg",
  "full_name": "giswqs/geospatial",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.12.0—— 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.