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Copilot</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Write better code with AI</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/ai/github-app" data-analytics-event="{&quot;action&quot;:&quot;github_copilot_app&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_copilot_app_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy 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1.922-1.453 3.375-3.547 3.64.531.344.89 1.094.89 1.954v1.625c0 .468.391.734.86.547C13.781 14.359 16 11.53 16 8.03 16 3.61 12.406 0 7.984 0 3.563 0 0 3.61 0 8.031a7.88 7.88 0 0 0 5.172 7.422c.422.156.828-.125.828-.547v-1.25c-.219.094-.5.156-.75.156-1.031 0-1.64-.562-2.078-1.609-.172-.422-.36-.672-.719-.719-.187-.015-.25-.093-.25-.187 0-.188.313-.328.625-.328.453 0 .844.281 1.25.86.313.452.64.655 1.031.655s.641-.14 1-.5c.266-.265.47-.5.657-.656"></path></svg>GitHub Copilot app</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Direct agents from issue to merge</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/mcp" data-analytics-event="{&quot;action&quot;:&quot;mcp_registry&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;mcp_registry_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-mcp 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NavLink-module__subtitle__X4gkW">Integrate external tools</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9knd_">DEVELOPER WORKFLOWS</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_9knd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/actions" data-analytics-event="{&quot;action&quot;:&quot;actions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;actions_link_platform_navbar&quot;}"><span 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7H4v4a1 1 0 0 0 1 1h4v-1.25C9 9.784 9.784 9 10.75 9h3.5c.966 0 1.75.784 1.75 1.75v3.5A1.75 1.75 0 0 1 14.25 16h-3.5A1.75 1.75 0 0 1 9 14.25v-.75H5A2.5 2.5 0 0 1 2.5 11V7h-.75A1.75 1.75 0 0 1 0 5.25Zm1.75-.25a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Zm9 9a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Z"></path></svg>Actions</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Automate any workflow</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/codespaces" 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Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Instant dev environments</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/issues" data-analytics-event="{&quot;action&quot;:&quot;issues&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;issues_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD 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work</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/code-review" data-analytics-event="{&quot;action&quot;:&quot;code_review&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_review_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-code NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path></svg>Code Review</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Manage code changes</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/code-quality" data-analytics-event="{&quot;action&quot;:&quot;code_quality&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_quality_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD 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Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-code-square NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 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NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M4 4a4 4 0 0 1 8 0v2h.25c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 12.25 15h-8.5A1.75 1.75 0 0 1 2 13.25v-5.5C2 6.784 2.784 6 3.75 6H4Zm8.25 3.5h-8.5a.25.25 0 0 0-.25.25v5.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25ZM10.5 6V4a2.5 2.5 0 1 0-5 0v2Z"></path></svg>Secret protection</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Stop leaks before they start</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ NavGroup-module__hasSeparator__FnMrN"><span class="Primer_Brand__Text-module__Text___XeGJJ 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rel="noreferrer"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Blog</span><svg data-component="Octicon" focusable="false" aria-label="External link" class="octicon octicon-link-external" role="img" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 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display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/marketplace" data-analytics-event="{&quot;action&quot;:&quot;marketplace&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;marketplace_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD 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Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_5l7d_">BY COMPANY SIZE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprises&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Enterprises</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/team" data-analytics-event="{&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Small and medium teams</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise/startups" data-analytics-event="{&quot;action&quot;:&quot;startups&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Startups</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/nonprofits" data-analytics-event="{&quot;action&quot;:&quot;nonprofits&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Nonprofits</span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9l7d_">BY USE CASE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_9l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/app-modernization" data-analytics-event="{&quot;action&quot;:&quot;app_modernization&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;app_modernization_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">App Modernization</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devsecops" data-analytics-event="{&quot;action&quot;:&quot;devsecops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevSecOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/ci-cd" data-analytics-event="{&quot;action&quot;:&quot;ci/cd&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ci/cd_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">CI/CD</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/use-case" data-analytics-event="{&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all use cases</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_dl7d_">BY INDUSTRY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dl7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/healthcare" data-analytics-event="{&quot;action&quot;:&quot;healthcare&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Healthcare</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/financial-services" data-analytics-event="{&quot;action&quot;:&quot;financial_services&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Financial services</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/manufacturing" data-analytics-event="{&quot;action&quot;:&quot;manufacturing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Manufacturing</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/government" data-analytics-event="{&quot;action&quot;:&quot;government&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Government</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/industry" data-analytics-event="{&quot;action&quot;:&quot;view_all_industries&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all industries</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions" data-analytics-event="{&quot;action&quot;:&quot;view_all_solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_solutions_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all solutions</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_1nd_">Resources<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_1nd_" class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_5lnd_">EXPLORE BY TOPIC</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5lnd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=ai" data-analytics-event="{&quot;action&quot;:&quot;ai&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">AI</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=software-development" data-analytics-event="{&quot;action&quot;:&quot;software_development&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Software Development</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=security" data-analytics-event="{&quot;action&quot;:&quot;security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Security</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" 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class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Collections</span></a></li></ul></div></li></ul></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_2nd_">Enterprise<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_2nd_" 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1.75 0 0 1-1.756 0L2.119 5.456a1.251 1.251 0 0 1 0-2.162ZM8.125 1.69a.248.248 0 0 0-.25 0l-4.63 2.685 4.63 2.685a.248.248 0 0 0 .25 0l4.63-2.685ZM1.601 7.789a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0L1.874 8.814A.75.75 0 0 1 1.6 7.789Zm0 3.5a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0l-5.248-3.044a.75.75 0 0 1-.273-1.025Z"></path></svg>Enterprise platform</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">AI-powered developer platform</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>GitHub Advanced Security</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Enterprise-grade security features</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 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NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path></svg>Copilot for Business</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy 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<react-app
  app-name="code-view"
  initial-path="/flannick/dig-open-data/blob/main/README.md"
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  <script type="application/json" data-target="react-app.embeddedData">{"payload":{"codeViewBlobRoute":{"csv":null,"csvError":null,"headerInfo":{"toc":[{"level":1,"text":"DIG Open Data GWAS Access Module","anchor":"dig-open-data-gwas-access-module","htmlText":"DIG Open Data GWAS Access Module"},{"level":2,"text":"Features","anchor":"features","htmlText":"Features"},{"level":2,"text":"Install","anchor":"install","htmlText":"Install"},{"level":2,"text":"R Package (digOpenData)","anchor":"r-package-digopendata","htmlText":"R Package (digOpenData)"},{"level":2,"text":"Quick Start","anchor":"quick-start","htmlText":"Quick Start"},{"level":2,"text":"Public API","anchor":"public-api","htmlText":"Public API"},{"level":2,"text":"Input Formats","anchor":"input-formats","htmlText":"Input Formats"},{"level":2,"text":"Dataset Discovery Utilities","anchor":"dataset-discovery-utilities","htmlText":"Dataset Discovery Utilities"},{"level":2,"text":"Tests","anchor":"tests","htmlText":"Tests"},{"level":2,"text":"CLI","anchor":"cli","htmlText":"CLI"},{"level":3,"text":"Option 1: Install (recommended for repeated use)","anchor":"option-1-install-recommended-for-repeated-use","htmlText":"Option 1: Install (recommended for repeated use)"},{"level":3,"text":"Option 2: No install (PYTHONPATH)","anchor":"option-2-no-install-pythonpath","htmlText":"Option 2: No install (PYTHONPATH)"},{"level":3,"text":"Listing Best Practices","anchor":"listing-best-practices","htmlText":"Listing Best Practices"},{"level":2,"text":"Design Notes","anchor":"design-notes","htmlText":"Design Notes"},{"level":2,"text":"Caching (Optional)","anchor":"caching-optional","htmlText":"Caching (Optional)"},{"level":3,"text":"Option 1: Explicit cache config (recommended)","anchor":"option-1-explicit-cache-config-recommended","htmlText":"Option 1: Explicit cache config (recommended)"},{"level":3,"text":"Option 2: Environment variables (fallback)","anchor":"option-2-environment-variables-fallback","htmlText":"Option 2: Environment variables (fallback)"},{"level":3,"text":"Eviction","anchor":"eviction","htmlText":"Eviction"}]},"issueTemplate":null,"discussionTemplate":null,"richText":"\u003carticle class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDIG Open Data GWAS Access Module\u003c/h1\u003e\u003ca id=\"user-content-dig-open-data-gwas-access-module\" class=\"anchor\" aria-label=\"Permalink: DIG Open Data GWAS Access Module\" href=\"#dig-open-data-gwas-access-module\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSmall, dependency-light helpers to open GWAS inputs as \u003cstrong\u003estreaming text\u003c/strong\u003e from local disk or the public DIG Open Data S3 registry.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFeatures\u003c/h2\u003e\u003ca id=\"user-content-features\" class=\"anchor\" aria-label=\"Permalink: Features\" href=\"#features\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eStreaming text I/O (never loads full files into memory)\u003c/li\u003e\n\u003cli\u003eTransparent gzip detection by magic number\u003c/li\u003e\n\u003cli\u003ePluggable storage backends (local disk + public S3 by default)\u003c/li\u003e\n\u003cli\u003eNo AWS credentials required for the DIG Open Data bucket\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstall\u003c/h2\u003e\u003ca id=\"user-content-install\" class=\"anchor\" aria-label=\"Permalink: Install\" href=\"#install\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis module uses only the Python standard library. If you want to package it:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python -m pip install -e .\"\u003e\u003cpre\u003epython -m pip install -e \u003cspan class=\"pl-c1\"\u003e.\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf your environment blocks network access during build isolation, use:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python -m pip install -e . --no-build-isolation\"\u003e\u003cpre\u003epython -m pip install -e \u003cspan class=\"pl-c1\"\u003e.\u003c/span\u003e --no-build-isolation\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eR Package (digOpenData)\u003c/h2\u003e\u003ca id=\"user-content-r-package-digopendata\" class=\"anchor\" aria-label=\"Permalink: R Package (digOpenData)\" href=\"#r-package-digopendata\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAn R interface lives under \u003ccode\u003er/digOpenData/\u003c/code\u003e and follows Bioconductor-style conventions.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eQuick usage (from inside the R package directory):\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-r notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"library(digOpenData)\n\nlist_ancestries()\nlist_traits(ancestry = \u0026quot;EU\u0026quot;)\n\ncon \u0026lt;- open_trait(\u0026quot;EU\u0026quot;, \u0026quot;AlbInT2D\u0026quot;)\nlines \u0026lt;- read_trait_lines(\u0026quot;EU\u0026quot;, \u0026quot;AlbInT2D\u0026quot;)\"\u003e\u003cpre\u003elibrary(\u003cspan class=\"pl-smi\"\u003edigOpenData\u003c/span\u003e)\n\nlist_ancestries()\nlist_traits(\u003cspan class=\"pl-v\"\u003eancestry\u003c/span\u003e \u003cspan class=\"pl-k\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eEU\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e)\n\n\u003cspan class=\"pl-smi\"\u003econ\u003c/span\u003e \u003cspan class=\"pl-k\"\u003e\u0026lt;-\u003c/span\u003e open_trait(\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eEU\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eAlbInT2D\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e)\n\u003cspan class=\"pl-smi\"\u003elines\u003c/span\u003e \u003cspan class=\"pl-k\"\u003e\u0026lt;-\u003c/span\u003e read_trait_lines(\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eEU\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eAlbInT2D\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eQuick Start\u003c/h2\u003e\u003ca id=\"user-content-quick-start\" class=\"anchor\" aria-label=\"Permalink: Quick Start\" href=\"#quick-start\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from dig_open_data import open_trait\n\nwith open_trait(\u0026quot;EU\u0026quot;, \u0026quot;AlbInT2D\u0026quot;) as f:\n    header = f.readline()\n    for line in f:\n        # parse line\n        pass\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003edig_open_data\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eopen_trait\u003c/span\u003e\n\n\u003cspan class=\"pl-k\"\u003ewith\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eopen_trait\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"EU\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"AlbInT2D\"\u003c/span\u003e) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ef\u003c/span\u003e:\n    \u003cspan class=\"pl-s1\"\u003eheader\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ef\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ereadline\u003c/span\u003e()\n    \u003cspan class=\"pl-k\"\u003efor\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eline\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003ein\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ef\u003c/span\u003e:\n        \u003cspan class=\"pl-c\"\u003e# parse line\u003c/span\u003e\n        \u003cspan class=\"pl-k\"\u003epass\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePublic API\u003c/h2\u003e\u003ca id=\"user-content-public-api\" class=\"anchor\" aria-label=\"Permalink: Public API\" href=\"#public-api\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eopen_text(uri: str, *, encoding: str = \"utf-8\", retries: int = 3, download: bool = False, cache: CacheConfig | None = None, cache_refresh: bool = False) -\u0026gt; TextIO\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eexists(uri: str) -\u0026gt; bool\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eresolve_uri(uri: str) -\u0026gt; str\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eregister_backend(backend) -\u0026gt; None\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eiter_lines(uri: str, *, encoding: str = \"utf-8\") -\u0026gt; Iterator[str]\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eiter_tsv_dicts(uri: str, *, delimiter: str = \"\\t\", encoding: str = \"utf-8\") -\u0026gt; Iterator[dict[str, str]]\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003elist_ancestries(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000) -\u0026gt; list[str]\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003elist_traits(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, ancestry: str | None = None, max_keys: int = 1000, limit: int | None = None, contains: str | None = None) -\u0026gt; list[str]\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003elist_files(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000, limit: int | None = None, ancestry: str | None = None, contains: str | None = None) -\u0026gt; list[str]\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003elist_dataset_files(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000, limit: int | None = None, ancestry: str | None = None, contains: str | None = None) -\u0026gt; list[str]\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003elist_files_with_metadata(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, ancestry: str | None = None, max_keys: int = 1000, limit: int | None = None, contains: str | None = None) -\u0026gt; list[FileEntry]\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ebuild_key(ancestry: str, trait: str, *, prefix: str = DEFAULT_PREFIX, suffix: str = DEFAULT_SUFFIX) -\u0026gt; str\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eopen_trait(ancestry: str, trait: str, *, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, suffix: str = DEFAULT_SUFFIX, encoding: str = \"utf-8\", cache: CacheConfig | None = None) -\u0026gt; TextIO\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInput Formats\u003c/h2\u003e\u003ca id=\"user-content-input-formats\" class=\"anchor\" aria-label=\"Permalink: Input Formats\" href=\"#input-formats\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis module is format-agnostic. It simply returns a streaming text handle. Downstream tools are expected to parse the file (TSV, CSV, etc.).\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDataset Discovery Utilities\u003c/h2\u003e\u003ca id=\"user-content-dataset-discovery-utilities\" class=\"anchor\" aria-label=\"Permalink: Dataset Discovery Utilities\" href=\"#dataset-discovery-utilities\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can list available files by ancestry and trait name, and retrieve documentation files stored alongside datasets.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from dig_open_data import list_ancestries, list_traits, list_files_with_metadata\n\nancestries = list_ancestries()\ntraits = list_traits(ancestry=\u0026quot;EU\u0026quot;)\nentries = list_files_with_metadata(ancestry=\u0026quot;EU\u0026quot;)\n\nfor entry in entries:\n    print(entry.ancestry, entry.trait, entry.key)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003edig_open_data\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003elist_ancestries\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003elist_traits\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003elist_files_with_metadata\u003c/span\u003e\n\n\u003cspan class=\"pl-s1\"\u003eancestries\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003elist_ancestries\u003c/span\u003e()\n\u003cspan class=\"pl-s1\"\u003etraits\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003elist_traits\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eancestry\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"EU\"\u003c/span\u003e)\n\u003cspan class=\"pl-s1\"\u003eentries\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003elist_files_with_metadata\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eancestry\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"EU\"\u003c/span\u003e)\n\n\u003cspan class=\"pl-k\"\u003efor\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eentry\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003ein\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eentries\u003c/span\u003e:\n    \u003cspan class=\"pl-en\"\u003eprint\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eentry\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eancestry\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eentry\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003etrait\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eentry\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ekey\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eNotes:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003elist_dataset_files()\u003c/code\u003e uses S3 ListObjectsV2 to return full object keys.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTests\u003c/h2\u003e\u003ca id=\"user-content-tests\" class=\"anchor\" aria-label=\"Permalink: Tests\" href=\"#tests\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"PYTHONPATH=src/dig_open_data/src ../.venv/bin/python -m unittest discover -s tests\"\u003e\u003cpre\u003ePYTHONPATH=src/dig_open_data/src ../.venv/bin/python -m unittest discover -s tests\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCLI\u003c/h2\u003e\u003ca id=\"user-content-cli\" class=\"anchor\" aria-label=\"Permalink: CLI\" href=\"#cli\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYou can run the CLI in two ways.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOption 1: Install (recommended for repeated use)\u003c/h3\u003e\u003ca id=\"user-content-option-1-install-recommended-for-repeated-use\" class=\"anchor\" aria-label=\"Permalink: Option 1: Install (recommended for repeated use)\" href=\"#option-1-install-recommended-for-repeated-use\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eInstall in editable mode, then use the \u003ccode\u003edig-open-data\u003c/code\u003e command\n(NOTE: You might have to load a new tab or restart your terminal session):\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python -m pip install -e .\"\u003e\u003cpre\u003epython -m pip install -e \u003cspan class=\"pl-c1\"\u003e.\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eList files under the default DIG prefix (\u003ccode\u003ebottom-line/\u003c/code\u003e):\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"dig-open-data list\ndig-open-data list --limit 10\ndig-open-data list --ancestry EU --json\ndig-open-data list --contains T2D\ndig-open-data list --max-keys 500\"\u003e\u003cpre\u003edig-open-data list\ndig-open-data list --limit 10\ndig-open-data list --ancestry EU --json\ndig-open-data list --contains T2D\ndig-open-data list --max-keys 500\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eList available ancestries:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"dig-open-data ancestries\ndig-open-data ancestries --json\ndig-open-data ancestries --max-keys 500\"\u003e\u003cpre\u003edig-open-data ancestries\ndig-open-data ancestries --json\ndig-open-data ancestries --max-keys 500\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eList available trait names:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"dig-open-data traits\ndig-open-data traits --ancestry EU --contains T2D\ndig-open-data traits --json\"\u003e\u003cpre\u003edig-open-data traits\ndig-open-data traits --ancestry EU --contains T2D\ndig-open-data traits --json\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eStream a file to stdout:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"dig-open-data stream --ancestry EU --trait AlbInT2D | head\ndig-open-data stream --file bottom-line/EU/AlbInT2D.sumstats.tsv.gz | head\"\u003e\u003cpre\u003edig-open-data stream --ancestry EU --trait AlbInT2D \u003cspan class=\"pl-k\"\u003e|\u003c/span\u003e head\ndig-open-data stream --file bottom-line/EU/AlbInT2D.sumstats.tsv.gz \u003cspan class=\"pl-k\"\u003e|\u003c/span\u003e head\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eInclude ancestry + trait metadata in listings:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"dig-open-data list --with-ancestry\ndig-open-data list --with-ancestry --ancestry EU --limit 20\"\u003e\u003cpre\u003edig-open-data list --with-ancestry\ndig-open-data list --with-ancestry --ancestry EU --limit 20\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOption 2: No install (PYTHONPATH)\u003c/h3\u003e\u003ca id=\"user-content-option-2-no-install-pythonpath\" class=\"anchor\" aria-label=\"Permalink: Option 2: No install (PYTHONPATH)\" href=\"#option-2-no-install-pythonpath\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFrom the repo root:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list\nPYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list --with-ancestry\nPYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli ancestries\nPYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli traits --ancestry EU\nPYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli stream --ancestry EU --trait AlbInT2D | head\"\u003e\u003cpre\u003ePYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list\nPYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list --with-ancestry\nPYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli ancestries\nPYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli traits --ancestry EU\nPYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli stream --ancestry EU --trait AlbInT2D \u003cspan class=\"pl-k\"\u003e|\u003c/span\u003e head\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eListing Best Practices\u003c/h3\u003e\u003ca id=\"user-content-listing-best-practices\" class=\"anchor\" aria-label=\"Permalink: Listing Best Practices\" href=\"#listing-best-practices\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eS3 ListObjectsV2 returns up to 1,000 keys per request, so large listings are paginated; this CLI paginates automatically but you should still use \u003ccode\u003e--limit\u003c/code\u003e to keep outputs manageable.\u003c/li\u003e\n\u003cli\u003eUse \u003ccode\u003e--ancestry\u003c/code\u003e and \u003ccode\u003e--contains\u003c/code\u003e to scope listings to a smaller portion of the bucket.\u003c/li\u003e\n\u003cli\u003eDataset and ancestry discovery uses the S3 \u003ccode\u003edelimiter=\"/\"\u003c/code\u003e behavior to return \u003ccode\u003eCommonPrefixes\u003c/code\u003e that act like subdirectories; this is why ancestry and dataset listings return prefixes rather than raw files.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDesign Notes\u003c/h2\u003e\u003ca id=\"user-content-design-notes\" class=\"anchor\" aria-label=\"Permalink: Design Notes\" href=\"#design-notes\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eGzip detection is based on the first two bytes (0x1f, 0x8b), not filename.\u003c/li\u003e\n\u003cli\u003eS3 access uses unsigned HTTPS requests via \u003ccode\u003eurllib.request\u003c/code\u003e to avoid extra dependencies.\u003c/li\u003e\n\u003cli\u003eBackends are intentionally minimal; add new schemes by registering a backend implementing the small protocol.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eopen_text(..., retries=N)\u003c/code\u003e retries on truncated gzip streams by reopening and skipping already-read characters. Use \u003ccode\u003edownload=True\u003c/code\u003e to stage remote files locally before reading.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCaching (Optional)\u003c/h2\u003e\u003ca id=\"user-content-caching-optional\" class=\"anchor\" aria-label=\"Permalink: Caching (Optional)\" href=\"#caching-optional\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eCaching is \u003cstrong\u003eopt‑in\u003c/strong\u003e. If you do nothing, behavior is unchanged (streaming reads).\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOption 1: Explicit cache config (recommended)\u003c/h3\u003e\u003ca id=\"user-content-option-1-explicit-cache-config-recommended\" class=\"anchor\" aria-label=\"Permalink: Option 1: Explicit cache config (recommended)\" href=\"#option-1-explicit-cache-config-recommended\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from dig_open_data import CacheConfig, open_trait\n\ncache = CacheConfig(dir=\u0026quot;./data/dig_cache\u0026quot;, max_bytes=10 * 1024**3, ttl_days=None)\nwith open_trait(\u0026quot;EU\u0026quot;, \u0026quot;AlbInT2D\u0026quot;, cache=cache) as f:\n    ...\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003edig_open_data\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eCacheConfig\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eopen_trait\u003c/span\u003e\n\n\u003cspan class=\"pl-s1\"\u003ecache\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eCacheConfig\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003edir\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"./data/dig_cache\"\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003emax_bytes\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e10\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e*\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e1024\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e**\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e3\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003ettl_days\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003eNone\u003c/span\u003e)\n\u003cspan class=\"pl-k\"\u003ewith\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eopen_trait\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"EU\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"AlbInT2D\"\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003ecache\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003ecache\u003c/span\u003e) \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ef\u003c/span\u003e:\n    ...\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOption 2: Environment variables (fallback)\u003c/h3\u003e\u003ca id=\"user-content-option-2-environment-variables-fallback\" class=\"anchor\" aria-label=\"Permalink: Option 2: Environment variables (fallback)\" href=\"#option-2-environment-variables-fallback\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSet at least \u003ccode\u003eDIG_OPEN_DATA_CACHE_DIR\u003c/code\u003e to enable caching. Other variables are optional.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"export DIG_OPEN_DATA_CACHE_DIR=/data/dig_cache\nexport DIG_OPEN_DATA_CACHE_MAX_BYTES=10737418240  # 10GB\nexport DIG_OPEN_DATA_CACHE_TTL_DAYS=30\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e DIG_OPEN_DATA_CACHE_DIR=/data/dig_cache\n\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e DIG_OPEN_DATA_CACHE_MAX_BYTES=10737418240  \u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e 10GB\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e DIG_OPEN_DATA_CACHE_TTL_DAYS=30\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eEnv defaults:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eIf \u003ccode\u003eDIG_OPEN_DATA_CACHE_DIR\u003c/code\u003e is \u003cstrong\u003enot\u003c/strong\u003e set, caching is \u003cstrong\u003edisabled\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eIf \u003ccode\u003eDIG_OPEN_DATA_CACHE_DIR\u003c/code\u003e is set:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eDIG_OPEN_DATA_CACHE_MAX_BYTES\u003c/code\u003e defaults to 10GB if unset.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eDIG_OPEN_DATA_CACHE_TTL_DAYS\u003c/code\u003e defaults to no TTL if unset.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eIf the environment variables are set, caching is enabled automatically even if your script doesn’t change.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eForce refresh:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"export DIG_OPEN_DATA_CACHE_FORCE=1\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e DIG_OPEN_DATA_CACHE_FORCE=1\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf set, cached entries are ignored and re-downloaded.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEviction\u003c/h3\u003e\u003ca id=\"user-content-eviction\" class=\"anchor\" aria-label=\"Permalink: Eviction\" href=\"#eviction\"\u003e\u003csvg data-component=\"Octicon\" class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe cache uses least‑recently‑used (LRU) eviction based on last access time. When the cache exceeds \u003ccode\u003emax_bytes\u003c/code\u003e, the oldest entries are removed first.\u003c/p\u003e\n\u003c/article\u003e","richTextTruncated":false,"renderedFileInfo":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"DIG Open Data GWAS Access Module","fully_qualified_name":"DIG Open Data GWAS Access 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DIG Open Data GWAS Access Module","","Small, dependency-light helpers to open GWAS inputs as **streaming text** from local disk or the public DIG Open Data S3 registry.","","## Features","","- Streaming text I/O (never loads full files into memory)","- Transparent gzip detection by magic number","- Pluggable storage backends (local disk + public S3 by default)","- No AWS credentials required for the DIG Open Data bucket","","## Install","","This module uses only the Python standard library. If you want to package it:","","```bash","python -m pip install -e .","```","","If your environment blocks network access during build isolation, use:","","```bash","python -m pip install -e . --no-build-isolation","```","","## R Package (digOpenData)","","An R interface lives under `r/digOpenData/` and follows Bioconductor-style conventions.","","Quick usage (from inside the R package directory):","","```r","library(digOpenData)","","list_ancestries()","list_traits(ancestry = \"EU\")","","con \u003c- open_trait(\"EU\", \"AlbInT2D\")","lines \u003c- read_trait_lines(\"EU\", \"AlbInT2D\")","```","","## Quick Start","","```python","from dig_open_data import open_trait","","with open_trait(\"EU\", \"AlbInT2D\") as f:","    header = f.readline()","    for line in f:","        # parse line","        pass","```","","## Public API","","- `open_text(uri: str, *, encoding: str = \"utf-8\", retries: int = 3, download: bool = False, cache: CacheConfig | None = None, cache_refresh: bool = False) -\u003e TextIO`","- `exists(uri: str) -\u003e bool`","- `resolve_uri(uri: str) -\u003e str`","- `register_backend(backend) -\u003e None`","- `iter_lines(uri: str, *, encoding: str = \"utf-8\") -\u003e Iterator[str]`","- `iter_tsv_dicts(uri: str, *, delimiter: str = \"\\t\", encoding: str = \"utf-8\") -\u003e Iterator[dict[str, str]]`","- `list_ancestries(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000) -\u003e list[str]`","- `list_traits(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, ancestry: str | None = None, max_keys: int = 1000, limit: int | None = None, contains: str | None = None) -\u003e list[str]`","- `list_files(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000, limit: int | None = None, ancestry: str | None = None, contains: str | None = None) -\u003e list[str]`","- `list_dataset_files(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000, limit: int | None = None, ancestry: str | None = None, contains: str | None = None) -\u003e list[str]`","- `list_files_with_metadata(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, ancestry: str | None = None, max_keys: int = 1000, limit: int | None = None, contains: str | None = None) -\u003e list[FileEntry]`","- `build_key(ancestry: str, trait: str, *, prefix: str = DEFAULT_PREFIX, suffix: str = DEFAULT_SUFFIX) -\u003e str`","- `open_trait(ancestry: str, trait: str, *, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, suffix: str = DEFAULT_SUFFIX, encoding: str = \"utf-8\", cache: CacheConfig | None = None) -\u003e TextIO`","","## Input Formats","","This module is format-agnostic. It simply returns a streaming text handle. Downstream tools are expected to parse the file (TSV, CSV, etc.).","","## Dataset Discovery Utilities","","You can list available files by ancestry and trait name, and retrieve documentation files stored alongside datasets.","","```python","from dig_open_data import list_ancestries, list_traits, list_files_with_metadata","","ancestries = list_ancestries()","traits = list_traits(ancestry=\"EU\")","entries = list_files_with_metadata(ancestry=\"EU\")","","for entry in entries:","    print(entry.ancestry, entry.trait, entry.key)","```","","Notes:","- `list_dataset_files()` uses S3 ListObjectsV2 to return full object keys.","","## Tests","","```bash","PYTHONPATH=src/dig_open_data/src ../.venv/bin/python -m unittest discover -s tests","```","","## CLI","","You can run the CLI in two ways.","","### Option 1: Install (recommended for repeated use)","","Install in editable mode, then use the `dig-open-data` command ","(NOTE: You might have to load a new tab or restart your terminal session):","","```bash","python -m pip install -e .","```","","List files under the default DIG prefix (`bottom-line/`):","","```bash","dig-open-data list","dig-open-data list --limit 10","dig-open-data list --ancestry EU --json","dig-open-data list --contains T2D","dig-open-data list --max-keys 500","```","","List available ancestries:","","```bash","dig-open-data ancestries","dig-open-data ancestries --json","dig-open-data ancestries --max-keys 500","```","","List available trait names:","","```bash","dig-open-data traits","dig-open-data traits --ancestry EU --contains T2D","dig-open-data traits --json","```","","Stream a file to stdout:","","```bash","dig-open-data stream --ancestry EU --trait AlbInT2D | head","dig-open-data stream --file bottom-line/EU/AlbInT2D.sumstats.tsv.gz | head","```","","Include ancestry + trait metadata in listings:","","```bash","dig-open-data list --with-ancestry","dig-open-data list --with-ancestry --ancestry EU --limit 20","```","","### Option 2: No install (PYTHONPATH)","","From the repo root:","","```bash","PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list","PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list --with-ancestry","PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli ancestries","PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli traits --ancestry EU","PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli stream --ancestry EU --trait AlbInT2D | head","```","","### Listing Best Practices","","- S3 ListObjectsV2 returns up to 1,000 keys per request, so large listings are paginated; this CLI paginates automatically but you should still use `--limit` to keep outputs manageable.","- Use `--ancestry` and `--contains` to scope listings to a smaller portion of the bucket.","- Dataset and ancestry discovery uses the S3 `delimiter=\"/\"` behavior to return `CommonPrefixes` that act like subdirectories; this is why ancestry and dataset listings return prefixes rather than raw files.","","## Design Notes","","- Gzip detection is based on the first two bytes (0x1f, 0x8b), not filename.","- S3 access uses unsigned HTTPS requests via `urllib.request` to avoid extra dependencies.","- Backends are intentionally minimal; add new schemes by registering a backend implementing the small protocol.","- `open_text(..., retries=N)` retries on truncated gzip streams by reopening and skipping already-read characters. Use `download=True` to stage remote files locally before reading.","","## Caching (Optional)","","Caching is **opt‑in**. If you do nothing, behavior is unchanged (streaming reads).","","### Option 1: Explicit cache config (recommended)","","```python","from dig_open_data import CacheConfig, open_trait","","cache = CacheConfig(dir=\"./data/dig_cache\", max_bytes=10 * 1024**3, ttl_days=None)","with open_trait(\"EU\", \"AlbInT2D\", cache=cache) as f:","    ...","```","","### Option 2: Environment variables (fallback)","","Set at least `DIG_OPEN_DATA_CACHE_DIR` to enable caching. Other variables are optional.","","```bash","export DIG_OPEN_DATA_CACHE_DIR=/data/dig_cache","export DIG_OPEN_DATA_CACHE_MAX_BYTES=10737418240  # 10GB","export DIG_OPEN_DATA_CACHE_TTL_DAYS=30","```","","Env defaults:","- If `DIG_OPEN_DATA_CACHE_DIR` is **not** set, caching is **disabled**.","- If `DIG_OPEN_DATA_CACHE_DIR` is set:","  - `DIG_OPEN_DATA_CACHE_MAX_BYTES` defaults to 10GB if unset.","  - `DIG_OPEN_DATA_CACHE_TTL_DAYS` defaults to no TTL if unset.","  ","If the environment variables are set, caching is enabled automatically even if your script doesn’t change.","","Force refresh:","","```bash","export DIG_OPEN_DATA_CACHE_FORCE=1","```","","If set, cached entries are ignored and re-downloaded.","","### Eviction","","The cache uses least‑recently‑used (LRU) eviction based on last access time. When the cache exceeds `max_bytes`, the oldest entries are removed 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class="heading-element" dir="auto">DIG Open Data GWAS Access Module</h1><a id="user-content-dig-open-data-gwas-access-module" class="anchor" aria-label="Permalink: DIG Open Data GWAS Access Module" href="#dig-open-data-gwas-access-module"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">Small, dependency-light helpers to open GWAS inputs as <strong>streaming text</strong> from local disk or the public DIG Open Data S3 registry.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Features</h2><a id="user-content-features" class="anchor" aria-label="Permalink: Features" href="#features"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<ul dir="auto">
<li>Streaming text I/O (never loads full files into memory)</li>
<li>Transparent gzip detection by magic number</li>
<li>Pluggable storage backends (local disk + public S3 by default)</li>
<li>No AWS credentials required for the DIG Open Data bucket</li>
</ul>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Install</h2><a id="user-content-install" class="anchor" aria-label="Permalink: Install" href="#install"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">This module uses only the Python standard library. If you want to package it:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python -m pip install -e ."><pre>python -m pip install -e <span class="pl-c1">.</span></pre></div>
<p dir="auto">If your environment blocks network access during build isolation, use:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python -m pip install -e . --no-build-isolation"><pre>python -m pip install -e <span class="pl-c1">.</span> --no-build-isolation</pre></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">R Package (digOpenData)</h2><a id="user-content-r-package-digopendata" class="anchor" aria-label="Permalink: R Package (digOpenData)" href="#r-package-digopendata"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">An R interface lives under <code>r/digOpenData/</code> and follows Bioconductor-style conventions.</p>
<p dir="auto">Quick usage (from inside the R package directory):</p>
<div class="highlight highlight-source-r notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="library(digOpenData)

list_ancestries()
list_traits(ancestry = &quot;EU&quot;)

con &lt;- open_trait(&quot;EU&quot;, &quot;AlbInT2D&quot;)
lines &lt;- read_trait_lines(&quot;EU&quot;, &quot;AlbInT2D&quot;)"><pre>library(<span class="pl-smi">digOpenData</span>)

list_ancestries()
list_traits(<span class="pl-v">ancestry</span> <span class="pl-k">=</span> <span class="pl-s"><span class="pl-pds">"</span>EU<span class="pl-pds">"</span></span>)

<span class="pl-smi">con</span> <span class="pl-k">&lt;-</span> open_trait(<span class="pl-s"><span class="pl-pds">"</span>EU<span class="pl-pds">"</span></span>, <span class="pl-s"><span class="pl-pds">"</span>AlbInT2D<span class="pl-pds">"</span></span>)
<span class="pl-smi">lines</span> <span class="pl-k">&lt;-</span> read_trait_lines(<span class="pl-s"><span class="pl-pds">"</span>EU<span class="pl-pds">"</span></span>, <span class="pl-s"><span class="pl-pds">"</span>AlbInT2D<span class="pl-pds">"</span></span>)</pre></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Quick Start</h2><a id="user-content-quick-start" class="anchor" aria-label="Permalink: Quick Start" href="#quick-start"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from dig_open_data import open_trait

with open_trait(&quot;EU&quot;, &quot;AlbInT2D&quot;) as f:
    header = f.readline()
    for line in f:
        # parse line
        pass"><pre><span class="pl-k">from</span> <span class="pl-s1">dig_open_data</span> <span class="pl-k">import</span> <span class="pl-s1">open_trait</span>

<span class="pl-k">with</span> <span class="pl-en">open_trait</span>(<span class="pl-s">"EU"</span>, <span class="pl-s">"AlbInT2D"</span>) <span class="pl-k">as</span> <span class="pl-s1">f</span>:
    <span class="pl-s1">header</span> <span class="pl-c1">=</span> <span class="pl-s1">f</span>.<span class="pl-c1">readline</span>()
    <span class="pl-k">for</span> <span class="pl-s1">line</span> <span class="pl-c1">in</span> <span class="pl-s1">f</span>:
        <span class="pl-c"># parse line</span>
        <span class="pl-k">pass</span></pre></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Public API</h2><a id="user-content-public-api" class="anchor" aria-label="Permalink: Public API" href="#public-api"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<ul dir="auto">
<li><code>open_text(uri: str, *, encoding: str = "utf-8", retries: int = 3, download: bool = False, cache: CacheConfig | None = None, cache_refresh: bool = False) -&gt; TextIO</code></li>
<li><code>exists(uri: str) -&gt; bool</code></li>
<li><code>resolve_uri(uri: str) -&gt; str</code></li>
<li><code>register_backend(backend) -&gt; None</code></li>
<li><code>iter_lines(uri: str, *, encoding: str = "utf-8") -&gt; Iterator[str]</code></li>
<li><code>iter_tsv_dicts(uri: str, *, delimiter: str = "\t", encoding: str = "utf-8") -&gt; Iterator[dict[str, str]]</code></li>
<li><code>list_ancestries(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000) -&gt; list[str]</code></li>
<li><code>list_traits(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, ancestry: str | None = None, max_keys: int = 1000, limit: int | None = None, contains: str | None = None) -&gt; list[str]</code></li>
<li><code>list_files(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000, limit: int | None = None, ancestry: str | None = None, contains: str | None = None) -&gt; list[str]</code></li>
<li><code>list_dataset_files(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, max_keys: int = 1000, limit: int | None = None, ancestry: str | None = None, contains: str | None = None) -&gt; list[str]</code></li>
<li><code>list_files_with_metadata(*, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, ancestry: str | None = None, max_keys: int = 1000, limit: int | None = None, contains: str | None = None) -&gt; list[FileEntry]</code></li>
<li><code>build_key(ancestry: str, trait: str, *, prefix: str = DEFAULT_PREFIX, suffix: str = DEFAULT_SUFFIX) -&gt; str</code></li>
<li><code>open_trait(ancestry: str, trait: str, *, bucket: str = DEFAULT_BUCKET, prefix: str = DEFAULT_PREFIX, suffix: str = DEFAULT_SUFFIX, encoding: str = "utf-8", cache: CacheConfig | None = None) -&gt; TextIO</code></li>
</ul>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Input Formats</h2><a id="user-content-input-formats" class="anchor" aria-label="Permalink: Input Formats" href="#input-formats"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">This module is format-agnostic. It simply returns a streaming text handle. Downstream tools are expected to parse the file (TSV, CSV, etc.).</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Dataset Discovery Utilities</h2><a id="user-content-dataset-discovery-utilities" class="anchor" aria-label="Permalink: Dataset Discovery Utilities" href="#dataset-discovery-utilities"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">You can list available files by ancestry and trait name, and retrieve documentation files stored alongside datasets.</p>
<div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from dig_open_data import list_ancestries, list_traits, list_files_with_metadata

ancestries = list_ancestries()
traits = list_traits(ancestry=&quot;EU&quot;)
entries = list_files_with_metadata(ancestry=&quot;EU&quot;)

for entry in entries:
    print(entry.ancestry, entry.trait, entry.key)"><pre><span class="pl-k">from</span> <span class="pl-s1">dig_open_data</span> <span class="pl-k">import</span> <span class="pl-s1">list_ancestries</span>, <span class="pl-s1">list_traits</span>, <span class="pl-s1">list_files_with_metadata</span>

<span class="pl-s1">ancestries</span> <span class="pl-c1">=</span> <span class="pl-en">list_ancestries</span>()
<span class="pl-s1">traits</span> <span class="pl-c1">=</span> <span class="pl-en">list_traits</span>(<span class="pl-s1">ancestry</span><span class="pl-c1">=</span><span class="pl-s">"EU"</span>)
<span class="pl-s1">entries</span> <span class="pl-c1">=</span> <span class="pl-en">list_files_with_metadata</span>(<span class="pl-s1">ancestry</span><span class="pl-c1">=</span><span class="pl-s">"EU"</span>)

<span class="pl-k">for</span> <span class="pl-s1">entry</span> <span class="pl-c1">in</span> <span class="pl-s1">entries</span>:
    <span class="pl-en">print</span>(<span class="pl-s1">entry</span>.<span class="pl-c1">ancestry</span>, <span class="pl-s1">entry</span>.<span class="pl-c1">trait</span>, <span class="pl-s1">entry</span>.<span class="pl-c1">key</span>)</pre></div>
<p dir="auto">Notes:</p>
<ul dir="auto">
<li><code>list_dataset_files()</code> uses S3 ListObjectsV2 to return full object keys.</li>
</ul>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Tests</h2><a id="user-content-tests" class="anchor" aria-label="Permalink: Tests" href="#tests"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="PYTHONPATH=src/dig_open_data/src ../.venv/bin/python -m unittest discover -s tests"><pre>PYTHONPATH=src/dig_open_data/src ../.venv/bin/python -m unittest discover -s tests</pre></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">CLI</h2><a id="user-content-cli" class="anchor" aria-label="Permalink: CLI" href="#cli"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">You can run the CLI in two ways.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Option 1: Install (recommended for repeated use)</h3><a id="user-content-option-1-install-recommended-for-repeated-use" class="anchor" aria-label="Permalink: Option 1: Install (recommended for repeated use)" href="#option-1-install-recommended-for-repeated-use"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">Install in editable mode, then use the <code>dig-open-data</code> command
(NOTE: You might have to load a new tab or restart your terminal session):</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python -m pip install -e ."><pre>python -m pip install -e <span class="pl-c1">.</span></pre></div>
<p dir="auto">List files under the default DIG prefix (<code>bottom-line/</code>):</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="dig-open-data list
dig-open-data list --limit 10
dig-open-data list --ancestry EU --json
dig-open-data list --contains T2D
dig-open-data list --max-keys 500"><pre>dig-open-data list
dig-open-data list --limit 10
dig-open-data list --ancestry EU --json
dig-open-data list --contains T2D
dig-open-data list --max-keys 500</pre></div>
<p dir="auto">List available ancestries:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="dig-open-data ancestries
dig-open-data ancestries --json
dig-open-data ancestries --max-keys 500"><pre>dig-open-data ancestries
dig-open-data ancestries --json
dig-open-data ancestries --max-keys 500</pre></div>
<p dir="auto">List available trait names:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="dig-open-data traits
dig-open-data traits --ancestry EU --contains T2D
dig-open-data traits --json"><pre>dig-open-data traits
dig-open-data traits --ancestry EU --contains T2D
dig-open-data traits --json</pre></div>
<p dir="auto">Stream a file to stdout:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="dig-open-data stream --ancestry EU --trait AlbInT2D | head
dig-open-data stream --file bottom-line/EU/AlbInT2D.sumstats.tsv.gz | head"><pre>dig-open-data stream --ancestry EU --trait AlbInT2D <span class="pl-k">|</span> head
dig-open-data stream --file bottom-line/EU/AlbInT2D.sumstats.tsv.gz <span class="pl-k">|</span> head</pre></div>
<p dir="auto">Include ancestry + trait metadata in listings:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="dig-open-data list --with-ancestry
dig-open-data list --with-ancestry --ancestry EU --limit 20"><pre>dig-open-data list --with-ancestry
dig-open-data list --with-ancestry --ancestry EU --limit 20</pre></div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Option 2: No install (PYTHONPATH)</h3><a id="user-content-option-2-no-install-pythonpath" class="anchor" aria-label="Permalink: Option 2: No install (PYTHONPATH)" href="#option-2-no-install-pythonpath"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">From the repo root:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list
PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list --with-ancestry
PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli ancestries
PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli traits --ancestry EU
PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli stream --ancestry EU --trait AlbInT2D | head"><pre>PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list
PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli list --with-ancestry
PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli ancestries
PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli traits --ancestry EU
PYTHONPATH=src ../.venv/bin/python -m dig_open_data.cli stream --ancestry EU --trait AlbInT2D <span class="pl-k">|</span> head</pre></div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Listing Best Practices</h3><a id="user-content-listing-best-practices" class="anchor" aria-label="Permalink: Listing Best Practices" href="#listing-best-practices"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<ul dir="auto">
<li>S3 ListObjectsV2 returns up to 1,000 keys per request, so large listings are paginated; this CLI paginates automatically but you should still use <code>--limit</code> to keep outputs manageable.</li>
<li>Use <code>--ancestry</code> and <code>--contains</code> to scope listings to a smaller portion of the bucket.</li>
<li>Dataset and ancestry discovery uses the S3 <code>delimiter="/"</code> behavior to return <code>CommonPrefixes</code> that act like subdirectories; this is why ancestry and dataset listings return prefixes rather than raw files.</li>
</ul>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Design Notes</h2><a id="user-content-design-notes" class="anchor" aria-label="Permalink: Design Notes" href="#design-notes"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<ul dir="auto">
<li>Gzip detection is based on the first two bytes (0x1f, 0x8b), not filename.</li>
<li>S3 access uses unsigned HTTPS requests via <code>urllib.request</code> to avoid extra dependencies.</li>
<li>Backends are intentionally minimal; add new schemes by registering a backend implementing the small protocol.</li>
<li><code>open_text(..., retries=N)</code> retries on truncated gzip streams by reopening and skipping already-read characters. Use <code>download=True</code> to stage remote files locally before reading.</li>
</ul>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Caching (Optional)</h2><a id="user-content-caching-optional" class="anchor" aria-label="Permalink: Caching (Optional)" href="#caching-optional"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">Caching is <strong>opt‑in</strong>. If you do nothing, behavior is unchanged (streaming reads).</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Option 1: Explicit cache config (recommended)</h3><a id="user-content-option-1-explicit-cache-config-recommended" class="anchor" aria-label="Permalink: Option 1: Explicit cache config (recommended)" href="#option-1-explicit-cache-config-recommended"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from dig_open_data import CacheConfig, open_trait

cache = CacheConfig(dir=&quot;./data/dig_cache&quot;, max_bytes=10 * 1024**3, ttl_days=None)
with open_trait(&quot;EU&quot;, &quot;AlbInT2D&quot;, cache=cache) as f:
    ..."><pre><span class="pl-k">from</span> <span class="pl-s1">dig_open_data</span> <span class="pl-k">import</span> <span class="pl-v">CacheConfig</span>, <span class="pl-s1">open_trait</span>

<span class="pl-s1">cache</span> <span class="pl-c1">=</span> <span class="pl-en">CacheConfig</span>(<span class="pl-s1">dir</span><span class="pl-c1">=</span><span class="pl-s">"./data/dig_cache"</span>, <span class="pl-s1">max_bytes</span><span class="pl-c1">=</span><span class="pl-c1">10</span> <span class="pl-c1">*</span> <span class="pl-c1">1024</span><span class="pl-c1">**</span><span class="pl-c1">3</span>, <span class="pl-s1">ttl_days</span><span class="pl-c1">=</span><span class="pl-c1">None</span>)
<span class="pl-k">with</span> <span class="pl-en">open_trait</span>(<span class="pl-s">"EU"</span>, <span class="pl-s">"AlbInT2D"</span>, <span class="pl-s1">cache</span><span class="pl-c1">=</span><span class="pl-s1">cache</span>) <span class="pl-k">as</span> <span class="pl-s1">f</span>:
    ...</pre></div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Option 2: Environment variables (fallback)</h3><a id="user-content-option-2-environment-variables-fallback" class="anchor" aria-label="Permalink: Option 2: Environment variables (fallback)" href="#option-2-environment-variables-fallback"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">Set at least <code>DIG_OPEN_DATA_CACHE_DIR</code> to enable caching. Other variables are optional.</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="export DIG_OPEN_DATA_CACHE_DIR=/data/dig_cache
export DIG_OPEN_DATA_CACHE_MAX_BYTES=10737418240  # 10GB
export DIG_OPEN_DATA_CACHE_TTL_DAYS=30"><pre><span class="pl-k">export</span> DIG_OPEN_DATA_CACHE_DIR=/data/dig_cache
<span class="pl-k">export</span> DIG_OPEN_DATA_CACHE_MAX_BYTES=10737418240  <span class="pl-c"><span class="pl-c">#</span> 10GB</span>
<span class="pl-k">export</span> DIG_OPEN_DATA_CACHE_TTL_DAYS=30</pre></div>
<p dir="auto">Env defaults:</p>
<ul dir="auto">
<li>If <code>DIG_OPEN_DATA_CACHE_DIR</code> is <strong>not</strong> set, caching is <strong>disabled</strong>.</li>
<li>If <code>DIG_OPEN_DATA_CACHE_DIR</code> is set:
<ul dir="auto">
<li><code>DIG_OPEN_DATA_CACHE_MAX_BYTES</code> defaults to 10GB if unset.</li>
<li><code>DIG_OPEN_DATA_CACHE_TTL_DAYS</code> defaults to no TTL if unset.</li>
</ul>
</li>
</ul>
<p dir="auto">If the environment variables are set, caching is enabled automatically even if your script doesn’t change.</p>
<p dir="auto">Force refresh:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="export DIG_OPEN_DATA_CACHE_FORCE=1"><pre><span class="pl-k">export</span> DIG_OPEN_DATA_CACHE_FORCE=1</pre></div>
<p dir="auto">If set, cached entries are ignored and re-downloaded.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Eviction</h3><a id="user-content-eviction" class="anchor" aria-label="Permalink: Eviction" href="#eviction"><svg data-component="Octicon" class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div>
<p dir="auto">The cache uses least‑recently‑used (LRU) eviction based on last access time. When the cache exceeds <code>max_bytes</code>, the oldest entries are removed first.</p>
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