outliers · GitHub Topics

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js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Product <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"github_copilot","context":"product","tag":"link","label":"github_copilot_link_product_navbar"}" href="https://github.com/features/copilot"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 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0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3"> <path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path> </svg> <div> <div class="color-fg-default h4">Security</div> Find and fix vulnerabilities </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"actions","context":"product","tag":"link","label":"actions_link_product_navbar"}" href="https://github.com/features/actions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-workflow color-fg-subtle mr-3"> <path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 0-.5-.5Z"></path> </svg> <div> <div class="color-fg-default h4">Actions</div> Automate any workflow </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"codespaces","context":"product","tag":"link","label":"codespaces_link_product_navbar"}" href="https://github.com/features/codespaces"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-codespaces color-fg-subtle mr-3"> <path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path> </svg> <div> <div class="color-fg-default h4">Codespaces</div> Instant dev environments </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"issues","context":"product","tag":"link","label":"issues_link_product_navbar"}" href="https://github.com/features/issues"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-issue-opened color-fg-subtle mr-3"> <path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path> </svg> <div> <div class="color-fg-default h4">Issues</div> Plan and track work </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"code_review","context":"product","tag":"link","label":"code_review_link_product_navbar"}" href="https://github.com/features/code-review"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-review color-fg-subtle mr-3"> <path d="M10.3 6.74a.75.75 0 0 1-.04 1.06l-2.908 2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"discussions","context":"product","tag":"link","label":"discussions_link_product_navbar"}" href="https://github.com/features/discussions"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-comment-discussion color-fg-subtle mr-3"> <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path> </svg> <div> <div class="color-fg-default h4">Discussions</div> Collaborate outside of code </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"code_search","context":"product","tag":"link","label":"code_search_link_product_navbar"}" href="https://github.com/features/code-search"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-code-square color-fg-subtle mr-3"> <path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Search</div> Find more, search less </div> </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="product-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"all_features","context":"product","tag":"link","label":"all_features_link_product_navbar"}" href="https://github.com/features"> All features </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative 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data-analytics-event="{"location":"navbar","action":"blog","context":"product","tag":"link","label":"blog_link_product_navbar"}" href="https://github.blog"> Blog <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <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> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 pb-lg-3 mb-3 mb-lg-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-company-size-heading">By company size</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-company-size-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"enterprises","context":"solutions","tag":"link","label":"enterprises_link_solutions_navbar"}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"small_and_medium_teams","context":"solutions","tag":"link","label":"small_and_medium_teams_link_solutions_navbar"}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"startups","context":"solutions","tag":"link","label":"startups_link_solutions_navbar"}" href="https://github.com/enterprise/startups"> Startups </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"nonprofits","context":"solutions","tag":"link","label":"nonprofits_link_solutions_navbar"}" href="/solutions/industry/nonprofits"> Nonprofits </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devsecops","context":"solutions","tag":"link","label":"devsecops_link_solutions_navbar"}" href="/solutions/use-case/devsecops"> DevSecOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"solutions","tag":"link","label":"devops_link_solutions_navbar"}" href="/solutions/use-case/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ci_cd","context":"solutions","tag":"link","label":"ci_cd_link_solutions_navbar"}" href="/solutions/use-case/ci-cd"> CI/CD </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_use_cases","context":"solutions","tag":"link","label":"view_all_use_cases_link_solutions_navbar"}" href="/solutions/use-case"> View all use cases </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-industry-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"healthcare","context":"solutions","tag":"link","label":"healthcare_link_solutions_navbar"}" href="/solutions/industry/healthcare"> Healthcare </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"financial_services","context":"solutions","tag":"link","label":"financial_services_link_solutions_navbar"}" href="/solutions/industry/financial-services"> Financial services </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"manufacturing","context":"solutions","tag":"link","label":"manufacturing_link_solutions_navbar"}" href="/solutions/industry/manufacturing"> Manufacturing </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"government","context":"solutions","tag":"link","label":"government_link_solutions_navbar"}" href="/solutions/industry/government"> Government </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all_industries","context":"solutions","tag":"link","label":"view_all_industries_link_solutions_navbar"}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right HeaderMenu-trailing-link-icon"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul class="list-style-none f5" aria-labelledby="resources-topics-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ai","context":"resources","tag":"link","label":"ai_link_resources_navbar"}" href="/resources/articles/ai"> AI </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"devops","context":"resources","tag":"link","label":"devops_link_resources_navbar"}" href="/resources/articles/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"security","context":"resources","tag":"link","label":"security_link_resources_navbar"}" href="/resources/articles/security"> Security </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"software_development","context":"resources","tag":"link","label":"software_development_link_resources_navbar"}" href="/resources/articles/software-development"> Software Development </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"view_all","context":"resources","tag":"link","label":"view_all_link_resources_navbar"}" href="/resources/articles"> View all </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="resources-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"learning_pathways","context":"resources","tag":"link","label":"learning_pathways_link_resources_navbar"}" href="https://resources.github.com/learn/pathways"> Learning Pathways <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <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="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"events_amp_webinars","context":"resources","tag":"link","label":"events_amp_webinars_link_resources_navbar"}" href="https://resources.github.com"> Events & Webinars <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <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="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"ebooks_amp_whitepapers","context":"resources","tag":"link","label":"ebooks_amp_whitepapers_link_resources_navbar"}" href="https://github.com/resources/whitepapers"> Ebooks & Whitepapers </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"customer_stories","context":"resources","tag":"link","label":"customer_stories_link_resources_navbar"}" href="https://github.com/customer-stories"> Customer Stories </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{"location":"navbar","action":"partners","context":"resources","tag":"link","label":"partners_link_resources_navbar"}" href="https://partner.github.com"> Partners <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <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="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"executive_insights","context":"resources","tag":"link","label":"executive_insights_link_resources_navbar"}" href="https://github.com/solutions/executive-insights"> Executive Insights </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Open Source <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"github_sponsors","context":"open_source","tag":"link","label":"github_sponsors_link_open_source_navbar"}" href="/sponsors"> <div> <div class="color-fg-default h4">GitHub Sponsors</div> Fund open source developers </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"the_readme_project","context":"open_source","tag":"link","label":"the_readme_project_link_open_source_navbar"}" href="https://github.com/readme"> <div> <div class="color-fg-default h4">The ReadME Project</div> GitHub community articles </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span> <ul class="list-style-none f5" aria-labelledby="open-source-repositories-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"topics","context":"open_source","tag":"link","label":"topics_link_open_source_navbar"}" href="https://github.com/topics"> Topics </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"trending","context":"open_source","tag":"link","label":"trending_link_open_source_navbar"}" href="https://github.com/trending"> Trending </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{"location":"navbar","action":"collections","context":"open_source","tag":"link","label":"collections_link_open_source_navbar"}" href="https://github.com/collections"> Collections </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Enterprise <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 px-lg-4"> <div class="HeaderMenu-column"> <div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3"> <ul class="list-style-none f5" > <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{"location":"navbar","action":"enterprise_platform","context":"enterprise","tag":"link","label":"enterprise_platform_link_enterprise_navbar"}" href="/enterprise"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3"> <path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path> </svg> <div> <div class="color-fg-default h4">Enterprise platform</div> AI-powered developer platform </div> </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="enterprise-available-add-ons-heading">Available add-ons</span> <ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex 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class="color-fg-default h4">Advanced Security</div> Enterprise-grade security features </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"copilot_for_business","context":"enterprise","tag":"link","label":"copilot_for_business_link_enterprise_navbar"}" href="/features/copilot/copilot-business"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-copilot color-fg-subtle mr-3"> <path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 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data-view-component="true" class="octicon octicon-alert-fill"> <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path> </svg> </span> <span></span> </div> </div> <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div> </query-builder></form> <div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt"> <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2">Search syntax tips</a> <div class="d-flex flex-1"></div> </div> </div> </div> </div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div 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3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> </option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="IIAS+A2GywVlE9gpyC3T/JvQqQsRmUb4ftEgGhESvFaCAmG4hRnzQotwLZOhvk1v2e259TDuS2TO7rzIFCaoBw==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 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<auto-check src="/search/custom_scopes/check_name" required only-validate-on-blur="false"> <input type="text" name="custom_scope_name" id="custom_scope_name" data-target="custom-scopes.customScopesNameField" class="form-control" autocomplete="off" placeholder="github-ruby" required maxlength="50"> <input type="hidden" data-csrf="true" value="Q9vXe5fpXTGD+rQ1rpIY8YkccnOxrXOKfcu+sdybL1B/1qobypW9g9l3e2CJLlYwuWHwRUbknrV8IGtLLPcKww==" /> </auto-check> </div> <div class="form-group"> <label for="custom_scope_query">Query</label> <input type="text" name="custom_scope_query" id="custom_scope_query" data-target="custom-scopes.customScopesQueryField" class="form-control" autocomplete="off" placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" required maxlength="500"> </div> <p class="text-small color-fg-muted"> To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. </p> </form> </div> <div data-target="custom-scopes.manageCustomScopesForm"> <div data-target="custom-scopes.list"></div> </div> </div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search </button> </div> </dialog></dialog-helper> </custom-scopes> </div> </qbsearch-input> <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Ftopics%2Foutliers" class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded rounded-lg-0 px-2 py-1" style="margin-left: 12px;" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b87913fc85304cf1a91c6e4594f04c3a7f32e9faaed50be9c32d1950afde1e30" data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" > Sign in </a> </div> <a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2Ftopics%2Foutliers&source=header" class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b87913fc85304cf1a91c6e4594f04c3a7f32e9faaed50be9c32d1950afde1e30" data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/topics/outliers;ref_cta:Sign up;ref_loc:header logged out"}" > Sign up </a> <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Reseting focus</button> </div> </div> </div> </div> </header> <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> <button id="icon-button-6c2428ae-8e6d-495d-b852-3f1b271e3335" aria-labelledby="tooltip-d28757f9-bce9-45a4-acab-9e0ec2be9203" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible 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autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled data-project-hovercards-enabled > <main> <div class="site-subnav color-bg-default site-subnav-sticky js-sticky" > <nav class="container-lg mx-auto p-responsive" role="navigation" aria-label="Explore 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TOPICS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="7b0fdd03a0afb1a4bc182cba9f159a451681fad8c74bc341e68a91107f9c7d7b" aria-current="page" data-selected-links="topics_path /topics/outliers /topics" href="/topics">Topics</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"TRENDING","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="14eb049ee7e2ef7e081f494172eb9dd3a28a867efa961d174c7701ba0ef284b3" data-selected-links="/trending 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"EVENTS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="522c0236ea1d3e19946181822792541622dc7af4f4591c926d9f276e6f94bac0" data-selected-links="events_path /events?id= /events" href="/events">Events</a> <a class="js-selected-navigation-item d-inline-block py-2 py-md-3 mr-3 mr-md-4 no-underline subnav-link" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"NAVIGATION_BAR","click_target":"GITHUB_SPONSORS","click_visual_representation":"CLICK_VISUAL_REPRESENTATION_UNKNOWN","actor_id":null,"record_id":null,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="1424bec3b1fb42333adb413130817a45b0a8487c40a525aaedfc15d15ef99a3f" data-selected-links="sponsors_explore_index_path /sponsors/explore /sponsors/explore" href="/sponsors/explore">GitHub Sponsors</a> </div> </nav> </div> <div> <div class="container-lg p-responsive py-5"> <div class="gutter-md"> <div class="col-lg-9 col-md-8 d-flex flex-items-center mb-3 mb-sm-0"> <div class="d-flex flex-1"> <div class="border color-border-subtle color-bg-accent f4 color-fg-muted text-bold rounded flex-shrink-0 text-center mr-3" style="width: 48px; height: 48; line-height: 48px;" > # </div> <h1 class="h1"> outliers </h1> </div> <topic-feeds-toast-trigger data-topic-display-name="outliers" data-topic-name="outliers">   <div data-view-component="true" class="d-inline-block"> <a href="/login?return_to=%2Ftopic.outliers" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":null,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="7892f8c15822f7465e512706fdf9917978c35b204770cd372ac3ecced1c202e5" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg><span data-view-component="true" class="d-inline"> Star </span> </a></div> </topic-feeds-toast-trigger> </div> </div> </div> <div class="topic p-responsive container-lg"> <div class="d-md-flex gutter-md"> <div class="col-md-8 col-lg-9" data-hpc> <h2 class="h3 color-fg-muted"> Here are 163 public repositories matching this topic... </h2> <div class="d-sm-flex"> <details class="details-reset details-overlay mt-2 mr-3 select-menu"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Language:</i> <span data-menu-button>All</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Filter by language</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers" aria-checked="true"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> All <span>163</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=jupyter+notebook" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Jupyter Notebook <span>65</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=python" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Python <span>32</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=r" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> R <span>22</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=matlab" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> MATLAB <span>6</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=javascript" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> JavaScript <span>5</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=java" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Java <span>4</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=c%23" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> C# <span>3</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=html" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> HTML <span>3</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=c%2B%2B" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> C++ <span>1</span> </span> </a> <a class="select-menu-item" role="menuitemradio" href="https://github.com/topics/outliers?l=dart" aria-checked="false"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text d-flex flex-justify-between" data-menu-button-text> Dart <span>1</span> </span> </a> </div> </details-menu> </details> <details class="details-reset details-overlay select-menu mt-2"> <summary data-view-component="true" class="select-menu-button btn-sm btn"> <i>Sort:</i> <span data-menu-button >Most stars</span> </summary> <details-menu class="select-menu-modal position-absolute" style="z-index: 99;"> <div class="select-menu-header"> <span class="select-menu-title">Sort options</span> </div> <div class="select-menu-list"> <a class="select-menu-item" role="menuitemradio" aria-checked="true" href="/topics/outliers?o=desc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/outliers?o=asc&s=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest stars </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/outliers?o=desc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Most forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/outliers?o=asc&s=forks"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check select-menu-item-icon"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> <span class="select-menu-item-text" data-menu-button-text > Fewest forks </span> </a> <a class="select-menu-item" role="menuitemradio" aria-checked="false" href="/topics/outliers?o=desc&s=updated"> <svg aria-hidden="true" height="16" viewBox="0 0 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Integrating Classical and Deep Learning Techniques</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="528ac7477b9b6866663245002c1842f158c46de06251c0b3ba49c3b3ecae2672" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2129,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="901cf84e5fe46d750f0e38a6ef9389a10c7c78227775acfb3376c27d5777b2c4" title="Topic: data-science" href="/topics/data-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-science</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="37f35c1bef8f1fe48b1430522e171a7055795a344570bdd65004b2fad0b1cce1" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2289,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="d2387987c77b5fabcdc8964fe7a6a03c32d2e56e5983f0488bf30213ff8f2a9b" title="Topic: data-mining" href="/topics/data-mining" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-mining</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9290,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="9aeb07400a971615e14b8344f4ab12f3ed474258ee627fdefcaef370e6ab2d32" title="Topic: deep-learning" href="/topics/deep-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">deep-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23214,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="48339194c88f5a1cd81994f6021bdf568d695b5401b5a66aadbcd9187ae40e5a" title="Topic: python3" href="/topics/python3" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python3</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44842,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="115f00b24d4195a5b2b4e6e7f87b4c0ae217ad729f08811b60d5dad059d55ca8" title="Topic: neural-networks" href="/topics/neural-networks" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">neural-networks</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60283,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="05a49a19d2979f05766ac1a09f0e62ca92dcd2d7c13d83a611ff3f6bbee4c658" title="Topic: autoencoder" href="/topics/autoencoder" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">autoencoder</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":61115,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b9232f394b1994f091a1dfdcb75bbc2ee74b23df605ae02fedd5b64ccf419d85" title="Topic: data-analysis" href="/topics/data-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83224,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e83d56b71c5448a0b8a48f505f2d7cd40581a5f832a2f1a0568cce73e5f84424" title="Topic: outlier-detection" href="/topics/outlier-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outlier-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":123598,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="7dd1db09d9323746936942e94ae58b9bb1da97be14d67030156672f445df99ae" title="Topic: anomaly" href="/topics/anomaly" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomaly</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150363,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="bffe795d668253d0b6b3baebb685d2f8f416a964ecf3b114d54c3d0bcd201800" title="Topic: unsupervised-learning" href="/topics/unsupervised-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unsupervised-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":372701,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="cf05addd7108d8248fbfd3e06f04db9f6577a6d5a22115654cc023f0e11f364a" title="Topic: fraud-detection" href="/topics/fraud-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fraud-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403596,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="5d110e9e00403f09a83928ac117241962fc6c84d05f5b185adc0e84419fe58c3" title="Topic: anomaly-detection" href="/topics/anomaly-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomaly-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":656461,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="ad19625fe75895bf1a568302249e935c22b1a2ceb5f1beab3454aa2a7fcd8870" title="Topic: outlier-ensembles" href="/topics/outlier-ensembles" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outlier-ensembles</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":675235,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="cb151b6709c52c5c333d8f1b478f14019f50427341576abb53785c4d241fe7cd" title="Topic: novelty-detection" href="/topics/novelty-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">novelty-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":940756,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="51944b174cee27e963df9e0ea415780b0a7a8396fa9cc040d883d6fdd9311bec" title="Topic: out-of-distribution-detection" href="/topics/out-of-distribution-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">out-of-distribution-detection</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-01-13T08:58:34Z" class="no-wrap">Jan 13, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":160,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="569ed2801292d49a2e2a0b0544daafd7428649036022568164e64b0fde4a118e" title="Topic: java" href="/topics/java" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">java</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2129,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="901cf84e5fe46d750f0e38a6ef9389a10c7c78227775acfb3376c27d5777b2c4" title="Topic: data-science" href="/topics/data-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-science</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="37f35c1bef8f1fe48b1430522e171a7055795a344570bdd65004b2fad0b1cce1" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2289,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="d2387987c77b5fabcdc8964fe7a6a03c32d2e56e5983f0488bf30213ff8f2a9b" title="Topic: data-mining" href="/topics/data-mining" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-mining</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9377,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="bfc95ff5122a447efd78e9016873211d35f32cca3808233e75dc06e9616da632" title="Topic: time-series" href="/topics/time-series" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">time-series</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12697,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="3b972e638936d40a2503c6de7598014189ca2cad109b83d4ff088a7ff3c7ada0" title="Topic: clustering" href="/topics/clustering" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">clustering</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":23748,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="5c884ceeac96436dae7459e4708f42dc8c32a7a21a58174178e73c2b0b17d9aa" title="Topic: indexing" href="/topics/indexing" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">indexing</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":61115,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b9232f394b1994f091a1dfdcb75bbc2ee74b23df605ae02fedd5b64ccf419d85" title="Topic: data-analysis" href="/topics/data-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":74652,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="7688a183f6f84f9f0cfff7c479e845f14b15afbe5252565fda0a88efd020484e" title="Topic: index" href="/topics/index" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">index</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83224,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e83d56b71c5448a0b8a48f505f2d7cd40581a5f832a2f1a0568cce73e5f84424" title="Topic: outlier-detection" href="/topics/outlier-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outlier-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":178445,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="de8181f28733b94cffb1c577933f15699c4eb07b2dd59950d933bd08146ae59e" title="Topic: anomalydetection" href="/topics/anomalydetection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomalydetection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":180208,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="2503902ce0961eb675ee1f11a9f30e7d883776820a0935d81617f46522fd7284" title="Topic: data-mining-algorithms" href="/topics/data-mining-algorithms" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-mining-algorithms</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":211855,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="13cd1d112732a53cc5c78e95b39b3a5ab5877b9713f2d1d596e4705f84b20584" title="Topic: cluster-analysis" href="/topics/cluster-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cluster-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":300635,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="2d9c59e209010fc7be21938fc7462fd844a5e46887a218b0e4b6a5e204e4cae0" title="Topic: distance-functions" href="/topics/distance-functions" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">distance-functions</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-14T14:06:55Z" class="no-wrap">Mar 14, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #b07219"></span> <span 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="37f35c1bef8f1fe48b1430522e171a7055795a344570bdd65004b2fad0b1cce1" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2455,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="ada4056b11e3bb6c5e694a02d3f293ed543b7eb2326658464fc36425e1af481e" title="Topic: tree" href="/topics/tree" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">tree</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12339,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="c16e0ce639c87898bbc24346f83870abe19ea399ede515418926efa8998c99bb" title="Topic: random-forest" href="/topics/random-forest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">random-forest</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":301995,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="7837b9209246d349e943342a46053da7258b748a61d941e6243cbc6696b22e49" title="Topic: streaming-data" href="/topics/streaming-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">streaming-data</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403596,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="5d110e9e00403f09a83928ac117241962fc6c84d05f5b185adc0e84419fe58c3" title="Topic: anomaly-detection" href="/topics/anomaly-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomaly-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":436662,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="cd360afb5e00cbf96ef8fa0283e56b14ae309af8562e291233482ddd1e518421" title="Topic: detect-outliers" href="/topics/detect-outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">detect-outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":907425,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="dc387d9f154cdb354f8570ea5e21adae06ffe2ebfba3c39ce6162d77f4e90231" title="Topic: robust-random-cut-forest" href="/topics/robust-random-cut-forest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">robust-random-cut-forest</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-02-24T12:21:01Z" class="no-wrap">Feb 24, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_IMAGE","actor_id":null,"record_id":171659421,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="1bfbf841eee7f689e2adee5eefd12f7217b6c0a551cb42c8cf3f9f653b8bfd7d" data-turbo="false" 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0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":47102598,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="9116c213df2eddb9797b588e64139d73454942065095c7096fc0a12782b639d0" data-turbo="false" href="/easystats" data-view-component="true" class="Link">easystats</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":171659421,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="ad5ef0e06e386ba25d8b93e46e5f568175e5db70eefaf634669078bd42d76fd2" 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data-hydro-click-hmac="34a09d8f2c4ee50c6b579c56c9e5df52b40b0a472e199640e3c4a34283166b2a" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-171659421" href="/easystats/correlation/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":171659421,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="9f2e659a1497813d82dcc58d51499271d00c7b8f33e5d6c5f059637f13484901" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="discussions-tab-171659421" href="/easystats/correlation/discussions" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_DISCUSSIONS","click_visual_representation":"DISCUSSIONS_TAB","actor_id":null,"record_id":171659421,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="da6d6f3ecc6e96c804e6f636cac89e6c704e8a9cb662e392a9e6fd22b2864566" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion color-fg-muted"> <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> </svg> Discussions </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >🔗 Methods for Correlation Analysis</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7525,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="f067245ff95a3c4af5bb0978a6f60ed843f5f8bce62254685e614041fb8ab7ee" title="Topic: r" href="/topics/r" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">r</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9264,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="ebb7f99b039615cfae12348ff9845e0230568eb9b2707f82e56f38606d97bd05" title="Topic: correlation" href="/topics/correlation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">correlation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13595,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="701c7f86c1a1ad11bb4a80c6c0226d80d571b29b0491e82f3c66930ebca0de31" title="Topic: matrix" href="/topics/matrix" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">matrix</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21346,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e69449eaa202d33571a601decfe9243cff078ca2a000b5d44e393793e0fb34ce" title="Topic: regression" href="/topics/regression" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">regression</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60473,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="bde039075096d546ae24746b35f10bef0f8da47fc75bc99a4ca0a2d829f248c2" title="Topic: robust" href="/topics/robust" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">robust</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":79428,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="d9cb9ceebdfbe5dbcd79a6f7e0247dee286244b66ec047e5c88c6eaa84a35206" title="Topic: bayesian" href="/topics/bayesian" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">bayesian</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":95797,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b1324c2c999894309ab39289229de1f24542ba417bcb72977c673e794c169d9e" title="Topic: gamma" href="/topics/gamma" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gamma</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":196454,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="c91bb46f5f487cc517d2d6310897e8c62e4af04414aa60c6ce1c24ee1e856d71" title="Topic: hacktoberfest" href="/topics/hacktoberfest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">hacktoberfest</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":292132,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="4693079703dd5a11aea3bed88c78d439ba650126cd591b0369febd5a8c7bd595" title="Topic: partial" href="/topics/partial" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">partial</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":386972,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b103c1e945496e4dd48cbb2bb5aef4a36066a448a2705bc097891e85988e66a3" title="Topic: gaussian-graphical-models" href="/topics/gaussian-graphical-models" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gaussian-graphical-models</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":472934,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="9e0535d84b62e7dc2565588ef3976540602b2044492ec87cab71997bc175df39" title="Topic: cor" href="/topics/cor" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cor</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":543122,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="89bd88449e65d9b2df365b4893522d1732c6d3ecae5c52f1b6fbe1b4c05da189" title="Topic: correlations" href="/topics/correlations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">correlations</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":588623,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="f9649b8bd99b622e966c7616794f135ceba23a2eb5cd44d439367a6e152a353d" title="Topic: correlation-analysis" href="/topics/correlation-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">correlation-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":591028,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="44349a9bbef7e06812d68f63769d6a245ee2e68475f90bdc7972afa441c09bf0" title="Topic: spearman" href="/topics/spearman" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">spearman</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":913921,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="77676a387f0edd699493d6c35e2f29d72f37371d5eeb8e04a2c5ba169864c4cb" title="Topic: partial-correlations" href="/topics/partial-correlations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">partial-correlations</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":946006,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="cfcfae1acf0a62a1cc9e1b74420e822a86f4937d433cffd7342d4b91c9739478" title="Topic: easystats" href="/topics/easystats" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">easystats</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1203809,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="541763388da551ae68f2379fa6df30edc7d115f4ae664330ebda7a108f489025" title="Topic: bayesian-correlations" href="/topics/bayesian-correlations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">bayesian-correlations</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1353614,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="66179d11a2881de10838e6349f5cf03e4c1038d5614d842817a67245b5d6064f" title="Topic: multilevel-correlations" href="/topics/multilevel-correlations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">multilevel-correlations</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1353616,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="88bcfb48c9b040272677706b2d0fdfd6611f856591b6a39c9e04a2f876ba02ac" title="Topic: biserial" href="/topics/biserial" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">biserial</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2025-03-04T06:39:24Z" class="no-wrap">Mar 4, 2025</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #198CE7"></span> <span itemprop="programmingLanguage">R</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":2057896,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="9f398d88b2862028bddab2cd6de96172cb045929a9e9b5418806f00cc904d886" data-turbo="false" href="/vc1492a" data-view-component="true" class="Link">vc1492a</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":91844483,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e5f8c12f3f7aef682cf77fa71bdfa44fee093142bd9f86bbee53ee2521970379" data-turbo="false" href="/vc1492a/PyNomaly" data-view-component="true" class="Link text-bold wb-break-word">PyNomaly</a> </h3> </div> <div class="d-flex flex-items-center"> <a href="/sponsors/vc1492a" aria-label="Sponsor @vc1492a" data-hydro-click="{"event_type":"sponsors.button_click","payload":{"button":"TOPIC_PAGE_SPONSOR","sponsorable_login":"vc1492a","originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="232bfeae37a97ec01741b8757c07b8a08e53c4b40b1ad823960c9ab08203de34" data-view-component="true" class="Button--secondary Button--small Button mr-2"> <span class="Button-content"> <span class="Button-label"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart icon-sponsor mr-1 v-align-middle color-fg-sponsors anim-pulse-in"> <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> </svg> <span class="v-align-middle" > Sponsor </span></span> </span> </a> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Fvc1492a%2FPyNomaly" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":91844483,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b51ba4206fb1a6d20fc9f698f0dda100830b79e38fcbb3e565a360fbd33c9370" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn color-bg-default"> <svg aria-hidden="true" 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2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="37f35c1bef8f1fe48b1430522e171a7055795a344570bdd65004b2fad0b1cce1" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":17308,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="101eefff9585d0a01f32fd86c5e509045b9f2e623e1c7a775f03ac23ca408984" title="Topic: probability" href="/topics/probability" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">probability</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83224,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e83d56b71c5448a0b8a48f505f2d7cd40581a5f832a2f1a0568cce73e5f84424" title="Topic: outlier-detection" href="/topics/outlier-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outlier-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":99349,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="6fc88a9e842d42988ff5f205dd13be71bfe9dfa13c0cac20ad4e7079cc00fe1b" title="Topic: nearest-neighbors" href="/topics/nearest-neighbors" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">nearest-neighbors</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403596,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="5d110e9e00403f09a83928ac117241962fc6c84d05f5b185adc0e84419fe58c3" title="Topic: anomaly-detection" href="/topics/anomaly-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomaly-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":505111,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="49047c21ee34093b55d011ac2ed31bb928812c1bb76ae2a0e92a965972518e0f" title="Topic: outlier-scores" href="/topics/outlier-scores" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outlier-scores</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":581583,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="132360b8530d24127cbefa1c2348b6c90d872e42927a23a1393157ac4c820652" title="Topic: anomalies" href="/topics/anomalies" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomalies</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2024-12-02T20:19:23Z" class="no-wrap">Dec 2, 2024</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":233232884,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="a39975115b7e4dd947a202784d52d1de5158e0537be6277473040ecf407d45e9" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >pca: A Python Package for Principal Component Analysis.</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45278,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="dbab09b47ec2a2ee155b0e9cfba9c4982e2d5fcce6ff2329446884f4714ff88e" title="Topic: pca" href="/topics/pca" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pca</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":218024,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="1249528e8107665ace741434bd1a1ec9f5dce4f1b9668fdbc583a4497907874b" title="Topic: principal-component-analysis" href="/topics/principal-component-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">principal-component-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":334356,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="6f0cf507b9d5b1ded5903c8bab12e955a070018739257b1d531b7b07a66ecbf1" title="Topic: biplot" href="/topics/biplot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">biplot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":606689,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="c6ba90784a0753b2ce08e49f2d4eb820a0bfe8d2b02494380123ebe1dfcd6f34" title="Topic: 3d-plot" href="/topics/3d-plot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">3d-plot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":821969,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b70d255361ad2f39f9d105410fc6c95d2291ac8195182bbb5921a9b841cbf3bc" title="Topic: explained-variance" href="/topics/explained-variance" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">explained-variance</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1350932,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="102b6786f73b2136f19097a274932972682005e4fe9a0693dc9b298b28524309" title="Topic: hotelling-t2" href="/topics/hotelling-t2" data-view-component="true" class="topic-tag 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py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-269500695" href="/selimfirat/pysad/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":269500695,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="76a714f0c4f9679cea724a80366174b7253b50102c09c6e6ab1eea2ec5c8961a" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="528ac7477b9b6866663245002c1842f158c46de06251c0b3ba49c3b3ecae2672" title="Topic: python" href="/topics/python" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">python</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="37f35c1bef8f1fe48b1430522e171a7055795a344570bdd65004b2fad0b1cce1" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7517,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="524fc52ee1e5dbfff860f89686901bad7a0021b45ab23ed05d68ce6d5c164ba1" title="Topic: real-time" href="/topics/real-time" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">real-time</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":54864,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="dd40742c011393863994a9fe4522c411002733eabbdb6db77ecb7ff4414a8b6f" title="Topic: intrusion-detection" href="/topics/intrusion-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">intrusion-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83224,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e83d56b71c5448a0b8a48f505f2d7cd40581a5f832a2f1a0568cce73e5f84424" title="Topic: outlier-detection" href="/topics/outlier-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outlier-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":123598,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="7dd1db09d9323746936942e94ae58b9bb1da97be14d67030156672f445df99ae" title="Topic: anomaly" href="/topics/anomaly" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomaly</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":150363,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="bffe795d668253d0b6b3baebb685d2f8f416a964ecf3b114d54c3d0bcd201800" title="Topic: unsupervised-learning" href="/topics/unsupervised-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">unsupervised-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":301995,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="7837b9209246d349e943342a46053da7258b748a61d941e6243cbc6696b22e49" title="Topic: streaming-data" href="/topics/streaming-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">streaming-data</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":362302,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="d25541e38c9907ad5e3e73f54d9ec7f03cae2443f63a7591b558ce2d1e2a4163" title="Topic: incremental-learning" href="/topics/incremental-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">incremental-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":372701,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="cf05addd7108d8248fbfd3e06f04db9f6577a6d5a22115654cc023f0e11f364a" title="Topic: fraud-detection" href="/topics/fraud-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">fraud-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403596,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="5d110e9e00403f09a83928ac117241962fc6c84d05f5b185adc0e84419fe58c3" title="Topic: anomaly-detection" href="/topics/anomaly-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomaly-detection</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2023-10-12T21:34:53Z" class="no-wrap">Oct 12, 2023</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" 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class="Link">NVISOsecurity</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":161357266,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="ca518d7d67d1945d21417d98221c8138dea1bcf4fd83e6543f09cc4ebbb4a13f" data-turbo="false" href="/NVISOsecurity/ee-outliers" data-view-component="true" class="Link text-bold wb-break-word">ee-outliers</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2FNVISOsecurity%2Fee-outliers" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":161357266,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/outliers","user_id":null}}" 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data-hydro-click-hmac="a29c893609b4ad467b11dd06a740e738f049bd57522dac3164766a7a3c27d4b1" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-161357266" href="/NVISOsecurity/ee-outliers/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":161357266,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="85051b23102a8633f9d78fef491d5684f593939b0909049fad736dd03dc595db" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Open-source framework to detect outliers in Elasticsearch events</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="37f35c1bef8f1fe48b1430522e171a7055795a344570bdd65004b2fad0b1cce1" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">machine-learning</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":7531,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="71fd70804a8fb9866a9e2d2ebc4651db6b34ecf798655f60a7794ef4f982b990" title="Topic: statistics" href="/topics/statistics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">statistics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":21229,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="497aee6b0ba05b59b916fa4665fd479afc30e83a436f8a169e1fab72fcfaf3bd" title="Topic: ml" href="/topics/ml" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ml</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":39448,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e46380eb9d93355ed4095450a200f6e70c5d089f65a44b47c189f5e3d465f6fe" title="Topic: statistical-analysis" href="/topics/statistical-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">statistical-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83224,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e83d56b71c5448a0b8a48f505f2d7cd40581a5f832a2f1a0568cce73e5f84424" title="Topic: outlier-detection" href="/topics/outlier-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outlier-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":84160,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="eb4b74e54bafb9d5a2a37cb015694fb80590402677a9c2790382de18431f71ca" title="Topic: threat-hunting" href="/topics/threat-hunting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">threat-hunting</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":94205,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="cfbd9afd38ce731d29b25120780dfb0178edf7cdf391513856d92b3fb0f6ce4e" title="Topic: siem" href="/topics/siem" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">siem</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":128098,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="f1601f506f4a62970a4e707abdc8bcb9532418d206bf9a08e036f9bf9412700e" title="Topic: netsec" href="/topics/netsec" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">netsec</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":403596,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="5d110e9e00403f09a83928ac117241962fc6c84d05f5b185adc0e84419fe58c3" title="Topic: anomaly-detection" href="/topics/anomaly-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">anomaly-detection</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":590214,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="32194100767bf5fc177e4f36dda43479d30ae7d29f8a22e0d9b5119c2c96d390" title="Topic: cirt" href="/topics/cirt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">cirt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":793541,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="33203cdec0fffd4bafba5325a4341e55c200e6a77005b2a579db64270d231908" title="Topic: security-monitoring" href="/topics/security-monitoring" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">security-monitoring</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":869169,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="dc39e68c8f18450ca184dd34923f0d5b0116977073c6b107e53fd24db604d75c" title="Topic: security-operations" href="/topics/security-operations" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">security-operations</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1059639,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="99e0caa7f9ad6f66b1db7e3a8c8deca93d5aac664817542bd349b94284a30396" title="Topic: ee-outliers" href="/topics/ee-outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ee-outliers</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2023-05-22T21:36:43Z" class="no-wrap">May 22, 2023</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":205464923,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="d9f05829bd9b8225c867c4c7edaf62b4a53ebddc86435ded0d3cefbb4cb78c4c" data-turbo="false" href="/aartighatkesar/Image-Mosaicing" data-view-component="true" class="Link text-bold wb-break-word">Image-Mosaicing</a> </h3> </div> <div class="d-flex flex-items-center"> <div data-view-component="true" class="BtnGroup d-flex"> <a href="/login?return_to=%2Faartighatkesar%2FImage-Mosaicing" rel="nofollow" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"star button","repository_id":205464923,"auth_type":"LOG_IN","originating_url":"https://github.com/topics/outliers","user_id":null}}" 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data-hydro-click-hmac="ff0f1b9781267bfdfc8eedf6f08b360efcb5adc36324f7346a8b6c958b804d03" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-205464923" href="/aartighatkesar/Image-Mosaicing/pulls" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_PULL_REQUESTS","click_visual_representation":"PULL_REQUESTS_TAB","actor_id":null,"record_id":205464923,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="d8136340d68d06247ee74d8432f0c95c34ffbe48f96847a8ef9c77dfd392ee88" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-git-pull-request color-fg-muted"> <path d="M1.5 3.25a2.25 2.25 0 1 1 3 2.122v5.256a2.251 2.251 0 1 1-1.5 0V5.372A2.25 2.25 0 0 1 1.5 3.25Zm5.677-.177L9.573.677A.25.25 0 0 1 10 .854V2.5h1A2.5 2.5 0 0 1 13.5 5v5.628a2.251 2.251 0 1 1-1.5 0V5a1 1 0 0 0-1-1h-1v1.646a.25.25 0 0 1-.427.177L7.177 3.427a.25.25 0 0 1 0-.354ZM3.75 2.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm0 9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Image Mosaicing or Panorama Creation</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12779,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="28de06dff9d3bdc8711fee1812da0edf3a1dbb48fed83968d299ef0a12b9e364" title="Topic: optimization" href="/topics/optimization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">optimization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":44730,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="0faa3664af39f742bd4745ff9fd00bf506bf93b5ca3198ede1492005d8a7452b" title="Topic: levenberg-marquardt" href="/topics/levenberg-marquardt" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">levenberg-marquardt</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":72877,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="5e531047ef79ad27a91814f391c94ca46cadd2f0b2f4f2c7cdd38f047732cfa4" title="Topic: panorama" href="/topics/panorama" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">panorama</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":163799,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="9aeeb14042c4e3b8f73625d859c3e1c391b770f9be018878d5a12e3ed78ded29" title="Topic: image-stitching" href="/topics/image-stitching" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-stitching</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":163811,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="486abff1d2309334399d53b6066f242d06ce852c6715fdc2fce9d55c60c93b77" title="Topic: ransac" href="/topics/ransac" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ransac</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":223553,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="09f89d604eb1a48f8618039a7cb5f460891ce5aa15753afc66bdda72d36f8d6a" title="Topic: mosaic" href="/topics/mosaic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mosaic</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":437580,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="92f5a0b7f2c51971079cab7a782cdf4935f87f25ccf4d2b9604abbe9a360997e" title="Topic: homography" href="/topics/homography" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">homography</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":782280,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="0cda9bae1d258bd4b32a9318bd373b35e01da7ab2f58047dc8d65df9f56a5734" title="Topic: image-mosaic" href="/topics/image-mosaic" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">image-mosaic</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1120407,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="56eba87254d3d9f967a8e587e05a93e53514217429905b0d58b06744f7479085" title="Topic: inliers" href="/topics/inliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">inliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1120408,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="88bb2a7e23e4e68802cad8266e1a896291a19194932691952b1bdd0d857c55a1" title="Topic: ece-661" href="/topics/ece-661" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">ece-661</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2022-07-22T18:20:28Z" class="no-wrap">Jul 22, 2022</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> 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</nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >RADseq Data Exploration, Manipulation and Visualization using R</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":22,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="efca99ad1c435b39b37c9ba4ab5df2f6836404805e17de7dfd58294cb04e9937" title="Topic: visualization" href="/topics/visualization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">visualization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9720,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="50ab03356c7e977e6c8b42cc4528db08f68e9364171003899a4e63b30839ced7" title="Topic: genomics" href="/topics/genomics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">genomics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":11945,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="0b0f13f3cf6487d6a6f641051b07f0e12611ad133f3395587bb850c4a1db4e97" title="Topic: genetics" href="/topics/genetics" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">genetics</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":13602,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="7fc21595b088fcd5373c392df8132842d34154e8987f3e9c56f99f6267c0e473" title="Topic: filter" href="/topics/filter" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">filter</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":60628,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="f7453a4e9d05572d0272e58ab00d830de46f712f5f58214d5f75c16fbb382e6b" title="Topic: imputation" href="/topics/imputation" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">imputation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":114179,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="9af61cc4adb5c7c6cac9979e05a70271b77df707ff1168dd6d777fdb87d1d9b7" title="Topic: missingness" href="/topics/missingness" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">missingness</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":238871,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="30204b6d19221879ce31d0114c7826385b5910b24aa4892e77c2daa3185fbafa" title="Topic: gbs" href="/topics/gbs" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">gbs</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":344565,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="d7cb6ba6b26df2144a353f217b55795ebeb55f6126f1c3ffa3cfd3a4112b0622" title="Topic: normalization" href="/topics/normalization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">normalization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":367467,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="fce2fbc89bc1846df26ce7409e5a0d55c07c979a1e7ff5b90b38d1e3ba8d6378" title="Topic: radseq" href="/topics/radseq" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">radseq</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":392806,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="0a28cb38edc6eea08135d87deadc4b7656477bcdeb1c6e9d3dee5a2cd8fe0e26" title="Topic: radseq-data" href="/topics/radseq-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">radseq-data</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":393571,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="629348e05b860822ce75af2ee9d88b97dd34f134f787a41e93e54ed715014de9" title="Topic: genomic-data-analysis" href="/topics/genomic-data-analysis" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">genomic-data-analysis</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":396857,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="16430e16ac73223768bfcc8146bfe4899d25e3e8254fd0831ad62082ea41ab17" title="Topic: genotype-likelihoods" href="/topics/genotype-likelihoods" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">genotype-likelihoods</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":396862,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="4be3ba798e76b88173da60fc6696496ca2d4930b40b425ad680629a5d6ca241b" title="Topic: genomics-visualization" href="/topics/genomics-visualization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">genomics-visualization</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":396865,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b0573110178829d8fa080d6d1c78fd36f12dfb99f5c991afb42e18dfdabfabee" title="Topic: 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":12309,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="85553127630130f85a9843f7f41e6bbb26890f19b4472fcc03f37fd397f9cbf9" title="Topic: shiny" href="/topics/shiny" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">shiny</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a 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class="topic-tag topic-tag-link Link f6 mb-2">2d-outlier-analysis</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2022-08-20T22:31:57Z" class="no-wrap">Aug 20, 2022</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #198CE7"></span> <span itemprop="programmingLanguage">R</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 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data-hydro-click-hmac="84c6fc015bc47fa2a3480d358706e5ee740481368350bc8d21d8f1ea4a1b5da5" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code color-fg-default"> <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 </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="issues-tab-193940119" href="/XinshaoAmosWang/Improving-Mean-Absolute-Error-against-CCE/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":193940119,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="064da97a7bdb1572e9e077d072f2a89f6e26d3a4caea7f14fa2f1bbb6db2c6df" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-193940119" href="/XinshaoAmosWang/Improving-Mean-Absolute-Error-against-CCE/pulls" 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0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Mean Absolute Error Does Not Treat Examples Equally and Gradient Magnitude’s Variance Matters</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":328131,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="396c104a3f6358febb606dc005469853098777b66a2d0627266169e17d16dc5f" title="Topic: data-fitting" href="/topics/data-fitting" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-fitting</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":719665,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="6e2acfd118c62d1780a56782562fed248bfadc8067353758fd188dd7f3890ae1" title="Topic: label-noise" href="/topics/label-noise" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">label-noise</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":834478,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="68bc9cf1b008282aad0fb9c86d4636361768b7a967cf15dd12ab9b3b8b985414" title="Topic: mean-absolute-error" href="/topics/mean-absolute-error" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">mean-absolute-error</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1039581,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="c5ca4def0f3d501c4f5e7b450d3699f80b4cea8921accffbf3d13fcf335c0838" title="Topic: reweighting-examples" href="/topics/reweighting-examples" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">reweighting-examples</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1049765,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="71ba1f7fc4762e073695395132364709957ee7daee08dc560a804f9036a5d322" title="Topic: category-cross-entropy" href="/topics/category-cross-entropy" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">category-cross-entropy</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2020-11-21T14:16:31Z" class="no-wrap">Nov 21, 2020</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #89e051"></span> <span itemprop="programmingLanguage">Shell</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> </span> <h3 class="f3 color-fg-muted text-normal lh-condensed" > <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"OWNER","click_visual_representation":"REPOSITORY_OWNER_HEADING","actor_id":null,"record_id":16648570,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="c2c71664c38042529fbf3daf52fe0ac2f66ca4463c62e293facb9e3951dd3355" data-turbo="false" href="/NikhilGupta1997" data-view-component="true" class="Link">NikhilGupta1997</a> / <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY","click_visual_representation":"REPOSITORY_NAME_HEADING","actor_id":null,"record_id":104838249,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="f7728043eb084590ec4376d5696da2657186b26f18ad07d9d7858ca8edb93bfc" data-turbo="false" href="/NikhilGupta1997/LookOut" data-view-component="true" class="Link text-bold wb-break-word">LookOut</a> </h3> </div> 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":72664,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="086387f59c762d7c2d19fcf353c05864693bff001150b831dc43ddfcd31e9560" title="Topic: scatter-plot" href="/topics/scatter-plot" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">scatter-plot</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":83224,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="e83d56b71c5448a0b8a48f505f2d7cd40581a5f832a2f1a0568cce73e5f84424" title="Topic: outlier-detection" href="/topics/outlier-detection" data-view-component="true" class="topic-tag topic-tag-link Link f6 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topic-tag-link Link f6 mb-2">outlier-explanation</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":902970,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="ae8c81f5f1dc620c1ebfc5e157139ebad3396d63b1f936dbfbd07ffa9470ab45" title="Topic: pictoral" href="/topics/pictoral" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">pictoral</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2018-11-25T11:27:43Z" class="no-wrap">Nov 25, 2018</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #3572A5"></span> <span itemprop="programmingLanguage">Python</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded 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9.5a.75.75 0 1 0 0 1.5.75.75 0 0 0 0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >Imputation of Financial Time Series with Missing Values and/or Outliers</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":9377,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="bfc95ff5122a447efd78e9016873211d35f32cca3808233e75dc06e9616da632" title="Topic: time-series" href="/topics/time-series" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">time-series</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":168236,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="6e8a1d32a18039e3fcbfd772a0dafc2cbf35a6ceef156448aefd6c7cf0eddd75" title="Topic: financial-data" href="/topics/financial-data" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">financial-data</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":590372,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="1ffcb26620e6be79a77043332364781b10585781207caac216fb4e99b7b97203" title="Topic: missing-values" href="/topics/missing-values" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">missing-values</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2021-09-27T06:43:47Z" class="no-wrap">Sep 27, 2021</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #198CE7"></span> <span itemprop="programmingLanguage">R</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div 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class="d-inline-flex"> <a id="issues-tab-155456600" href="/talegari/solitude/issues" data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"REPOSITORY_ISSUES","click_visual_representation":"ISSUES_TAB","actor_id":null,"record_id":155456600,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="b83148d984dfdd933af75c75b9762ded61fde9f3dabb2a65a4c439c783847a2b" data-turbo="false" data-view-component="true" class="tabnav-tab f6 px-2 py-1"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened color-fg-muted"> <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> </svg> Issues </a></li> <li data-view-component="true" class="d-inline-flex"> <a id="pull-requests-tab-155456600" href="/talegari/solitude/pulls" 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0-1.5Zm8.25.75a.75.75 0 1 0 1.5 0 .75.75 0 0 0-1.5 0Z"></path> </svg> Pull requests </a></li> </ul> </nav> <div class="color-bg-default rounded-bottom-2"> <div class="px-3 pt-3"> <p class="color-fg-muted mb-0" >An implementation of Isolation forest</p> </div> <div class="d-flex flex-wrap border-bottom color-border-muted px-3 pt-2 pb-2"> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":45618,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="06683d6bb9bdd16516c739b2696e7557b75243e8ff618557655231a6081119c3" title="Topic: outliers" href="/topics/outliers" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">outliers</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":50204,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="9b7dfb0246ab3e583ef3edc78ab76662aeefc66b1b2df726167b229636028a5a" title="Topic: rstats" href="/topics/rstats" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rstats</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":479497,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="19e8e8db18abe0fb51762df17c571a8dc3941a1a98793ae0194cb0cec6b4aef4" title="Topic: rpackage" href="/topics/rpackage" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rpackage</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":489900,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="262fcaea29d7a1431b84fa1fc897b2289d7dce395ca3c198977aeda8170f600a" title="Topic: isolation-forest" href="/topics/isolation-forest" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">isolation-forest</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":820194,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="0e7cfe52a24f99dcc078282ebc969f9c6f9048030465516ed1e5318acf57742e" title="Topic: rpackages" href="/topics/rpackages" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">rpackages</a> </div> <div class="p-3"> <ul class="d-flex f6 list-style-none color-fg-muted"> <li class="mr-4"> Updated <relative-time datetime="2021-07-29T19:12:27Z" class="no-wrap">Jul 29, 2021</relative-time> </li> <li class="mr-4"> <span class="f6 my-1 ml-0"> <span class="repo-language-color" style="background-color: #198CE7"></span> <span itemprop="programmingLanguage">R</span> </span> </li> </ul> </div> </div> </article> <article class="border rounded color-shadow-small color-bg-subtle my-4"> <div class="px-3"> <div class="d-flex flex-justify-between flex-items-start flex-wrap gap-2 my-3"> <div class="d-flex flex-1"> <span style="margin-top:2px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 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data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2129,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="901cf84e5fe46d750f0e38a6ef9389a10c7c78227775acfb3376c27d5777b2c4" title="Topic: data-science" href="/topics/data-science" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">data-science</a> <a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":2169,"originating_url":"https://github.com/topics/outliers","user_id":null}}" data-hydro-click-hmac="37f35c1bef8f1fe48b1430522e171a7055795a344570bdd65004b2fad0b1cce1" title="Topic: machine-learning" href="/topics/machine-learning" data-view-component="true" class="topic-tag topic-tag-link Link f6 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