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GitHub - amsehili/auditok: An audio/acoustic activity detection and audio segmentation tool
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d="M12 1C5.9225 1 1 5.9225 1 12C1 16.8675 4.14875 20.9787 8.52125 22.4362C9.07125 22.5325 9.2775 22.2025 9.2775 21.9137C9.2775 21.6525 9.26375 20.7862 9.26375 19.865C6.5 20.3737 5.785 19.1912 5.565 18.5725C5.44125 18.2562 4.905 17.28 4.4375 17.0187C4.0525 16.8125 3.5025 16.3037 4.42375 16.29C5.29 16.2762 5.90875 17.0875 6.115 17.4175C7.105 19.0812 8.68625 18.6137 9.31875 18.325C9.415 17.61 9.70375 17.1287 10.02 16.8537C7.5725 16.5787 5.015 15.63 5.015 11.4225C5.015 10.2262 5.44125 9.23625 6.1425 8.46625C6.0325 8.19125 5.6475 7.06375 6.2525 5.55125C6.2525 5.55125 7.17375 5.2625 9.2775 6.67875C10.1575 6.43125 11.0925 6.3075 12.0275 6.3075C12.9625 6.3075 13.8975 6.43125 14.7775 6.67875C16.8813 5.24875 17.8025 5.55125 17.8025 5.55125C18.4075 7.06375 18.0225 8.19125 17.9125 8.46625C18.6138 9.23625 19.04 10.2125 19.04 11.4225C19.04 15.6437 16.4688 16.5787 14.0213 16.8537C14.42 17.1975 14.7638 17.8575 14.7638 18.8887C14.7638 20.36 14.75 21.5425 14.75 21.9137C14.75 22.2025 14.9563 22.5462 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class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0"> <nav class="HeaderMenu-nav" aria-label="Global"> <ul class="d-lg-flex list-style-none"> <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"> 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 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 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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 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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" 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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":"github_skills","context":"product","tag":"link","label":"github_skills_link_product_navbar"}" href="https://skills.github.com"> GitHub Skills <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 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</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 class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-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"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button 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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 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="custom-scopes-dialog-title"> <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" 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href=\"/amsehili/auditok/blob/main/doc/figures/auditok-logo.png\"\u003e\u003cimg alt=\"doc/figures/auditok-logo.png\" src=\"/amsehili/auditok/raw/main/doc/figures/auditok-logo.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003ca href=\"https://github.com/amsehili/auditok/actions/workflows/ci.yml/\"\u003e\u003cimg alt=\"Build Status\" src=\"https://github.com/amsehili/auditok/actions/workflows/ci.yml/badge.svg\" style=\"max-width: 100%;\"\u003e\n\u003c/a\u003e\n\u003ca href=\"https://codecov.io/github/amsehili/auditok\" rel=\"nofollow\"\u003e\u003cimg alt=\"https://codecov.io/github/amsehili/auditok/graph/badge.svg?token=0rwAqYBdkf\" src=\"https://camo.githubusercontent.com/cd45ee2a47ec3cbd46f8fd42c1f0e458d7b0d226cd49884aa453b51667e1505b/68747470733a2f2f636f6465636f762e696f2f6769746875622f616d736568696c692f61756469746f6b2f67726170682f62616467652e7376673f746f6b656e3d30727741715942646b66\" data-canonical-src=\"https://codecov.io/github/amsehili/auditok/graph/badge.svg?token=0rwAqYBdkf\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"http://auditok.readthedocs.org/en/latest/?badge=latest\" rel=\"nofollow\"\u003e\u003cimg alt=\"Documentation Status\" src=\"https://camo.githubusercontent.com/f1dbeb8abc06ce08b2595b33eab568f724552889b8e480126345142c27e08805/68747470733a2f2f72656164746865646f63732e6f72672f70726f6a656374732f61756469746f6b2f62616467652f3f76657273696f6e3d6c6174657374\" data-canonical-src=\"https://readthedocs.org/projects/auditok/badge/?version=latest\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003eauditok\u003c/code\u003e is an \u003cstrong\u003eAudio Activity Detection\u003c/strong\u003e tool that processes online data\n(from an audio device or standard input) and audio files. It can be used via the command line or through its API.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFull documentation is available on \u003ca href=\"https://auditok.readthedocs.io/en/latest/\" rel=\"nofollow\"\u003eRead the Docs\u003c/a\u003e.\u003c/p\u003e\n\u003ca name=\"user-content-installation\"\u003e\u003c/a\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstallation\u003c/h2\u003e\u003ca id=\"user-content-installation\" class=\"anchor\" aria-label=\"Permalink: Installation\" href=\"#installation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003eauditok\u003c/code\u003e requires Python 3.7 or higher.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTo install the latest stable version, use pip:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"sudo pip install auditok\"\u003e\u003cpre\u003esudo pip install auditok\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo install the latest development version from GitHub:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install git+https://github.com/amsehili/auditok\"\u003e\u003cpre\u003epip install git+https://github.com/amsehili/auditok\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAlternatively, clone the repository and install it manually:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"git clone https://github.com/amsehili/auditok.git\ncd auditok\npython setup.py install\"\u003e\u003cpre\u003egit clone https://github.com/amsehili/auditok.git\n\u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e auditok\npython setup.py install\u003c/pre\u003e\u003c/div\u003e\n\u003ca name=\"user-content-basic-example\"\u003e\u003c/a\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBasic example\u003c/h2\u003e\u003ca id=\"user-content-basic-example\" class=\"anchor\" aria-label=\"Permalink: Basic example\" href=\"#basic-example\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eHere's a simple example of using \u003ccode\u003eauditok\u003c/code\u003e to detect audio events:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"import auditok\n\n# `split` returns a generator of AudioRegion objects\naudio_events = auditok.split(\n \u0026quot;audio.wav\u0026quot;,\n min_dur=0.2, # Minimum duration of a valid audio event in seconds\n max_dur=4, # Maximum duration of an event\n max_silence=0.3, # Maximum tolerated silence duration within an event\n energy_threshold=55 # Detection threshold\n)\n\nfor i, r in enumerate(audio_events):\n # AudioRegions returned by `split` have defined 'start' and 'end' attributes\n print(f\u0026quot;Event {i}: {r.start:.3f}s -- {r.end:.3f}\u0026quot;)\n\n # Play the audio event\n r.play(progress_bar=True)\n\n # Save the event with start and end times in the filename\n filename = r.save(\u0026quot;event_{start:.3f}-{end:.3f}.wav\u0026quot;)\n print(f\u0026quot;Event saved as: {filename}\u0026quot;)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eauditok\u003c/span\u003e\n\n\u003cspan class=\"pl-c\"\u003e# `split` returns a generator of AudioRegion objects\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003eaudio_events\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eauditok\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003esplit\u003c/span\u003e(\n \u003cspan class=\"pl-s\"\u003e\"audio.wav\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003emin_dur\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e0.2\u003c/span\u003e, \u003cspan class=\"pl-c\"\u003e# Minimum duration of a valid audio event in seconds\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003emax_dur\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e4\u003c/span\u003e, \u003cspan class=\"pl-c\"\u003e# Maximum duration of an event\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003emax_silence\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e0.3\u003c/span\u003e, \u003cspan class=\"pl-c\"\u003e# Maximum tolerated silence duration within an event\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003eenergy_threshold\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e55\u003c/span\u003e \u003cspan class=\"pl-c\"\u003e# Detection threshold\u003c/span\u003e\n)\n\n\u003cspan class=\"pl-k\"\u003efor\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ei\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003ein\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eenumerate\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eaudio_events\u003c/span\u003e):\n \u003cspan class=\"pl-c\"\u003e# AudioRegions returned by `split` have defined 'start' and 'end' attributes\u003c/span\u003e\n \u003cspan class=\"pl-en\"\u003eprint\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003ef\"Event \u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003ei\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e: \u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003estart\u003c/span\u003e:.3f\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003es -- \u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eend\u003c/span\u003e:.3f\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e\"\u003c/span\u003e)\n\n \u003cspan class=\"pl-c\"\u003e# Play the audio event\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eplay\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eprogress_bar\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003eTrue\u003c/span\u003e)\n\n \u003cspan class=\"pl-c\"\u003e# Save the event with start and end times in the filename\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003efilename\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003er\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003esave\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"event_{start:.3f}-{end:.3f}.wav\"\u003c/span\u003e)\n \u003cspan class=\"pl-en\"\u003eprint\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003ef\"Event saved as: \u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003efilename\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e\"\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eExample output:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"Event 0: 0.700s -- 1.400s\nEvent saved as: event_0.700-1.400.wav\nEvent 1: 3.800s -- 4.500s\nEvent saved as: event_3.800-4.500.wav\nEvent 2: 8.750s -- 9.950s\nEvent saved as: event_8.750-9.950.wav\nEvent 3: 11.700s -- 12.400s\nEvent saved as: event_11.700-12.400.wav\nEvent 4: 15.050s -- 15.850s\nEvent saved as: event_15.050-15.850.wav\"\u003e\u003cpre\u003eEvent 0: 0.700s -- 1.400s\nEvent saved as: event_0.700-1.400.wav\nEvent 1: 3.800s -- 4.500s\nEvent saved as: event_3.800-4.500.wav\nEvent 2: 8.750s -- 9.950s\nEvent saved as: event_8.750-9.950.wav\nEvent 3: 11.700s -- 12.400s\nEvent saved as: event_11.700-12.400.wav\nEvent 4: 15.050s -- 15.850s\nEvent saved as: event_15.050-15.850.wav\u003c/pre\u003e\u003c/div\u003e\n\u003ca name=\"user-content-split-and-plot\"\u003e\u003c/a\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSplit and plot\u003c/h2\u003e\u003ca id=\"user-content-split-and-plot\" class=\"anchor\" aria-label=\"Permalink: Split and plot\" href=\"#split-and-plot\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eVisualize the audio signal with detected events:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"import auditok\nregion = auditok.load(\u0026quot;audio.wav\u0026quot;) # Returns an AudioRegion object\nregions = region.split_and_plot(...) # Or simply use `region.splitp()`\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eauditok\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003eregion\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eauditok\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eload\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"audio.wav\"\u003c/span\u003e) \u003cspan class=\"pl-c\"\u003e# Returns an AudioRegion object\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003eregions\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eregion\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003esplit_and_plot\u003c/span\u003e(...) \u003cspan class=\"pl-c\"\u003e# Or simply use `region.splitp()`\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eExample output:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer\" href=\"/amsehili/auditok/blob/main/doc/figures/example_1.png\"\u003e\u003cimg alt=\"doc/figures/example_1.png\" src=\"/amsehili/auditok/raw/main/doc/figures/example_1.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003ca name=\"user-content-split-an-audio-stream-and-re-join-glue-audio-events-with-silence\"\u003e\u003c/a\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSplit an audio stream and re-join (glue) audio events with silence\u003c/h2\u003e\u003ca id=\"user-content-split-an-audio-stream-and-re-join-glue-audio-events-with-silence\" class=\"anchor\" aria-label=\"Permalink: Split an audio stream and re-join (glue) audio events with silence\" href=\"#split-an-audio-stream-and-re-join-glue-audio-events-with-silence\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe following code detects audio events within an audio stream, then insert\n1 second of silence between them to create an audio with pauses:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# Create a 1-second silent audio region\n# Audio parameters must match the original stream\nfrom auditok import split, make_silence\nsilence = make_silence(duration=1,\n sampling_rate=16000,\n sample_width=2,\n channels=1)\nevents = split(\u0026quot;audio.wav\u0026quot;)\naudio_with_pauses = silence.join(events)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e# Create a 1-second silent audio region\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e# Audio parameters must match the original stream\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eauditok\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003esplit\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003emake_silence\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003esilence\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003emake_silence\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eduration\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e1\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003esampling_rate\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e16000\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003esample_width\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e2\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003echannels\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e1\u003c/span\u003e)\n\u003cspan class=\"pl-s1\"\u003eevents\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003esplit\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"audio.wav\"\u003c/span\u003e)\n\u003cspan class=\"pl-s1\"\u003eaudio_with_pauses\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003esilence\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003ejoin\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eevents\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAlternatively, use \u003ccode\u003esplit_and_join_with_silence\u003c/code\u003e:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from auditok import split_and_join_with_silence\naudio_with_pauses = split_and_join_with_silence(silence_duration=1, input=\u0026quot;audio.wav\u0026quot;)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eauditok\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003esplit_and_join_with_silence\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003eaudio_with_pauses\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003esplit_and_join_with_silence\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003esilence_duration\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e1\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003einput\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"audio.wav\"\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003ca name=\"user-content-export-an-audioregion-as-a-numpy-array\"\u003e\u003c/a\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eExport an \u003ccode\u003eAudioRegion\u003c/code\u003e as a \u003ccode\u003enumpy\u003c/code\u003e array\u003c/h2\u003e\u003ca id=\"user-content-export-an-audioregion-as-a-numpy-array\" class=\"anchor\" aria-label=\"Permalink: Export an AudioRegion as a numpy array\" href=\"#export-an-audioregion-as-a-numpy-array\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"from auditok import load, AudioRegion\naudio = load(\u0026quot;audio.wav\u0026quot;) # or use `AudioRegion.load(\u0026quot;audio.wav\u0026quot;)`\nx = audio.numpy()\nassert x.shape[0] == audio.channels\nassert x.shape[1] == len(audio)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eauditok\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eload\u003c/span\u003e, \u003cspan class=\"pl-v\"\u003eAudioRegion\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003eaudio\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eload\u003c/span\u003e(\u003cspan class=\"pl-s\"\u003e\"audio.wav\"\u003c/span\u003e) \u003cspan class=\"pl-c\"\u003e# or use `AudioRegion.load(\"audio.wav\")`\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003ex\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eaudio\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003enumpy\u003c/span\u003e()\n\u003cspan class=\"pl-k\"\u003eassert\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ex\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eshape\u003c/span\u003e[\u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e] \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eaudio\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003echannels\u003c/span\u003e\n\u003cspan class=\"pl-k\"\u003eassert\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ex\u003c/span\u003e.\u003cspan class=\"pl-c1\"\u003eshape\u003c/span\u003e[\u003cspan class=\"pl-c1\"\u003e1\u003c/span\u003e] \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-en\"\u003elen\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eaudio\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003ca name=\"user-content-limitations\"\u003e\u003c/a\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLimitations\u003c/h2\u003e\u003ca id=\"user-content-limitations\" class=\"anchor\" aria-label=\"Permalink: Limitations\" href=\"#limitations\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe detection algorithm is based on audio signal energy. While it performs well\nin low-noise environments (e.g., podcasts, language lessons, or quiet recordings),\nperformance may drop in noisy settings. Additionally, the algorithm does not\ndistinguish between speech and other sounds, so it is not suitable for Voice\nActivity Detection in multi-sound environments.\u003c/p\u003e\n\u003ca name=\"user-content-license\"\u003e\u003c/a\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eMIT.\u003c/p\u003e\n\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":2,"text":"Installation","anchor":"installation","htmlText":"Installation"},{"level":2,"text":"Basic example","anchor":"basic-example","htmlText":"Basic example"},{"level":2,"text":"Split and plot","anchor":"split-and-plot","htmlText":"Split and plot"},{"level":2,"text":"Split an audio stream and re-join (glue) audio events with silence","anchor":"split-an-audio-stream-and-re-join-glue-audio-events-with-silence","htmlText":"Split an audio stream and re-join (glue) audio events with silence"},{"level":2,"text":"Export an AudioRegion as a numpy array","anchor":"export-an-audioregion-as-a-numpy-array","htmlText":"Export an AudioRegion as a numpy array"},{"level":2,"text":"Limitations","anchor":"limitations","htmlText":"Limitations"},{"level":2,"text":"License","anchor":"license","htmlText":"License"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Famsehili%2Fauditok"}},{"displayName":"LICENSE","repoName":"auditok","refName":"main","path":"LICENSE","preferredFileType":"license","tabName":"MIT","richText":null,"loaded":false,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":null,"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Famsehili%2Fauditok"}}],"overviewFilesProcessingTime":0}},"appPayload":{"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-7d7eb7c71814.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-96e76d5fdb2c.js","githubDevUrl":null,"enabled_features":{"copilot_workspace":null,"code_nav_ui_events":false,"overview_shared_code_dropdown_button":false,"react_blob_overlay":false,"accessible_code_button":true,"github_models_repo_tab":false}}}}</script> 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src="https://camo.githubusercontent.com/f1dbeb8abc06ce08b2595b33eab568f724552889b8e480126345142c27e08805/68747470733a2f2f72656164746865646f63732e6f72672f70726f6a656374732f61756469746f6b2f62616467652f3f76657273696f6e3d6c6174657374" data-canonical-src="https://readthedocs.org/projects/auditok/badge/?version=latest" style="max-width: 100%;"></a> <p dir="auto"><code>auditok</code> is an <strong>Audio Activity Detection</strong> tool that processes online data (from an audio device or standard input) and audio files. It can be used via the command line or through its API.</p> <p dir="auto">Full documentation is available on <a href="https://auditok.readthedocs.io/en/latest/" rel="nofollow">Read the Docs</a>.</p> <a name="user-content-installation"></a> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Installation</h2><a id="user-content-installation" class="anchor" aria-label="Permalink: Installation" href="#installation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><code>auditok</code> requires Python 3.7 or higher.</p> <p dir="auto">To install the latest stable version, use pip:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="sudo pip install auditok"><pre>sudo pip install auditok</pre></div> <p dir="auto">To install the latest development version from GitHub:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install git+https://github.com/amsehili/auditok"><pre>pip install git+https://github.com/amsehili/auditok</pre></div> <p dir="auto">Alternatively, clone the repository and install it manually:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="git clone https://github.com/amsehili/auditok.git cd auditok python setup.py install"><pre>git clone https://github.com/amsehili/auditok.git <span class="pl-c1">cd</span> auditok python setup.py install</pre></div> <a name="user-content-basic-example"></a> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Basic example</h2><a id="user-content-basic-example" class="anchor" aria-label="Permalink: Basic example" href="#basic-example"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Here's a simple example of using <code>auditok</code> to detect audio events:</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="import auditok # `split` returns a generator of AudioRegion objects audio_events = auditok.split( "audio.wav", min_dur=0.2, # Minimum duration of a valid audio event in seconds max_dur=4, # Maximum duration of an event max_silence=0.3, # Maximum tolerated silence duration within an event energy_threshold=55 # Detection threshold ) for i, r in enumerate(audio_events): # AudioRegions returned by `split` have defined 'start' and 'end' attributes print(f"Event {i}: {r.start:.3f}s -- {r.end:.3f}") # Play the audio event r.play(progress_bar=True) # Save the event with start and end times in the filename filename = r.save("event_{start:.3f}-{end:.3f}.wav") print(f"Event saved as: {filename}")"><pre><span class="pl-k">import</span> <span class="pl-s1">auditok</span> <span class="pl-c"># `split` returns a generator of AudioRegion objects</span> <span class="pl-s1">audio_events</span> <span class="pl-c1">=</span> <span class="pl-s1">auditok</span>.<span class="pl-c1">split</span>( <span class="pl-s">"audio.wav"</span>, <span class="pl-s1">min_dur</span><span class="pl-c1">=</span><span class="pl-c1">0.2</span>, <span class="pl-c"># Minimum duration of a valid audio event in seconds</span> <span class="pl-s1">max_dur</span><span class="pl-c1">=</span><span class="pl-c1">4</span>, <span class="pl-c"># Maximum duration of an event</span> <span class="pl-s1">max_silence</span><span class="pl-c1">=</span><span class="pl-c1">0.3</span>, <span class="pl-c"># Maximum tolerated silence duration within an event</span> <span class="pl-s1">energy_threshold</span><span class="pl-c1">=</span><span class="pl-c1">55</span> <span class="pl-c"># Detection threshold</span> ) <span class="pl-k">for</span> <span class="pl-s1">i</span>, <span class="pl-s1">r</span> <span class="pl-c1">in</span> <span class="pl-en">enumerate</span>(<span class="pl-s1">audio_events</span>): <span class="pl-c"># AudioRegions returned by `split` have defined 'start' and 'end' attributes</span> <span class="pl-en">print</span>(<span class="pl-s">f"Event <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">i</span><span class="pl-kos">}</span></span>: <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">r</span>.<span class="pl-c1">start</span>:.3f<span class="pl-kos">}</span></span>s -- <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">r</span>.<span class="pl-c1">end</span>:.3f<span class="pl-kos">}</span></span>"</span>) <span class="pl-c"># Play the audio event</span> <span class="pl-s1">r</span>.<span class="pl-c1">play</span>(<span class="pl-s1">progress_bar</span><span class="pl-c1">=</span><span class="pl-c1">True</span>) <span class="pl-c"># Save the event with start and end times in the filename</span> <span class="pl-s1">filename</span> <span class="pl-c1">=</span> <span class="pl-s1">r</span>.<span class="pl-c1">save</span>(<span class="pl-s">"event_{start:.3f}-{end:.3f}.wav"</span>) <span class="pl-en">print</span>(<span class="pl-s">f"Event saved as: <span class="pl-s1"><span class="pl-kos">{</span><span class="pl-s1">filename</span><span class="pl-kos">}</span></span>"</span>)</pre></div> <p dir="auto">Example output:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="Event 0: 0.700s -- 1.400s Event saved as: event_0.700-1.400.wav Event 1: 3.800s -- 4.500s Event saved as: event_3.800-4.500.wav Event 2: 8.750s -- 9.950s Event saved as: event_8.750-9.950.wav Event 3: 11.700s -- 12.400s Event saved as: event_11.700-12.400.wav Event 4: 15.050s -- 15.850s Event saved as: event_15.050-15.850.wav"><pre>Event 0: 0.700s -- 1.400s Event saved as: event_0.700-1.400.wav Event 1: 3.800s -- 4.500s Event saved as: event_3.800-4.500.wav Event 2: 8.750s -- 9.950s Event saved as: event_8.750-9.950.wav Event 3: 11.700s -- 12.400s Event saved as: event_11.700-12.400.wav Event 4: 15.050s -- 15.850s Event saved as: event_15.050-15.850.wav</pre></div> <a name="user-content-split-and-plot"></a> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Split and plot</h2><a id="user-content-split-and-plot" class="anchor" aria-label="Permalink: Split and plot" href="#split-and-plot"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Visualize the audio signal with detected events:</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="import auditok region = auditok.load("audio.wav") # Returns an AudioRegion object regions = region.split_and_plot(...) # Or simply use `region.splitp()`"><pre><span class="pl-k">import</span> <span class="pl-s1">auditok</span> <span class="pl-s1">region</span> <span class="pl-c1">=</span> <span class="pl-s1">auditok</span>.<span class="pl-c1">load</span>(<span class="pl-s">"audio.wav"</span>) <span class="pl-c"># Returns an AudioRegion object</span> <span class="pl-s1">regions</span> <span class="pl-c1">=</span> <span class="pl-s1">region</span>.<span class="pl-c1">split_and_plot</span>(...) <span class="pl-c"># Or simply use `region.splitp()`</span></pre></div> <p dir="auto">Example output:</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer" href="/amsehili/auditok/blob/main/doc/figures/example_1.png"><img alt="doc/figures/example_1.png" src="/amsehili/auditok/raw/main/doc/figures/example_1.png" style="max-width: 100%;"></a></p> <a name="user-content-split-an-audio-stream-and-re-join-glue-audio-events-with-silence"></a> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Split an audio stream and re-join (glue) audio events with silence</h2><a id="user-content-split-an-audio-stream-and-re-join-glue-audio-events-with-silence" class="anchor" aria-label="Permalink: Split an audio stream and re-join (glue) audio events with silence" href="#split-an-audio-stream-and-re-join-glue-audio-events-with-silence"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The following code detects audio events within an audio stream, then insert 1 second of silence between them to create an audio with pauses:</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# Create a 1-second silent audio region # Audio parameters must match the original stream from auditok import split, make_silence silence = make_silence(duration=1, sampling_rate=16000, sample_width=2, channels=1) events = split("audio.wav") audio_with_pauses = silence.join(events)"><pre><span class="pl-c"># Create a 1-second silent audio region</span> <span class="pl-c"># Audio parameters must match the original stream</span> <span class="pl-k">from</span> <span class="pl-s1">auditok</span> <span class="pl-k">import</span> <span class="pl-s1">split</span>, <span class="pl-s1">make_silence</span> <span class="pl-s1">silence</span> <span class="pl-c1">=</span> <span class="pl-en">make_silence</span>(<span class="pl-s1">duration</span><span class="pl-c1">=</span><span class="pl-c1">1</span>, <span class="pl-s1">sampling_rate</span><span class="pl-c1">=</span><span class="pl-c1">16000</span>, <span class="pl-s1">sample_width</span><span class="pl-c1">=</span><span class="pl-c1">2</span>, <span class="pl-s1">channels</span><span class="pl-c1">=</span><span class="pl-c1">1</span>) <span class="pl-s1">events</span> <span class="pl-c1">=</span> <span class="pl-en">split</span>(<span class="pl-s">"audio.wav"</span>) <span class="pl-s1">audio_with_pauses</span> <span class="pl-c1">=</span> <span class="pl-s1">silence</span>.<span class="pl-c1">join</span>(<span class="pl-s1">events</span>)</pre></div> <p dir="auto">Alternatively, use <code>split_and_join_with_silence</code>:</p> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from auditok import split_and_join_with_silence audio_with_pauses = split_and_join_with_silence(silence_duration=1, input="audio.wav")"><pre><span class="pl-k">from</span> <span class="pl-s1">auditok</span> <span class="pl-k">import</span> <span class="pl-s1">split_and_join_with_silence</span> <span class="pl-s1">audio_with_pauses</span> <span class="pl-c1">=</span> <span class="pl-en">split_and_join_with_silence</span>(<span class="pl-s1">silence_duration</span><span class="pl-c1">=</span><span class="pl-c1">1</span>, <span class="pl-s1">input</span><span class="pl-c1">=</span><span class="pl-s">"audio.wav"</span>)</pre></div> <a name="user-content-export-an-audioregion-as-a-numpy-array"></a> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Export an <code>AudioRegion</code> as a <code>numpy</code> array</h2><a id="user-content-export-an-audioregion-as-a-numpy-array" class="anchor" aria-label="Permalink: Export an AudioRegion as a numpy array" href="#export-an-audioregion-as-a-numpy-array"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-python notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="from auditok import load, AudioRegion audio = load("audio.wav") # or use `AudioRegion.load("audio.wav")` x = audio.numpy() assert x.shape[0] == audio.channels assert x.shape[1] == len(audio)"><pre><span class="pl-k">from</span> <span class="pl-s1">auditok</span> <span class="pl-k">import</span> <span class="pl-s1">load</span>, <span class="pl-v">AudioRegion</span> <span class="pl-s1">audio</span> <span class="pl-c1">=</span> <span class="pl-en">load</span>(<span class="pl-s">"audio.wav"</span>) <span class="pl-c"># or use `AudioRegion.load("audio.wav")`</span> <span class="pl-s1">x</span> <span class="pl-c1">=</span> <span class="pl-s1">audio</span>.<span class="pl-c1">numpy</span>() <span class="pl-k">assert</span> <span class="pl-s1">x</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">0</span>] <span class="pl-c1">==</span> <span class="pl-s1">audio</span>.<span class="pl-c1">channels</span> <span class="pl-k">assert</span> <span class="pl-s1">x</span>.<span class="pl-c1">shape</span>[<span class="pl-c1">1</span>] <span class="pl-c1">==</span> <span class="pl-en">len</span>(<span class="pl-s1">audio</span>)</pre></div> <a name="user-content-limitations"></a> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Limitations</h2><a id="user-content-limitations" class="anchor" aria-label="Permalink: Limitations" href="#limitations"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The detection algorithm is based on audio signal energy. While it performs well in low-noise environments (e.g., podcasts, language lessons, or quiet recordings), performance may drop in noisy settings. Additionally, the algorithm does not distinguish between speech and other sounds, so it is not suitable for Voice Activity Detection in multi-sound environments.</p> <a name="user-content-license"></a> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">MIT.</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="4NxTJChTUYPwPUmowg/6SK91kABZ77mvzDthkqaFnSgO7A3S9GbzMhz/HldFQEHCWpGTh2kNJd8uQxsvsIQ5ZQ==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> An audio/acoustic activity detection and audio segmentation tool </p> <h3 class="sr-only">Topics</h3> <div class="my-3"> <div class="f6"> <a href="/topics/vad" title="Topic: vad" data-view-component="true" class="topic-tag topic-tag-link"> vad </a> <a href="/topics/audio-data" title="Topic: audio-data" data-view-component="true" class="topic-tag topic-tag-link"> audio-data </a> <a href="/topics/audio-activities" title="Topic: audio-activities" data-view-component="true" class="topic-tag topic-tag-link"> audio-activities </a> <a href="/topics/audio-segmentation" title="Topic: audio-segmentation" data-view-component="true" class="topic-tag topic-tag-link"> audio-segmentation </a> <a href="/topics/voice-detection" title="Topic: voice-detection" data-view-component="true" class="topic-tag topic-tag-link"> voice-detection </a> <a href="/topics/voice-activity-detection" title="Topic: voice-activity-detection" data-view-component="true" class="topic-tag topic-tag-link"> voice-activity-detection </a> </div> </div> <h3 class="sr-only">Resources</h3> <div class="mt-2"> <a class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:readme"}" href="#readme-ov-file"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" 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Link">Used by <span title="181" data-view-component="true" class="Counter">181</span></a> </h2> <a class="d-flex flex-items-center" href="/amsehili/auditok/network/dependents"> <ul class="hx_flex-avatar-stack list-style-none min-width-0"> <li class="hx_flex-avatar-stack-item"> <img class="avatar" src="https://avatars.githubusercontent.com/u/151010778?s=64&v=4" width="32" height="32" alt="@kyutai-labs" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/41822468?s=64&v=4" width="32" height="32" alt="@gaowanliang" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/192340240?s=64&v=4" width="32" height="32" alt="@SidWal01" /> </li> <li class="hx_flex-avatar-stack-item"> <img class="avatar avatar-user" src="https://avatars.githubusercontent.com/u/9190945?s=64&v=4" width="32" height="32" alt="@aybakana" /> </li> <li 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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> <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error"> <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> You can’t perform that action at this time. </div> <template id="site-details-dialog"> <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open> <summary role="button" aria-label="Close dialog"></summary> <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal"> <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog> <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 class="octocat-spinner my-6 js-details-dialog-spinner"></div> </details-dialog> </details> </template> <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <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> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <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> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> </body> </html>