2205 lines
68 KiB
HTML
2205 lines
68 KiB
HTML
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<!doctype html>
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<html lang="en" class="no-js">
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<head>
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width,initial-scale=1">
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<link rel="canonical" href="https://www.rapids.science/1.1/features/add-new-features/">
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<link rel="icon" href="../../img/logo.png">
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<meta name="generator" content="mkdocs-1.1.2, mkdocs-material-7.1.6+insiders-2.9.1">
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<title>Add New Features - RAPIDS</title>
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<link rel="stylesheet" href="../../assets/stylesheets/main.92048cb8.min.css">
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<link rel="stylesheet" href="../../assets/stylesheets/palette.73e53a79.min.css">
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<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
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<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,400,400i,700%7CRoboto+Mono&display=fallback">
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<style>:root{--md-text-font-family:"Roboto";--md-code-font-family:"Roboto Mono"}</style>
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<link rel="stylesheet" href="../../stylesheets/extra.css">
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</head>
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<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="blue" data-md-color-accent="blue">
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<script>function __scope(t,e="../.."){return new URL(e,location).pathname+"."+t}function __get(t,e=localStorage,n){return JSON.parse(e.getItem(__scope(t,n)))}function __set(t,e,n=localStorage,o){try{n.setItem(__scope(t,o),JSON.stringify(e))}catch(t){}}</script>
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<script>var palette=__get("__palette");if(palette&&"object"==typeof palette.color)for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)</script>
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<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
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<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
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<label class="md-overlay" for="__drawer"></label>
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<div data-md-component="skip">
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<a href="#add-new-features" class="md-skip">
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Skip to content
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</a>
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</div>
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<div data-md-component="announce">
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</div>
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<div data-md-component="outdated" hidden>
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<aside class="md-banner md-banner--warning">
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<div class="md-banner__inner md-grid md-typeset">
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You're not viewing the latest stable version of RAPIDS.
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<a href="https://www.rapids.science/latest/">
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<strong> Click here to go to latest. </strong>
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</a>
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</div>
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<script>var el=document.querySelector("[data-md-component=outdated]"),outdated=__get("__outdated",sessionStorage);!0===outdated&&el&&(el.hidden=!1)</script>
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</aside>
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</div>
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<header class="md-header" data-md-component="header">
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<nav class="md-header__inner md-grid" aria-label="Header">
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<a href="../.." title="RAPIDS" class="md-header__button md-logo" aria-label="RAPIDS" data-md-component="logo">
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<img src="../../img/logo.png" alt="logo">
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</a>
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<label class="md-header__button md-icon" for="__drawer">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3V6m0 5h18v2H3v-2m0 5h18v2H3v-2z"/></svg>
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</label>
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<div class="md-header__title" data-md-component="header-title">
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<div class="md-header__ellipsis">
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<div class="md-header__topic">
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<span class="md-ellipsis">
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RAPIDS
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</span>
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</div>
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<div class="md-header__topic" data-md-component="header-topic">
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<span class="md-ellipsis">
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Add New Features
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</span>
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</div>
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</div>
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</div>
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<form class="md-header__option" data-md-component="palette">
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<input class="md-option" data-md-color-media="" data-md-color-scheme="default" data-md-color-primary="blue" data-md-color-accent="blue" type="radio" name="__palette" id="__palette_1">
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<label class="md-header__button md-icon" title="Switch to light mode" for="__palette_2" hidden>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M17 7H7a5 5 0 0 0-5 5 5 5 0 0 0 5 5h10a5 5 0 0 0 5-5 5 5 0 0 0-5-5m0 8a3 3 0 0 1-3-3 3 3 0 0 1 3-3 3 3 0 0 1 3 3 3 3 0 0 1-3 3z"/></svg>
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</label>
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<input class="md-option" data-md-color-media="" data-md-color-scheme="slate" data-md-color-primary="blue" data-md-color-accent="blue" type="radio" name="__palette" id="__palette_2">
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<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_1" hidden>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M7 10a2 2 0 0 1 2 2 2 2 0 0 1-2 2 2 2 0 0 1-2-2 2 2 0 0 1 2-2m10-3a5 5 0 0 1 5 5 5 5 0 0 1-5 5H7a5 5 0 0 1-5-5 5 5 0 0 1 5-5h10M7 9a3 3 0 0 0-3 3 3 3 0 0 0 3 3h10a3 3 0 0 0 3-3 3 3 0 0 0-3-3H7z"/></svg>
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</label>
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</form>
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<label class="md-header__button md-icon" for="__search">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5z"/></svg>
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</label>
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<div class="md-search" data-md-component="search" role="dialog">
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<label class="md-search__overlay" for="__search"></label>
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<div class="md-search__inner" role="search">
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<form class="md-search__form" name="search">
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<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
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<label class="md-search__icon md-icon" for="__search">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5z"/></svg>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12z"/></svg>
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</label>
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<nav class="md-search__options" aria-label="Search">
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<button type="reset" class="md-search__icon md-icon" aria-label="Clear" tabindex="-1">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12 19 6.41z"/></svg>
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</button>
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</nav>
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<div class="md-search__suggest" data-md-component="search-suggest"></div>
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</form>
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<div class="md-search__output">
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<div class="md-search__scrollwrap" data-md-scrollfix>
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<div class="md-search-result" data-md-component="search-result">
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<div class="md-search-result__meta">
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Initializing search
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</div>
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<ol class="md-search-result__list"></ol>
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</div>
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</div>
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</div>
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</div>
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</div>
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<div class="md-header__source">
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<a href="https://github.com/carissalow/rapids/" title="Go to repository" class="md-source" data-md-component="source">
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<div class="md-source__icon md-icon">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg>
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</div>
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<div class="md-source__repository">
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carissalow/rapids
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</div>
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</a>
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</div>
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</nav>
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</header>
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<div class="md-container" data-md-component="container">
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<main class="md-main" data-md-component="main">
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<div class="md-main__inner md-grid">
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<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
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<div class="md-sidebar__scrollwrap">
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<div class="md-sidebar__inner">
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<nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
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<label class="md-nav__title" for="__drawer">
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<a href="../.." title="RAPIDS" class="md-nav__button md-logo" aria-label="RAPIDS" data-md-component="logo">
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<img src="../../img/logo.png" alt="logo">
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</a>
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RAPIDS
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</label>
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<div class="md-nav__source">
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<a href="https://github.com/carissalow/rapids/" title="Go to repository" class="md-source" data-md-component="source">
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<div class="md-source__icon md-icon">
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg>
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</div>
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<div class="md-source__repository">
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carissalow/rapids
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</div>
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</a>
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</div>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../.." class="md-nav__link">
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Home
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</a>
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</li>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_2" type="checkbox" id="__nav_2" >
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<label class="md-nav__link" for="__nav_2">
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Setup
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" aria-label="Setup" data-md-level="1">
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<label class="md-nav__title" for="__nav_2">
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<span class="md-nav__icon md-icon"></span>
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Setup
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../setup/overview/" class="md-nav__link">
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Overview
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../workflow-examples/minimal/" class="md-nav__link">
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Minimal Example
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../setup/installation/" class="md-nav__link">
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Installation
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../setup/configuration/" class="md-nav__link">
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Configuration
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../setup/execution/" class="md-nav__link">
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Execution
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../citation/" class="md-nav__link">
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Citation
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3" type="checkbox" id="__nav_3" >
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<label class="md-nav__link" for="__nav_3">
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Data Streams
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" aria-label="Data Streams" data-md-level="1">
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<label class="md-nav__title" for="__nav_3">
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<span class="md-nav__icon md-icon"></span>
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Data Streams
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../datastreams/data-streams-introduction/" class="md-nav__link">
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Introduction
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</a>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_2" type="checkbox" id="__nav_3_2" >
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<label class="md-nav__link" for="__nav_3_2">
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Phone
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<span class="md-nav__icon md-icon"></span>
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</label>
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<nav class="md-nav" aria-label="Phone" data-md-level="2">
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<label class="md-nav__title" for="__nav_3_2">
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<span class="md-nav__icon md-icon"></span>
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Phone
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../datastreams/aware-mysql/" class="md-nav__link">
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aware_mysql
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../datastreams/aware-csv/" class="md-nav__link">
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aware_csv
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../datastreams/aware-influxdb/" class="md-nav__link">
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aware_influxdb (beta)
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../datastreams/mandatory-phone-format/" class="md-nav__link">
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Mandatory Phone Format
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</a>
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</li>
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</ul>
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_3" type="checkbox" id="__nav_3_3" >
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<label class="md-nav__link" for="__nav_3_3">
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Fitbit
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<span class="md-nav__icon md-icon"></span>
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|
</label>
|
|
|
|
<nav class="md-nav" aria-label="Fitbit" data-md-level="2">
|
|
<label class="md-nav__title" for="__nav_3_3">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Fitbit
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/fitbitjson-mysql/" class="md-nav__link">
|
|
fitbitjson_mysql
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/fitbitjson-csv/" class="md-nav__link">
|
|
fitbitjson_csv
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/fitbitparsed-mysql/" class="md-nav__link">
|
|
fitbitparsed_mysql
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/fitbitparsed-csv/" class="md-nav__link">
|
|
fitbitparsed_csv
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/mandatory-fitbit-format/" class="md-nav__link">
|
|
Mandatory Fitbit Format
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_3_4" type="checkbox" id="__nav_3_4" >
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_3_4">
|
|
Empatica
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" aria-label="Empatica" data-md-level="2">
|
|
<label class="md-nav__title" for="__nav_3_4">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Empatica
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/empatica-zip/" class="md-nav__link">
|
|
empatica_zip
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/mandatory-empatica-format/" class="md-nav__link">
|
|
Mandatory Empatica Format
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../datastreams/add-new-data-streams/" class="md-nav__link">
|
|
Add New Data Streams
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested">
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_4" type="checkbox" id="__nav_4" checked>
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_4">
|
|
Behavioral Features
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" aria-label="Behavioral Features" data-md-level="1">
|
|
<label class="md-nav__title" for="__nav_4">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Behavioral Features
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../feature-introduction/" class="md-nav__link">
|
|
Introduction
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_4_2" type="checkbox" id="__nav_4_2" >
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_4_2">
|
|
Phone
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" aria-label="Phone" data-md-level="2">
|
|
<label class="md-nav__title" for="__nav_4_2">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Phone
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-accelerometer/" class="md-nav__link">
|
|
Phone Accelerometer
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-activity-recognition/" class="md-nav__link">
|
|
Phone Activity Recognition
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-applications-crashes/" class="md-nav__link">
|
|
Phone Applications Crashes
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-applications-foreground/" class="md-nav__link">
|
|
Phone Applications Foreground
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-applications-notifications/" class="md-nav__link">
|
|
Phone Applications Notifications
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-battery/" class="md-nav__link">
|
|
Phone Battery
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-bluetooth/" class="md-nav__link">
|
|
Phone Bluetooth
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-calls/" class="md-nav__link">
|
|
Phone Calls
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-conversation/" class="md-nav__link">
|
|
Phone Conversation
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-data-yield/" class="md-nav__link">
|
|
Phone Data Yield
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-keyboard/" class="md-nav__link">
|
|
Phone Keyboard
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-light/" class="md-nav__link">
|
|
Phone Light
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-locations/" class="md-nav__link">
|
|
Phone Locations
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-log/" class="md-nav__link">
|
|
Phone Log
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-messages/" class="md-nav__link">
|
|
Phone Messages
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-screen/" class="md-nav__link">
|
|
Phone Screen
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-wifi-connected/" class="md-nav__link">
|
|
Phone WiFI Connected
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../phone-wifi-visible/" class="md-nav__link">
|
|
Phone WiFI Visible
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_4_3" type="checkbox" id="__nav_4_3" >
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_4_3">
|
|
Fitbit
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" aria-label="Fitbit" data-md-level="2">
|
|
<label class="md-nav__title" for="__nav_4_3">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Fitbit
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../fitbit-calories-intraday/" class="md-nav__link">
|
|
Fitbit Calories Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../fitbit-data-yield/" class="md-nav__link">
|
|
Fitbit Data Yield
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../fitbit-heartrate-summary/" class="md-nav__link">
|
|
Fitbit Heart Rate Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../fitbit-heartrate-intraday/" class="md-nav__link">
|
|
Fitbit Heart Rate Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../fitbit-sleep-summary/" class="md-nav__link">
|
|
Fitbit Sleep Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../fitbit-sleep-intraday/" class="md-nav__link">
|
|
Fitbit Sleep Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../fitbit-steps-summary/" class="md-nav__link">
|
|
Fitbit Steps Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../fitbit-steps-intraday/" class="md-nav__link">
|
|
Fitbit Steps Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_4_4" type="checkbox" id="__nav_4_4" >
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_4_4">
|
|
Empatica
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" aria-label="Empatica" data-md-level="2">
|
|
<label class="md-nav__title" for="__nav_4_4">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
Empatica
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../empatica-accelerometer/" class="md-nav__link">
|
|
Empatica Accelerometer
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../empatica-heartrate/" class="md-nav__link">
|
|
Empatica Heart Rate
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../empatica-temperature/" class="md-nav__link">
|
|
Empatica Temperature
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../empatica-electrodermal-activity/" class="md-nav__link">
|
|
Empatica Electrodermal Activity
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../empatica-blood-volume-pulse/" class="md-nav__link">
|
|
Empatica Blood Volume Pulse
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../empatica-inter-beat-interval/" class="md-nav__link">
|
|
Empatica Inter Beat Interval
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../empatica-tags/" class="md-nav__link">
|
|
Empatica Tags
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--active">
|
|
|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="toc" type="checkbox" id="__toc">
|
|
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link md-nav__link--active" for="__toc">
|
|
Add New Features
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20.71 7.04c.39-.39.39-1.04 0-1.41l-2.34-2.34c-.37-.39-1.02-.39-1.41 0l-1.84 1.83 3.75 3.75M3 17.25V21h3.75L17.81 9.93l-3.75-3.75L3 17.25z"/></svg>
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<h1 id="add-new-features">Add New Features<a class="headerlink" href="#add-new-features" title="Permanent link">¶</a></h1>
|
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<div class="admonition hint">
|
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<p class="admonition-title">Hint</p>
|
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<ul>
|
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<li>We recommend reading the <a href="../feature-introduction/">Behavioral Features Introduction</a> before reading this page.</li>
|
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<li>You can implement new features in Python or R scripts.</li>
|
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<li>You won’t have to deal with time zones, dates, times, data cleaning, or preprocessing. The data that RAPIDS pipes to your feature extraction code are ready to process.</li>
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</ul>
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</div>
|
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<h2 id="new-features-for-existing-sensors">New Features for Existing Sensors<a class="headerlink" href="#new-features-for-existing-sensors" title="Permanent link">¶</a></h2>
|
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<p>You can add new features to any existing sensors (see list below) by adding a new provider in three steps:</p>
|
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<ol>
|
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<li><a href="#modify-the-configyaml-file">Modify</a> the <code>config.yaml</code> file </li>
|
|
<li><a href="#create-a-feature-provider-script">Create</a> your feature provider script</li>
|
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<li><a href="#implement-your-feature-extraction-code">Implement</a> your features extraction code</li>
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</ol>
|
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<p>As a tutorial, we will add a new provider for <code>PHONE_ACCELEROMETER</code> called <code>VEGA</code> that extracts <code>feature1</code>, <code>feature2</code>, <code>feature3</code> with a Python script that requires a parameter from the user called <code>MY_PARAMETER</code>.</p>
|
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<details class="info"><summary>Existing Sensors</summary><p>An existing sensor of any device with a configuration entry in <code>config.yaml</code>:</p>
|
|
<p>Smartphone (AWARE)</p>
|
|
<ul>
|
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<li>Phone Accelerometer</li>
|
|
<li>Phone Activity Recognition</li>
|
|
<li>Phone Applications Crashes</li>
|
|
<li>Phone Applications Foreground</li>
|
|
<li>Phone Applications Notifications</li>
|
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<li>Phone Battery</li>
|
|
<li>Phone Bluetooth</li>
|
|
<li>Phone Calls</li>
|
|
<li>Phone Conversation</li>
|
|
<li>Phone Data Yield</li>
|
|
<li>Phone Keyboard</li>
|
|
<li>Phone Light</li>
|
|
<li>Phone Locations</li>
|
|
<li>Phone Log</li>
|
|
<li>Phone Messages</li>
|
|
<li>Phone Screen</li>
|
|
<li>Phone WiFI Connected</li>
|
|
<li>Phone WiFI Visible</li>
|
|
</ul>
|
|
<p>Fitbit</p>
|
|
<ul>
|
|
<li>Fitbit Data Yield</li>
|
|
<li>Fitbit Heart Rate Summary</li>
|
|
<li>Fitbit Heart Rate Intraday</li>
|
|
<li>Fitbit Sleep Summary</li>
|
|
<li>Fitbit Sleep Intraday</li>
|
|
<li>Fitbit Steps Summary</li>
|
|
<li>Fitbit Steps Intraday</li>
|
|
</ul>
|
|
<p>Empatica</p>
|
|
<ul>
|
|
<li>Empatica Accelerometer</li>
|
|
<li>Empatica Heart Rate</li>
|
|
<li>Empatica Temperature</li>
|
|
<li>Empatica Electrodermal Activity</li>
|
|
<li>Empatica Blood Volume Pulse</li>
|
|
<li>Empatica Inter Beat Interval</li>
|
|
<li>Empatica Tags</li>
|
|
</ul>
|
|
</details>
|
|
<h3 id="modify-the-configyaml-file">Modify the <code>config.yaml</code> file<a class="headerlink" href="#modify-the-configyaml-file" title="Permanent link">¶</a></h3>
|
|
<p>In this step, you need to add your provider configuration section under the relevant sensor in <code>config.yaml</code>. See our example for our tutorial’s <code>VEGA</code> provider for <code>PHONE_ACCELEROMETER</code>:</p>
|
|
<details class="example"><summary>Example configuration for a new accelerometer provider <code>VEGA</code></summary><div class="highlight"><pre><span></span><code><span class="nt">PHONE_ACCELEROMETER</span><span class="p">:</span>
|
|
<span class="nt">CONTAINER</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">accelerometer</span>
|
|
<span class="nt">PROVIDERS</span><span class="p">:</span>
|
|
<span class="nt">RAPIDS</span><span class="p">:</span> <span class="c1"># this is a feature provider</span>
|
|
<span class="nt">COMPUTE</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">False</span>
|
|
<span class="l l-Scalar l-Scalar-Plain">...</span>
|
|
|
|
<span class="nt">PANDA</span><span class="p">:</span> <span class="c1"># this is another feature provider</span>
|
|
<span class="nt">COMPUTE</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">False</span>
|
|
<span class="l l-Scalar l-Scalar-Plain">...</span>
|
|
|
|
<span class="hll"> <span class="nt">VEGA</span><span class="p">:</span> <span class="c1"># this is our new feature provider</span>
|
|
</span><span class="hll"> <span class="nt">COMPUTE</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">False</span>
|
|
</span><span class="hll"> <span class="nt">FEATURES</span><span class="p">:</span> <span class="p p-Indicator">[</span><span class="s">"feature1"</span><span class="p p-Indicator">,</span> <span class="s">"feature2"</span><span class="p p-Indicator">,</span> <span class="s">"feature3"</span><span class="p p-Indicator">]</span>
|
|
</span><span class="hll"> <span class="nt">MY_PARAMTER</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">a_string</span>
|
|
</span><span class="hll"> <span class="nt">SRC_SCRIPT</span><span class="p">:</span> <span class="l l-Scalar l-Scalar-Plain">src/features/phone_accelerometer/vega/main.py</span>
|
|
</span></code></pre></div>
|
|
</details>
|
|
<table>
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<thead>
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<tr>
|
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<th>Key </th>
|
|
<th>Description</th>
|
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</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><code>[COMPUTE]</code></td>
|
|
<td>Flag to activate/deactivate your provider</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>[FEATURES]</code></td>
|
|
<td>List of features your provider supports. Your provider code should only return the features on this list</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>[MY_PARAMTER]</code></td>
|
|
<td>An arbitrary parameter that our example provider <code>VEGA</code> needs. This can be a boolean, integer, float, string, or an array of any of such types.</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>[SRC_SCRIPT]</code></td>
|
|
<td>The relative path from RAPIDS’ root folder to an script that computes the features for this provider. It can be implemented in R or Python.</td>
|
|
</tr>
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|
</tbody>
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|
</table>
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|
<h3 id="create-a-feature-provider-script">Create a feature provider script<a class="headerlink" href="#create-a-feature-provider-script" title="Permanent link">¶</a></h3>
|
|
<p>Create your feature Python or R script called <code>main.py</code> or <code>main.R</code> in the correct folder, <code>src/feature/[sensorname]/[providername]/</code>. RAPIDS automatically loads and executes it based on the config key <code>[SRC_SCRIPT]</code> you added in the last step. For our example, this script is:
|
|
<div class="highlight"><pre><span></span><code>src/feature/phone_accelerometer/vega/main.py
|
|
</code></pre></div></p>
|
|
<h3 id="implement-your-feature-extraction-code">Implement your feature extraction code<a class="headerlink" href="#implement-your-feature-extraction-code" title="Permanent link">¶</a></h3>
|
|
<p>Every feature script (<code>main.[py|R]</code>) needs a <code>[providername]_features</code> function with specific parameters. RAPIDS calls this function with the sensor data ready to process and with other functions and arguments you will need.</p>
|
|
<div class="tabbed-set" data-tabs="1:2"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><label for="__tabbed_1_1">Python function</label><div class="tabbed-content">
|
|
<div class="highlight"><pre><span></span><code><span class="k">def</span> <span class="p">[</span><span class="n">providername</span><span class="p">]</span><span class="n">_features</span><span class="p">(</span><span class="n">sensor_data_files</span><span class="p">,</span> <span class="n">time_segment</span><span class="p">,</span> <span class="n">provider</span><span class="p">,</span> <span class="n">filter_data_by_segment</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
|
<span class="c1"># empty for now</span>
|
|
<span class="k">return</span><span class="p">(</span><span class="n">your_features_df</span><span class="p">)</span>
|
|
</code></pre></div>
|
|
</div>
|
|
<input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><label for="__tabbed_1_2">R function</label><div class="tabbed-content">
|
|
<div class="highlight"><pre><span></span><code><span class="p">[</span><span class="n">providername</span><span class="p">]</span>_<span class="n">features</span> <span class="o"><-</span> <span class="nf">function</span><span class="p">(</span><span class="n">sensor_data</span><span class="p">,</span> <span class="n">time_segment</span><span class="p">,</span> <span class="n">provider</span><span class="p">){</span>
|
|
<span class="c1"># empty for now</span>
|
|
<span class="nf">return</span><span class="p">(</span><span class="n">your_features_df</span><span class="p">)</span>
|
|
<span class="p">}</span>
|
|
</code></pre></div>
|
|
</div>
|
|
</div>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Parameter </th>
|
|
<th>Description</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr>
|
|
<td><code>sensor_data_files</code></td>
|
|
<td>Path to the CSV file containing the data of a single participant. This data has been cleaned and preprocessed. Your function will be automatically called for each participant in your study (in the <code>[PIDS]</code> array in <code>config.yaml</code>)</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>time_segment</code></td>
|
|
<td>The label of the time segment that should be processed.</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>provider</code></td>
|
|
<td>The parameters you configured for your provider in <code>config.yaml</code> will be available in this variable as a dictionary in Python or a list in R. In our example this dictionary contains <code>{MY_PARAMETER:"a_string"}</code></td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>filter_data_by_segment</code></td>
|
|
<td>Python only. A function that you will use to filter your data. In R this function is already available in the environment.</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>*args</code></td>
|
|
<td>Python only. Not used for now</td>
|
|
</tr>
|
|
<tr>
|
|
<td><code>**kwargs</code></td>
|
|
<td>Python only. Not used for now</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
<p>The next step is to implement the code that computes your behavioral features in your provider script’s function. As with any other script, this function can call other auxiliary methods, but in general terms, it should have three stages:</p>
|
|
<details class="info"><summary>1. Read a participant’s data by loading the CSV data stored in the file pointed by <code>sensor_data_files</code></summary><div class="highlight"><pre><span></span><code><span class="n">acc_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">sensor_data_files</span><span class="p">[</span><span class="s2">"sensor_data"</span><span class="p">])</span>
|
|
</code></pre></div>
|
|
<p>Note that the phone’s battery, screen, and activity recognition data are given as episodes instead of event rows (for example, start and end timestamps of the periods the phone screen was on)</p>
|
|
</details>
|
|
<details class="info"><summary>2. Filter your data to process only those rows that belong to <code>time_segment</code></summary><p>This step is only one line of code, but keep reading to understand why we need it.
|
|
<div class="highlight"><pre><span></span><code><span class="n">acc_data</span> <span class="o">=</span> <span class="n">filter_data_by_segment</span><span class="p">(</span><span class="n">acc_data</span><span class="p">,</span> <span class="n">time_segment</span><span class="p">)</span>
|
|
</code></pre></div></p>
|
|
<p>You should use the <code>filter_data_by_segment()</code> function to process and group those rows that belong to each of the <a href="../../setup/configuration/#time-segments">time segments RAPIDS could be configured with</a>.</p>
|
|
<p>Let’s understand the <code>filter_data_by_segment()</code> function with an example. A RAPIDS user can extract features on any arbitrary <a href="../../setup/configuration/#time-segments">time segment</a>. A time segment is a period that has a label and one or more instances. For example, the user (or you) could have requested features on a daily, weekly, and weekend basis for <code>p01</code>. The labels are arbitrary, and the instances depend on the days a participant was monitored for: </p>
|
|
<ul>
|
|
<li>the daily segment could be named <code>my_days</code> and if <code>p01</code> was monitored for 14 days, it would have 14 instances</li>
|
|
<li>the weekly segment could be named <code>my_weeks</code> and if <code>p01</code> was monitored for 14 days, it would have 2 instances.</li>
|
|
<li>the weekend segment could be named <code>my_weekends</code> and if <code>p01</code> was monitored for 14 days, it would have 2 instances.</li>
|
|
</ul>
|
|
<p>For this example, RAPIDS will call your provider function three times for <code>p01</code>, once where <code>time_segment</code> is <code>my_days</code>, once where <code>time_segment</code> is <code>my_weeks</code>, and once where <code>time_segment</code> is <code>my_weekends</code>. In this example, not every row in <code>p01</code>‘s data needs to take part in the feature computation for either segment <strong>and</strong> the rows need to be grouped differently. </p>
|
|
<p>Thus <code>filter_data_by_segment()</code> comes in handy, it will return a data frame that contains the rows that were logged during a time segment plus an extra column called <code>local_segment</code>. This new column will have as many unique values as time segment instances exist (14, 2, and 2 for our <code>p01</code>‘s <code>my_days</code>, <code>my_weeks</code>, and <code>my_weekends</code> examples). After filtering, <strong>you should group the data frame by this column and compute any desired features</strong>, for example:</p>
|
|
<div class="highlight"><pre><span></span><code><span class="n">acc_features</span><span class="p">[</span><span class="s2">"maxmagnitude"</span><span class="p">]</span> <span class="o">=</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">"local_segment"</span><span class="p">])[</span><span class="s2">"magnitude"</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
|
|
</code></pre></div>
|
|
<p>The reason RAPIDS does not filter the participant’s data set for you is because your code might need to compute something based on a participant’s complete dataset before computing their features. For example, you might want to identify the number that called a participant the most throughout the study before computing a feature with the number of calls the participant received from that number.</p>
|
|
</details>
|
|
<details class="info"><summary>3. Return a data frame with your features</summary><p>After filtering, grouping your data, and computing your features, your provider function should return a data frame that has:</p>
|
|
<ul>
|
|
<li>One row per time segment instance (e.g., 14 our <code>p01</code>‘s <code>my_days</code> example)</li>
|
|
<li>The <code>local_segment</code> column added by <code>filter_data_by_segment()</code></li>
|
|
<li>One column per feature. The name of your features should only contain letters or numbers (<code>feature1</code>) by convention. RAPIDS automatically adds the correct sensor and provider prefix; in our example, this prefix is <code>phone_accelerometr_vega_</code>.</li>
|
|
</ul>
|
|
</details>
|
|
<details class="example"><summary><code>PHONE_ACCELEROMETER</code> Provider Example</summary><p>For your reference, this our own provider (<code>RAPIDS</code>) for <code>PHONE_ACCELEROMETER</code> that computes five acceleration features</p>
|
|
<div class="highlight"><pre><span></span><code><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
|
|
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
|
|
|
|
<span class="k">def</span> <span class="nf">rapids_features</span><span class="p">(</span><span class="n">sensor_data_files</span><span class="p">,</span> <span class="n">time_segment</span><span class="p">,</span> <span class="n">provider</span><span class="p">,</span> <span class="n">filter_data_by_segment</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
|
|
|
<span class="n">acc_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">sensor_data_files</span><span class="p">[</span><span class="s2">"sensor_data"</span><span class="p">])</span>
|
|
<span class="n">requested_features</span> <span class="o">=</span> <span class="n">provider</span><span class="p">[</span><span class="s2">"FEATURES"</span><span class="p">]</span>
|
|
<span class="c1"># name of the features this function can compute</span>
|
|
<span class="n">base_features_names</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"maxmagnitude"</span><span class="p">,</span> <span class="s2">"minmagnitude"</span><span class="p">,</span> <span class="s2">"avgmagnitude"</span><span class="p">,</span> <span class="s2">"medianmagnitude"</span><span class="p">,</span> <span class="s2">"stdmagnitude"</span><span class="p">]</span>
|
|
<span class="c1"># the subset of requested features this function can compute</span>
|
|
<span class="n">features_to_compute</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">requested_features</span><span class="p">)</span> <span class="o">&</span> <span class="nb">set</span><span class="p">(</span><span class="n">base_features_names</span><span class="p">))</span>
|
|
|
|
<span class="n">acc_features</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">"local_segment"</span><span class="p">]</span> <span class="o">+</span> <span class="n">features_to_compute</span><span class="p">)</span>
|
|
<span class="k">if</span> <span class="ow">not</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
|
|
<span class="n">acc_data</span> <span class="o">=</span> <span class="n">filter_data_by_segment</span><span class="p">(</span><span class="n">acc_data</span><span class="p">,</span> <span class="n">time_segment</span><span class="p">)</span>
|
|
|
|
<span class="k">if</span> <span class="ow">not</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">empty</span><span class="p">:</span>
|
|
<span class="n">acc_features</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span>
|
|
<span class="c1"># get magnitude related features: magnitude = sqrt(x^2+y^2+z^2)</span>
|
|
<span class="n">magnitude</span> <span class="o">=</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">row</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s2">"double_values_0"</span><span class="p">]</span> <span class="o">**</span> <span class="mi">2</span> <span class="o">+</span> <span class="n">row</span><span class="p">[</span><span class="s2">"double_values_1"</span><span class="p">]</span> <span class="o">**</span> <span class="mi">2</span> <span class="o">+</span> <span class="n">row</span><span class="p">[</span><span class="s2">"double_values_2"</span><span class="p">]</span> <span class="o">**</span> <span class="mi">2</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
|
|
<span class="n">acc_data</span> <span class="o">=</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">assign</span><span class="p">(</span><span class="n">magnitude</span> <span class="o">=</span> <span class="n">magnitude</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
|
|
|
|
<span class="k">if</span> <span class="s2">"maxmagnitude"</span> <span class="ow">in</span> <span class="n">features_to_compute</span><span class="p">:</span>
|
|
<span class="n">acc_features</span><span class="p">[</span><span class="s2">"maxmagnitude"</span><span class="p">]</span> <span class="o">=</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">"local_segment"</span><span class="p">])[</span><span class="s2">"magnitude"</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
|
|
<span class="k">if</span> <span class="s2">"minmagnitude"</span> <span class="ow">in</span> <span class="n">features_to_compute</span><span class="p">:</span>
|
|
<span class="n">acc_features</span><span class="p">[</span><span class="s2">"minmagnitude"</span><span class="p">]</span> <span class="o">=</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">"local_segment"</span><span class="p">])[</span><span class="s2">"magnitude"</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span>
|
|
<span class="k">if</span> <span class="s2">"avgmagnitude"</span> <span class="ow">in</span> <span class="n">features_to_compute</span><span class="p">:</span>
|
|
<span class="n">acc_features</span><span class="p">[</span><span class="s2">"avgmagnitude"</span><span class="p">]</span> <span class="o">=</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">"local_segment"</span><span class="p">])[</span><span class="s2">"magnitude"</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
|
|
<span class="k">if</span> <span class="s2">"medianmagnitude"</span> <span class="ow">in</span> <span class="n">features_to_compute</span><span class="p">:</span>
|
|
<span class="n">acc_features</span><span class="p">[</span><span class="s2">"medianmagnitude"</span><span class="p">]</span> <span class="o">=</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">"local_segment"</span><span class="p">])[</span><span class="s2">"magnitude"</span><span class="p">]</span><span class="o">.</span><span class="n">median</span><span class="p">()</span>
|
|
<span class="k">if</span> <span class="s2">"stdmagnitude"</span> <span class="ow">in</span> <span class="n">features_to_compute</span><span class="p">:</span>
|
|
<span class="n">acc_features</span><span class="p">[</span><span class="s2">"stdmagnitude"</span><span class="p">]</span> <span class="o">=</span> <span class="n">acc_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">"local_segment"</span><span class="p">])[</span><span class="s2">"magnitude"</span><span class="p">]</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
|
|
|
|
<span class="n">acc_features</span> <span class="o">=</span> <span class="n">acc_features</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
|
|
|
|
<span class="k">return</span> <span class="n">acc_features</span>
|
|
</code></pre></div>
|
|
</details>
|
|
<h2 id="new-features-for-non-existing-sensors">New Features for Non-Existing Sensors<a class="headerlink" href="#new-features-for-non-existing-sensors" title="Permanent link">¶</a></h2>
|
|
<p>If you want to add features for a device or a sensor that we do not support at the moment (those that do not appear in the <code>"Existing Sensors"</code> list above), <a href="../../team">contact us</a> or request it on <a href="http://awareframework.com:3000/">Slack</a> and we can add the necessary code so you can follow the instructions above.</p>
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