2137 lines
75 KiB
HTML
2137 lines
75 KiB
HTML
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<!doctype html>
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<link rel="canonical" href="https://www.rapids.science/developers/testing/">
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<meta name="generator" content="mkdocs-1.1.2, mkdocs-material-7.0.7+insiders-2.4.0">
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<title>Testing - RAPIDS</title>
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<style>:root{--md-text-font-family:"Roboto";--md-code-font-family:"Roboto Mono"}</style>
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You're not viewing the latest stable version of RAPIDS.
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RAPIDS
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Testing
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Initializing search
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<ol class="md-search-result__list"></ol>
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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__repository">
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carissalow/rapids
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</a>
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<nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
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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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<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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</a>
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<a href="../.." class="md-nav__link">
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Home
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Setup
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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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<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 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 href="../../setup/installation/" class="md-nav__link">
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Installation
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<a href="../../setup/configuration/" class="md-nav__link">
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Configuration
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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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<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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</ul>
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</nav>
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<li class="md-nav__item md-nav__item--section md-nav__item--nested">
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<label class="md-nav__link" for="__nav_3">
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Data Streams
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<nav class="md-nav" aria-label="Data Streams" data-md-level="1">
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<span class="md-nav__icon md-icon"></span>
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Data Streams
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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 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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</ul>
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</nav>
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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>
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<nav class="md-nav" aria-label="Fitbit" data-md-level="2">
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<label class="md-nav__title" for="__nav_3_3">
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<span class="md-nav__icon md-icon"></span>
|
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Fitbit
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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">
|
|
<a href="../../datastreams/fitbitjson-mysql/" class="md-nav__link">
|
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fitbitjson_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/fitbitjson-csv/" class="md-nav__link">
|
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fitbitjson_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/fitbitparsed-mysql/" class="md-nav__link">
|
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fitbitparsed_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/fitbitparsed-csv/" class="md-nav__link">
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fitbitparsed_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/mandatory-fitbit-format/" class="md-nav__link">
|
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Mandatory Fitbit 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_4" type="checkbox" id="__nav_3_4" >
|
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<label class="md-nav__link" for="__nav_3_4">
|
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Empatica
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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="Empatica" data-md-level="2">
|
|
<label class="md-nav__title" for="__nav_3_4">
|
|
<span class="md-nav__icon md-icon"></span>
|
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Empatica
|
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</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../datastreams/empatica-zip/" class="md-nav__link">
|
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empatica_zip
|
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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-empatica-format/" class="md-nav__link">
|
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Mandatory Empatica 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">
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<a href="../../datastreams/add-new-data-streams/" class="md-nav__link">
|
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Add New Data Streams
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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_4" type="checkbox" id="__nav_4" >
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<label class="md-nav__link" for="__nav_4">
|
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Behavioral Features
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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="Behavioral Features" data-md-level="1">
|
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<label class="md-nav__title" for="__nav_4">
|
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<span class="md-nav__icon md-icon"></span>
|
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Behavioral Features
|
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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="../../features/feature-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_4_2" type="checkbox" id="__nav_4_2" >
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<label class="md-nav__link" for="__nav_4_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">
|
|
<label class="md-nav__title" for="__nav_4_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">
|
|
<a href="../../features/phone-accelerometer/" class="md-nav__link">
|
|
Phone Accelerometer
|
|
</a>
|
|
</li>
|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-activity-recognition/" class="md-nav__link">
|
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Phone Activity Recognition
|
|
</a>
|
|
</li>
|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-applications-crashes/" class="md-nav__link">
|
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Phone Applications Crashes
|
|
</a>
|
|
</li>
|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-applications-foreground/" class="md-nav__link">
|
|
Phone Applications Foreground
|
|
</a>
|
|
</li>
|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-applications-notifications/" class="md-nav__link">
|
|
Phone Applications Notifications
|
|
</a>
|
|
</li>
|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-battery/" class="md-nav__link">
|
|
Phone Battery
|
|
</a>
|
|
</li>
|
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|
|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-bluetooth/" class="md-nav__link">
|
|
Phone Bluetooth
|
|
</a>
|
|
</li>
|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-calls/" class="md-nav__link">
|
|
Phone Calls
|
|
</a>
|
|
</li>
|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-conversation/" class="md-nav__link">
|
|
Phone Conversation
|
|
</a>
|
|
</li>
|
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|
|
|
|
|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-data-yield/" class="md-nav__link">
|
|
Phone Data Yield
|
|
</a>
|
|
</li>
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-keyboard/" class="md-nav__link">
|
|
Phone Keyboard
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-light/" class="md-nav__link">
|
|
Phone Light
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-locations/" class="md-nav__link">
|
|
Phone Locations
|
|
</a>
|
|
</li>
|
|
|
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|
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<li class="md-nav__item">
|
|
<a href="../../features/phone-log/" class="md-nav__link">
|
|
Phone Log
|
|
</a>
|
|
</li>
|
|
|
|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-messages/" class="md-nav__link">
|
|
Phone Messages
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
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|
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|
|
|
|
|
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|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-screen/" class="md-nav__link">
|
|
Phone Screen
|
|
</a>
|
|
</li>
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-wifi-connected/" class="md-nav__link">
|
|
Phone WiFI Connected
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/phone-wifi-visible/" class="md-nav__link">
|
|
Phone WiFI Visible
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
<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="../../features/fitbit-data-yield/" class="md-nav__link">
|
|
Fitbit Data Yield
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-heartrate-summary/" class="md-nav__link">
|
|
Fitbit Heart Rate Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-heartrate-intraday/" class="md-nav__link">
|
|
Fitbit Heart Rate Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-sleep-summary/" class="md-nav__link">
|
|
Fitbit Sleep Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-sleep-intraday/" class="md-nav__link">
|
|
Fitbit Sleep Intraday
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/fitbit-steps-summary/" class="md-nav__link">
|
|
Fitbit Steps Summary
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/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="../../features/empatica-accelerometer/" class="md-nav__link">
|
|
Empatica Accelerometer
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-heartrate/" class="md-nav__link">
|
|
Empatica Heart Rate
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-temperature/" class="md-nav__link">
|
|
Empatica Temperature
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-electrodermal-activity/" class="md-nav__link">
|
|
Empatica Electrodermal Activity
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-blood-volume-pulse/" class="md-nav__link">
|
|
Empatica Blood Volume Pulse
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-inter-beat-interval/" class="md-nav__link">
|
|
Empatica Inter Beat Interval
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/empatica-tags/" class="md-nav__link">
|
|
Empatica Tags
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../features/add-new-features/" class="md-nav__link">
|
|
Add New Features
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
</li>
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--section md-nav__item--nested">
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle" data-md-toggle="__nav_5" type="checkbox" id="__nav_5" >
|
|
|
|
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_5">
|
|
Visualizations
|
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<h1 id="testing">Testing<a class="headerlink" href="#testing" title="Permanent link">¶</a></h1>
|
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<p>The following is a simple guide to run RAPIDS’ tests. All files necessary for testing are stored in the <code>./tests/</code> directory</p>
|
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<h2 id="steps-for-testing">Steps for Testing<a class="headerlink" href="#steps-for-testing" title="Permanent link">¶</a></h2>
|
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<ol>
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<li><strong>Add raw data.</strong><ol>
|
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<li>Add the raw data to the corresponding sensor CSV file in <code>tests/data/external/aware_csv</code>. Create the CSV if it does not exist.</li>
|
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</ol>
|
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</li>
|
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<li><strong>Link raw data.</strong><ol>
|
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<li>Make sure that you link the new raw data to a participant by using the same <code>device_id</code> in the data and in <code>[DEVICE_IDS]</code> inside their participant file (<code>tests/data/external/participant_files/testXX.yaml</code>). </li>
|
|
<li>Create the participant file if it does not exist, and don’t forget to edit <code>[PIDS]</code> in the config file of the time segments you are testing (see below). For simplicity, we use a participant’s id (<code>testXX</code>) as their <code>device_id</code>.</li>
|
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</ol>
|
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</li>
|
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<li><strong>Edit the config file.</strong><ol>
|
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<li>Activate the sensor provider you are testing if it isn’t already. Set <code>[SENSOR][PROVIDER][COMPUTE]</code> to <code>TRUE</code> in the <code>config.yaml</code> of the time segments you are testing:
|
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<div class="highlight"><pre><span></span><code><span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">tests/settings/frequency_config.yaml</span> <span class="c1"># For frequency time segments</span>
|
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<span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">tests/settings/periodic_config.yaml</span> <span class="c1"># For periodic time segments</span>
|
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<span class="c1"># We have not tested events time segments yet</span>
|
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</code></pre></div></li>
|
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</ol>
|
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</li>
|
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<li><strong>Run the pipeline and tests.</strong><ol>
|
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<li>You can run all time segments pipelines and their tests
|
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<div class="highlight"><pre><span></span><code>tests/scripts/run_tests.sh -t all
|
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</code></pre></div></li>
|
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<li>You can run only the pipeline of a specific time segment and its tests
|
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<div class="highlight"><pre><span></span><code>tests/scripts/run_tests.sh -t frequency -a both
|
|
</code></pre></div></li>
|
|
<li>Or, if you are working on your tests and you want to run a pipeline and its tests independently
|
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<div class="highlight"><pre><span></span><code>tests/scripts/run_tests.sh -t frequency -a run
|
|
tests/scripts/run_tests.sh -t frequency -a <span class="nb">test</span>
|
|
</code></pre></div></li>
|
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</ol>
|
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</li>
|
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</ol>
|
|
<h2 id="output-example">Output example<a class="headerlink" href="#output-example" title="Permanent link">¶</a></h2>
|
|
<p>The following is a snippet of the output you should see after running your test.</p>
|
|
<div class="highlight"><pre><span></span><code>test_sensors_files_exist <span class="o">(</span>test_sensor_features.TestSensorFeatures<span class="o">)</span> ... periodic
|
|
ok
|
|
test_sensors_features_calculations <span class="o">(</span>test_sensor_features.TestSensorFeatures<span class="o">)</span> ... periodic
|
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ok
|
|
|
|
test_sensors_files_exist <span class="o">(</span>test_sensor_features.TestSensorFeatures<span class="o">)</span> ... frequency
|
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ok
|
|
test_sensors_features_calculations <span class="o">(</span>test_sensor_features.TestSensorFeatures<span class="o">)</span> ... frequency
|
|
FAIL
|
|
</code></pre></div>
|
|
<p>The results above show that the for periodic both <code>test_sensors_files_exist</code> and <code>test_sensors_features_calculations</code> passed while for frequency first test <code>test_sensors_files_exist</code> passed while <code>test_sensors_features_calculations</code> failed. Additionally, you should get the traceback of the failure (not shown here). For more information on how to implement test scripts and use unittest please see <a href="https://docs.python.org/3.7/library/unittest.html#command-line-interface">Unittest Documentation</a></p>
|
|
<p>Testing of the RAPIDS sensors and features is a work-in-progress. Please see <a href="../test-cases">Test Cases</a> for a list of sensors and features that have testing currently available.</p>
|
|
<h2 id="how-do-we-execute-the-tests">How do we execute the tests?<a class="headerlink" href="#how-do-we-execute-the-tests" title="Permanent link">¶</a></h2>
|
|
<p>This bash script <code>tests/scripts/run_tests.sh</code> executes one or all pipelines for different time segment types (<code>frequency</code>, <code>periodic</code>, and <code>events</code>) as well as their tests (see below).</p>
|
|
<p>This python script <code>tests/scripts/run_tests.py</code> runs the tests. It parses the involved participants and active sensor providers in the <code>config.yaml</code> file of the time segment type being tested. We test that the output file we expect exists and that its content matches the expected values.</p>
|
|
<details class="example"><summary>Example of raw data for PHONE_APPLICATIONS_FOREGROUND testing</summary><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"> 1</span>
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<span class="normal">68</span>
|
|
<span class="normal">69</span>
|
|
<span class="normal">70</span>
|
|
<span class="normal">71</span>
|
|
<span class="normal">72</span>
|
|
<span class="normal">73</span>
|
|
<span class="normal">74</span>
|
|
<span class="normal">75</span>
|
|
<span class="normal">76</span>
|
|
<span class="normal">77</span>
|
|
<span class="normal">78</span>
|
|
<span class="normal">79</span>
|
|
<span class="normal">80</span>
|
|
<span class="normal">81</span>
|
|
<span class="normal">82</span>
|
|
<span class="normal">83</span>
|
|
<span class="normal">84</span>
|
|
<span class="normal">85</span></pre></div></td><td class="code"><div class="highlight"><pre><span></span><code><span class="hll"><span class="s2">"timestamp"</span><span class="p">,</span><span class="s2">"device_id"</span><span class="p">,</span><span class="s2">"package_name"</span><span class="p">,</span><span class="s2">"application_name"</span><span class="p">,</span><span class="s2">"is_system_app"</span>
|
|
</span><span class="hll"><span class="mi">1593946320761</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
</span><span class="mi">1593961974942</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="hll"><span class="mi">1593958144033</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
</span><span class="mi">1593947228964</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593951572326</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593950554868</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.supercell.clashofclans"</span><span class="p">,</span><span class="s2">"Clash of Clans"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593964799620</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593974241305</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593969483540</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593977289581</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.fitbit.FitbitMobile"</span><span class="p">,</span><span class="s2">"Fitbit"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593970763367</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593964867720</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.supercell.clashofclans"</span><span class="p">,</span><span class="s2">"Clash of Clans"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593974942995</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gm"</span><span class="p">,</span><span class="s2">"Gmail"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593986399351</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1594000139073</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gm"</span><span class="p">,</span><span class="s2">"Gmail"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593994717099</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.fitbit.FitbitMobile"</span><span class="p">,</span><span class="s2">"Fitbit"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593985854872</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.youtube"</span><span class="p">,</span><span class="s2">"Youtube"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1594003154390</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1594003853415</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1593991680045</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1594007999202</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.aware.plugin.upmc.cancer"</span><span class="p">,</span><span class="s2">"AWARE"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593939733998</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593933324739</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593925161482</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593936918763</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1593924155524</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.youtube"</span><span class="p">,</span><span class="s2">"Youtube"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593922625358</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593943199317</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1593951550550</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1593981544544</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1593999779779</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1593933565565</span><span class="p">,</span><span class="s2">"test01"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602475200000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602475200000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602475200000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602475200000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602475999000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602475999000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602476999000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602476999000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.supercell.clashofclans"</span><span class="p">,</span><span class="s2">"Clash of Clans"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602476999000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602476999000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.supercell.clashofclans"</span><span class="p">,</span><span class="s2">"Clash of Clans"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602477000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602477000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602477000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gm"</span><span class="p">,</span><span class="s2">"Gmail"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.fitbit.FitbitMobile"</span><span class="p">,</span><span class="s2">"Fitbit"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gm"</span><span class="p">,</span><span class="s2">"Gmail"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.fitbit.FitbitMobile"</span><span class="p">,</span><span class="s2">"Fitbit"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gm"</span><span class="p">,</span><span class="s2">"Gmail"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.supercell.clashofclans"</span><span class="p">,</span><span class="s2">"Clash of Clans"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gm"</span><span class="p">,</span><span class="s2">"Gmail"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.fitbit.FitbitMobile"</span><span class="p">,</span><span class="s2">"Fitbit"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gm"</span><span class="p">,</span><span class="s2">"Gmail"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602478800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.fitbit.FitbitMobile"</span><span class="p">,</span><span class="s2">"Fitbit"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602480500000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.netflix.mediaclient"</span><span class="p">,</span><span class="s2">"Netflix"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602480500000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.supercell.clashofclans"</span><span class="p">,</span><span class="s2">"Clash of Clans"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602480500000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.supercell.clashofclans"</span><span class="p">,</span><span class="s2">"Clash of Clans"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602558000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.youtube"</span><span class="p">,</span><span class="s2">"Youtube"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602558000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.youtube"</span><span class="p">,</span><span class="s2">"Youtube"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602558000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602558799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602558799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602558000000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602558799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602558799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602559799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.aware.plugin.upmc.cancer"</span><span class="p">,</span><span class="s2">"AWARE"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602559799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602559799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.aware.plugin.upmc.cancer"</span><span class="p">,</span><span class="s2">"AWARE"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602559799000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.apps.youtube.creator"</span><span class="p">,</span><span class="s2">"Youtube Video Creater"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602559800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602559800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602560800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602560800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.youtube"</span><span class="p">,</span><span class="s2">"Youtube"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602560800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602560800000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.youtube"</span><span class="p">,</span><span class="s2">"Youtube"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602561599000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602561599000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"tv.twitch.android.app"</span><span class="p">,</span><span class="s2">"Twitch"</span><span class="p">,</span><span class="mi">0</span>
|
|
<span class="mi">1602561600000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602561600000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602563400000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.google.android.gms"</span><span class="p">,</span><span class="s2">"Google"</span><span class="p">,</span><span class="mi">1</span>
|
|
<span class="mi">1602563500000</span><span class="p">,</span><span class="s2">"test05"</span><span class="p">,</span><span class="s2">"com.facebook.moments"</span><span class="p">,</span><span class="s2">"Facebook Moments"</span><span class="p">,</span><span class="mi">0</span>
|
|
</code></pre></div>
|
|
</td></tr></table>
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