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RAPIDS
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Fitbit Sleep Summary
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RAPIDS
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Setup
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Setup
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Overview
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Minimal Example
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Installation
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Configuration
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Execution
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Citation
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Data Streams
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Data Streams
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Introduction
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Phone
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< span class = "md-nav__icon md-icon" > < / span >
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Phone
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aware_mysql
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aware_csv
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< li class = "md-nav__item" >
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aware_influxdb (beta)
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Mandatory Phone Format
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Fitbit
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Fitbit
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fitbitjson_mysql
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fitbitjson_csv
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fitbitparsed_mysql
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fitbitparsed_csv
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Mandatory Fitbit Format
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Empatica
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< / 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
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< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< li class = "md-nav__item md-nav__item--active 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" checked >
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< label class = "md-nav__link" for = "__nav_4" >
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Behavioral Features
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< 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 >
Behavioral Features
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../feature-introduction/" class = "md-nav__link" >
Introduction
< / a >
< / 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
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Phone" data-md-level = "2" >
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< label class = "md-nav__title" for = "__nav_4_2" >
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< span class = "md-nav__icon md-icon" > < / span >
Phone
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../phone-accelerometer/" class = "md-nav__link" >
Phone Accelerometer
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-activity-recognition/" class = "md-nav__link" >
Phone Activity Recognition
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-applications-crashes/" class = "md-nav__link" >
Phone Applications Crashes
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-applications-foreground/" class = "md-nav__link" >
Phone Applications Foreground
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-applications-notifications/" class = "md-nav__link" >
Phone Applications Notifications
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-battery/" class = "md-nav__link" >
Phone Battery
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-bluetooth/" class = "md-nav__link" >
Phone Bluetooth
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-calls/" class = "md-nav__link" >
Phone Calls
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-conversation/" class = "md-nav__link" >
Phone Conversation
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-data-yield/" class = "md-nav__link" >
Phone Data Yield
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-keyboard/" class = "md-nav__link" >
Phone Keyboard
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-light/" class = "md-nav__link" >
Phone Light
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-locations/" class = "md-nav__link" >
Phone Locations
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-log/" class = "md-nav__link" >
Phone Log
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-messages/" class = "md-nav__link" >
Phone Messages
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-screen/" class = "md-nav__link" >
Phone Screen
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-wifi-connected/" class = "md-nav__link" >
Phone WiFI Connected
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../phone-wifi-visible/" class = "md-nav__link" >
Phone WiFI Visible
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< li class = "md-nav__item md-nav__item--active md-nav__item--nested" >
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< input class = "md-nav__toggle md-toggle" data-md-toggle = "__nav_4_3" type = "checkbox" id = "__nav_4_3" checked >
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< label class = "md-nav__link" for = "__nav_4_3" >
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Fitbit
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Fitbit" data-md-level = "2" >
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< label class = "md-nav__title" for = "__nav_4_3" >
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< span class = "md-nav__icon md-icon" > < / span >
Fitbit
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../fitbit-data-yield/" class = "md-nav__link" >
Fitbit Data Yield
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-heartrate-summary/" class = "md-nav__link" >
Fitbit Heart Rate Summary
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-heartrate-intraday/" class = "md-nav__link" >
Fitbit Heart Rate Intraday
< / a >
< / li >
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2020-12-08 03:12:19 +01:00
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< li class = "md-nav__item md-nav__item--active" >
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< 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" >
Fitbit Sleep Summary
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< a href = "./" class = "md-nav__link md-nav__link--active" >
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Fitbit Sleep Summary
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< / a >
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2020-12-08 03:12:19 +01:00
< nav class = "md-nav md-nav--secondary" aria-label = "Table of contents" >
< label class = "md-nav__title" for = "__toc" >
< span class = "md-nav__icon md-icon" > < / span >
Table of contents
< / label >
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< ul class = "md-nav__list" data-md-component = "toc" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "#rapids-provider" class = "md-nav__link" >
RAPIDS provider
< / a >
< / li >
< / ul >
< / nav >
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< / li >
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2020-12-08 03:12:19 +01:00
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< li class = "md-nav__item" >
< a href = "../fitbit-sleep-intraday/" class = "md-nav__link" >
Fitbit Sleep Intraday
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../fitbit-steps-summary/" class = "md-nav__link" >
Fitbit Steps Summary
< / a >
< / li >
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2020-12-08 03:12:19 +01:00
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< li class = "md-nav__item" >
< a href = "../fitbit-steps-intraday/" class = "md-nav__link" >
Fitbit Steps Intraday
< / a >
< / li >
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2020-12-08 03:12:19 +01:00
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< / ul >
< / nav >
< / li >
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2021-02-21 23:35:55 +01:00
< 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_4" type = "checkbox" id = "__nav_4_4" >
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< label class = "md-nav__link" for = "__nav_4_4" >
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Empatica
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Empatica" data-md-level = "2" >
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< label class = "md-nav__title" for = "__nav_4_4" >
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< 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 >
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< li class = "md-nav__item" >
< a href = "../add-new-features/" class = "md-nav__link" >
Add New Features
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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2020-12-08 03:12:19 +01:00
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2020-12-08 03:12:19 +01:00
2021-02-09 20:54:36 +01:00
< 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_5" type = "checkbox" id = "__nav_5" >
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< label class = "md-nav__link" for = "__nav_5" >
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Visualizations
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Visualizations" data-md-level = "1" >
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< label class = "md-nav__title" for = "__nav_5" >
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< span class = "md-nav__icon md-icon" > < / span >
Visualizations
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../../visualizations/data-quality-visualizations/" class = "md-nav__link" >
Data Quality
< / a >
< / li >
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2020-12-08 03:12:19 +01:00
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< li class = "md-nav__item" >
< a href = "../../visualizations/feature-visualizations/" class = "md-nav__link" >
Features
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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2020-12-08 03:12:19 +01:00
2021-02-09 20:54:36 +01:00
2020-12-08 03:12:19 +01:00
2021-02-09 20:54:36 +01:00
< 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_6" type = "checkbox" id = "__nav_6" >
< label class = "md-nav__link" for = "__nav_6" >
Analysis Workflows
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Analysis Workflows" data-md-level = "1" >
< label class = "md-nav__title" for = "__nav_6" >
< span class = "md-nav__icon md-icon" > < / span >
Analysis Workflows
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
< li class = "md-nav__item" >
< a href = "../../workflow-examples/analysis/" class = "md-nav__link" >
Complete Example
< / a >
< / li >
< / ul >
< / nav >
< / li >
< li class = "md-nav__item md-nav__item--section md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "__nav_7" type = "checkbox" id = "__nav_7" >
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< label class = "md-nav__link" for = "__nav_7" >
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Developers
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Developers" data-md-level = "1" >
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< label class = "md-nav__title" for = "__nav_7" >
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< span class = "md-nav__icon md-icon" > < / span >
Developers
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../../developers/git-flow/" class = "md-nav__link" >
Git Flow
< / a >
< / li >
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2020-12-08 03:12:19 +01:00
2021-02-09 20:54:36 +01:00
< li class = "md-nav__item" >
< a href = "../../developers/remote-support/" class = "md-nav__link" >
Remote Support
< / a >
< / li >
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2020-12-08 03:12:19 +01:00
2021-02-09 20:54:36 +01:00
< li class = "md-nav__item" >
< a href = "../../developers/virtual-environments/" class = "md-nav__link" >
Virtual Environments
< / a >
< / li >
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2020-12-08 03:12:19 +01:00
2021-02-09 20:54:36 +01:00
< li class = "md-nav__item" >
< a href = "../../developers/documentation/" class = "md-nav__link" >
Documentation
< / a >
< / li >
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RAPIDS provider
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< a href = "https://github.com/carissalow/rapids/edit/master/docs/features/fitbit-sleep-summary.md" title = "Edit this page" class = "md-content__button md-icon" >
< 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 = "fitbit-sleep-summary" > Fitbit Sleep Summary< a class = "headerlink" href = "#fitbit-sleep-summary" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [FITBIT_SLEEP_SUMMARY]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
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< td > < code > [CONTAINER]< / code > < / td >
< td > Container where your sleep summary data is stored, depending on the data stream you are using this can be a database table, a CSV file, etc.< / td >
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< / tr >
< / tbody >
< / table >
< h2 id = "rapids-provider" > RAPIDS provider< a class = "headerlink" href = "#rapids-provider" title = "Permanent link" > ¶ < / a > < / h2 >
< div class = "admonition info" >
< p class = "admonition-title" > Available time segments< / p >
< ul >
< li > Only available for segments that span 1 or more complete days (e.g. Jan 1< sup > st< / sup > 00:00 to Jan 3< sup > rd< / sup > 23:59)< / li >
< / ul >
< / div >
< div class = "admonition info" >
< p class = "admonition-title" > File Sequence< / p >
< div class = "highlight" > < pre > < span > < / span > < code > - data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_sleep_summary_raw.csv
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- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_sleep_summary_with_datetime.csv
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- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_sleep_summary_features/fitbit_sleep_summary_< span class = "o" > {< / span > language< span class = "o" > }< / span > _< span class = "o" > {< / span > provider_key< span class = "o" > }< / span > .csv
- data/processed/features/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_sleep_summary.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [FITBIT_SLEEP_SUMMARY][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [COMPUTE]< / code > < / td >
< td > Set to < code > True< / code > to extract < code > FITBIT_SLEEP_SUMMARY< / code > features from the < code > RAPIDS< / code > provider< / td >
< / tr >
< tr >
< td > < code > [SLEEP_TYPES]< / code > < / td >
< td > Types of sleep to be included in the feature extraction computation. Fitbit provides 3 types of sleep: < code > main< / code > , < code > nap< / code > , < code > all< / code > .< / td >
< / tr >
< tr >
< td > < code > [FEATURES]< / code > < / td >
< td > Features to be computed from sleep summary data, see table below< / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [FITBIT_SLEEP_SUMMARY][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > countepisodeTYPE< / td >
< td > episodes< / td >
< td > Number of sleep episodes for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > avgefficiencyTYPE< / td >
< td > scores< / td >
< td > Average sleep efficiency for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > sumdurationafterwakeupTYPE< / td >
< td > minutes< / td >
< td > Total duration the user stayed in bed after waking up for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > sumdurationasleepTYPE< / td >
< td > minutes< / td >
< td > Total sleep duration for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > sumdurationawakeTYPE< / td >
< td > minutes< / td >
< td > Total duration the user stayed awake but still in bed for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > sumdurationtofallasleepTYPE< / td >
< td > minutes< / td >
< td > Total duration the user spent to fall asleep for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > sumdurationinbedTYPE< / td >
< td > minutes< / td >
< td > Total duration the user stayed in bed (sumdurationtofallasleep + sumdurationawake + sumdurationasleep + sumdurationafterwakeup) for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > avgdurationafterwakeupTYPE< / td >
< td > minutes< / td >
< td > Average duration the user stayed in bed after waking up for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > avgdurationasleepTYPE< / td >
< td > minutes< / td >
< td > Average sleep duration for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > avgdurationawakeTYPE< / td >
< td > minutes< / td >
< td > Average duration the user stayed awake but still in bed for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > avgdurationtofallasleepTYPE< / td >
< td > minutes< / td >
< td > Average duration the user spent to fall asleep for a certain sleep type during a time segment.< / td >
< / tr >
< tr >
< td > avgdurationinbedTYPE< / td >
< td > minutes< / td >
< td > Average duration the user stayed in bed (sumdurationtofallasleep + sumdurationawake + sumdurationasleep + sumdurationafterwakeup) for a certain sleep type during a time segment.< / td >
< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li >
< p > There are three sleep types (TYPE): < code > main< / code > , < code > nap< / code > , < code > all< / code > . The < code > all< / code > type contains both main sleep and naps.< / p >
< / li >
< li >
< p > There are two versions of Fitbit’ < a href = "https://dev.fitbit.com/build/reference/web-api/sleep-v1/" > version 1< / a > and < a href = "https://dev.fitbit.com/build/reference/web-api/sleep/" > version 1.2< / a > ), and each provides raw sleep data in a different format:< / p >
< ul >
< li > < em > Count & duration summaries< / em > . < code > v1< / code > contains < code > count_awake< / code > , < code > duration_awake< / code > , < code > count_awakenings< / code > , < code > count_restless< / code > , and < code > duration_restless< / code > fields for every sleep record but < code > v1.2< / code > does not.< / li >
< / ul >
< / li >
< li >
< p > < em > API columns< / em > . Features are computed based on the values provided by Fitbit’ < code > efficiency< / code > , < code > minutes_after_wakeup< / code > , < code > minutes_asleep< / code > , < code > minutes_awake< / code > , < code > minutes_to_fall_asleep< / code > , < code > minutes_in_bed< / code > , < code > is_main_sleep< / code > and < code > type< / code > .< / p >
< / li >
< / ol >
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