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RAPIDS
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Fitbit Steps Intraday
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Setup
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File Structure
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Installation
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Configuration
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Example Workflows
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Example Workflows
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Minimal
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Analysis
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Behavioral Features
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Behavioral Features
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Introduction
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Phone
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Phone
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Phone Accelerometer
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Phone Activity Recognition
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Phone Applications Foreground
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Phone Battery
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Phone Bluetooth
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Phone Calls
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Phone Conversation
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Phone Data Yield
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Phone Light
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Phone Locations
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Phone Messages
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Phone Screen
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Phone WiFI Connected
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Phone WiFI Visible
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Fitbit
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Fitbit
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Fitbit Heart Rate Summary
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Fitbit Heart Rate Intraday
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Fitbit Sleep Summary
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Fitbit Steps Summary
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Fitbit Steps Intraday
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Fitbit Steps Intraday
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Table of contents
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RAPIDS provider
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< a href = "https://github.com/carissalow/rapids/edit/master/docs/features/fitbit-steps-intraday.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-steps-intraday" > Fitbit Steps Intraday< a class = "headerlink" href = "#fitbit-steps-intraday" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [FITBIT_STEPS_INTRADAY]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [TABLE]< / code > < / td >
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< td > Database table name or file path where the steps intraday data is stored. The configuration keys in < a href = "../../setup/configuration/#device-data-source-configuration" > Device Data Source Configuration< / a > control whether this parameter is interpreted as table or file.< / td >
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< / tr >
< / tbody >
< / table >
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< p > The format of the column(s) containing the Fitbit sensor data can be < code > JSON< / code > or < code > PLAIN_TEXT< / code > . The data in < code > JSON< / code > format is obtained directly from the Fitbit API. We support < code > PLAIN_TEXT< / code > in case you already parsed your data and don’ t have access to your participants’ Fitbit accounts anymore. If your data is in < code > JSON< / code > format then summary and intraday data come packed together. < / p >
< p > We provide examples of the input format that RAPIDS expects, note that both examples for < code > JSON< / code > and < code > PLAIN_TEXT< / code > are tabular and the actual format difference comes in the < code > fitbit_data< / code > column (we truncate the < code > JSON< / code > example for brevity).< / p >
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< details class = "example" > < summary > Example of the structure of source data< / summary > < 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" > JSON< / label > < div class = "tabbed-content" >
< table >
< thead >
< tr >
< th > device_id< / th >
< th > fitbit_data< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > “ activities-steps” :[{“ dateTime” :” 2020-10-07” ,” value” :” 1775” }],” activities-steps-intraday” :{“ dataset” :[{“ time” :” 00:00:00” ,” value” :5},{“ time” :” 00:01:00” ,” value” :3},{“ time” :” 00:02:00” ,” value” :0},… ],” datasetInterval” :1,” datasetType” :” minute” }}< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > “ activities-steps” :[{“ dateTime” :” 2020-10-08” ,” value” :” 3201” }],” activities-steps-intraday” :{“ dataset” :[{“ time” :” 00:00:00” ,” value” :14},{“ time” :” 00:01:00” ,” value” :11},{“ time” :” 00:02:00” ,” value” :10},… ],” datasetInterval” :1,” datasetType” :” minute” }}< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > “ activities-steps” :[{“ dateTime” :” 2020-10-09” ,” value” :” 998” }],” activities-steps-intraday” :{“ dataset” :[{“ time” :” 00:00:00” ,” value” :0},{“ time” :” 00:01:00” ,” value” :0},{“ time” :” 00:02:00” ,” value” :0},… ],” datasetInterval” :1,” datasetType” :” minute” }}< / td >
< / tr >
< / tbody >
< / table >
< / div >
< input id = "__tabbed_1_2" name = "__tabbed_1" type = "radio" / > < label for = "__tabbed_1_2" > PLAIN_TEXT< / label > < div class = "tabbed-content" >
< table >
< thead >
< tr >
< th > device_id< / th >
< th > local_date_time< / th >
< th > steps< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-07 00:00:00< / td >
< td > 5< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-07 00:01:00< / td >
< td > 3< / td >
< / tr >
< tr >
< td > a748ee1a-1d0b-4ae9-9074-279a2b6ba524< / td >
< td > 2020-10-07 00:02:00< / td >
< td > 0< / td >
< / tr >
< / tbody >
< / table >
< / div >
< / div >
< / details >
< h2 id = "rapids-provider" > RAPIDS provider< a class = "headerlink" href = "#rapids-provider" title = "Permanent link" > ¶ < / a > < / h2 >
< div class = "admonition info" >
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< p class = "admonition-title" > Available time segments< / p >
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< ul >
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< li > Available for all time segments< / li >
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< / 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_steps_intraday_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_steps_intraday_parsed.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_steps_intraday_parsed_with_datetime.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /fitbit_steps_intraday_features/fitbit_steps_intraday_< 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_steps_intraday.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [FITBIT_STEPS_INTRADAY][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_STEPS_INTRADAY< / code > features from the < code > RAPIDS< / code > provider< / td >
< / tr >
< tr >
< td > < code > [FEATURES]< / code > < / td >
< td > Features to be computed from steps intraday data, see table below< / td >
< / tr >
< tr >
< td > < code > [THRESHOLD_ACTIVE_BOUT]< / code > < / td >
< td > Every minute with Fitbit steps data wil be labelled as < code > sedentary< / code > if its step count is below this threshold, otherwise, < code > active< / code > .< / td >
< / tr >
< tr >
< td > < code > [INCLUDE_ZERO_STEP_ROWS]< / code > < / td >
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< td > Whether or not to include time segments with a 0 step count during the whole day.< / td >
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< / tr >
< / tbody >
< / table >
< p > Features description for < code > [FITBIT_STEPS_INTRADAY][PROVIDERS][RAPIDS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > sumsteps< / td >
< td > steps< / td >
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< td > The total step count during a time segment.< / td >
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< / tr >
< tr >
< td > maxsteps< / td >
< td > steps< / td >
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< td > The maximum step count during a time segment.< / td >
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< / tr >
< tr >
< td > minsteps< / td >
< td > steps< / td >
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< td > The minimum step count during a time segment.< / td >
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< / tr >
< tr >
< td > avgsteps< / td >
< td > steps< / td >
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< td > The average step count during a time segment.< / td >
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< / tr >
< tr >
< td > stdsteps< / td >
< td > steps< / td >
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< td > The standard deviation of step count during a time segment.< / td >
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< / tr >
< tr >
< td > countepisodesedentarybout< / td >
< td > bouts< / td >
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< td > Number of sedentary bouts during a time segment.< / td >
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< / tr >
< tr >
< td > sumdurationsedentarybout< / td >
< td > minutes< / td >
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< td > Total duration of all sedentary bouts during a time segment.< / td >
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< / tr >
< tr >
< td > maxdurationsedentarybout< / td >
< td > minutes< / td >
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< td > The maximum duration of any sedentary bout during a time segment.< / td >
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< / tr >
< tr >
< td > mindurationsedentarybout< / td >
< td > minutes< / td >
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< td > The minimum duration of any sedentary bout during a time segment.< / td >
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< / tr >
< tr >
< td > avgdurationsedentarybout< / td >
< td > minutes< / td >
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< td > The average duration of sedentary bouts during a time segment.< / td >
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< / tr >
< tr >
< td > stddurationsedentarybout< / td >
< td > minutes< / td >
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< td > The standard deviation of the duration of sedentary bouts during a time segment.< / td >
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< / tr >
< tr >
< td > countepisodeactivebout< / td >
< td > bouts< / td >
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< td > Number of active bouts during a time segment.< / td >
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< / tr >
< tr >
< td > sumdurationactivebout< / td >
< td > minutes< / td >
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< td > Total duration of all active bouts during a time segment.< / td >
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< / tr >
< tr >
< td > maxdurationactivebout< / td >
< td > minutes< / td >
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< td > The maximum duration of any active bout during a time segment.< / td >
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< / tr >
< tr >
< td > mindurationactivebout< / td >
< td > minutes< / td >
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< td > The minimum duration of any active bout during a time segment.< / td >
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< / tr >
< tr >
< td > avgdurationactivebout< / td >
< td > minutes< / td >
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< td > The average duration of active bouts during a time segment.< / td >
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< / tr >
< tr >
< td > stddurationactivebout< / td >
< td > minutes< / td >
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< td > The standard deviation of the duration of active bouts during a time segment.< / td >
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< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li > < em > Active and sedentary bouts< / em > . If the step count per minute is smaller than < code > THRESHOLD_ACTIVE_BOUT< / code > (default value is 10), that minute is labelled as sedentary, otherwise, is labelled as active. Active and sedentary bouts are periods of consecutive minutes labelled as < code > active< / code > or < code > sedentary< / code > .< / li >
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< / div >
< script src = "../../assets/javascripts/vendor.12f39d2a.min.js" > < / script >
< script src = "../../assets/javascripts/bundle.d371fdb2.min.js" > < / script > < script id = "__lang" type = "application/json" > { "clipboard.copy" : "Copy to clipboard" , "clipboard.copied" : "Copied to clipboard" , "search.config.lang" : "en" , "search.config.pipeline" : "trimmer, stopWordFilter" , "search.config.separator" : "[\\s\\-]+" , "search.placeholder" : "Search" , "search.result.placeholder" : "Type to start searching" , "search.result.none" : "No matching documents" , "search.result.one" : "1 matching document" , "search.result.other" : "# matching documents" , "search.result.more.one" : "1 more on this page" , "search.result.more.other" : "# more on this page" , "search.result.term.missing" : "Missing" } < / script >
< script >
app = initialize({
base: "../..",
features: ['navigation.sections', 'search.suggest', 'search.highlight'],
search: Object.assign({
worker: "../../assets/javascripts/worker/search.0f64ce30.min.js"
}, typeof search !== "undefined" & & search),
version: {'method': 'mike'}
})
< / script >
< script src = "https://polyfill.io/v3/polyfill.min.js?features=es6" > < / script >
< script src = "https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js" > < / script >
< script src = "../../javascripts/extra.js" > < / script >
< / body >
< / html >
