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RAPIDS
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Setup
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Setup
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Example Workflows
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Example Workflows
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Minimal
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Behavioral Features
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< nav class = "md-nav" aria-label = "Behavioral Features" data-md-level = "1" >
< label class = "md-nav__title" for = "__nav_4" >
< span class = "md-nav__icon md-icon" > < / span >
Behavioral Features
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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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--active md-nav__item--nested" >
< input class = "md-nav__toggle md-toggle" data-md-toggle = "__nav_4_2" type = "checkbox" id = "__nav_4_2" checked >
< label class = "md-nav__link" for = "__nav_4_2" >
Phone
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Phone" data-md-level = "2" >
< label class = "md-nav__title" for = "__nav_4_2" >
< span class = "md-nav__icon md-icon" > < / span >
Phone
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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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-foreground/" class = "md-nav__link" >
Phone Applications Foreground
< / 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 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" >
Phone Calls
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< a href = "./" class = "md-nav__link md-nav__link--active" >
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Phone Calls
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< / a >
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< 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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< 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-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-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--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 >
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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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< li class = "md-nav__item" >
< a href = "../fitbit-sleep-summary/" class = "md-nav__link" >
Fitbit Sleep Summary
< / 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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< li class = "md-nav__item" >
< a href = "../fitbit-steps-intraday/" class = "md-nav__link" >
Fitbit Steps Intraday
< / a >
< / li >
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< / 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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< 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
< span class = "md-nav__icon md-icon" > < / span >
< / label >
< nav class = "md-nav" aria-label = "Visualizations" data-md-level = "1" >
< label class = "md-nav__title" for = "__nav_5" >
< 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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< 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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< li class = "md-nav__item md-nav__item--section md-nav__item--nested" >
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Developers
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< nav class = "md-nav" aria-label = "Developers" data-md-level = "1" >
< label class = "md-nav__title" for = "__nav_6" >
< 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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< li class = "md-nav__item" >
< a href = "../../developers/remote-support/" class = "md-nav__link" >
Remote Support
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/virtual-environments/" class = "md-nav__link" >
Virtual Environments
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/documentation/" class = "md-nav__link" >
Documentation
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/testing/" class = "md-nav__link" >
Testing
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../developers/test-cases/" class = "md-nav__link" >
Test cases
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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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_7" type = "checkbox" id = "__nav_7" >
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Others
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< nav class = "md-nav" aria-label = "Others" data-md-level = "1" >
< label class = "md-nav__title" for = "__nav_7" >
< span class = "md-nav__icon md-icon" > < / span >
Others
< / label >
< ul class = "md-nav__list" data-md-scrollfix >
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< li class = "md-nav__item" >
< a href = "../../migrating-from-old-versions/" class = "md-nav__link" >
Migrating from beta
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../code_of_conduct/" class = "md-nav__link" >
Code of Conduct
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../faq/" class = "md-nav__link" >
FAQ
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../team/" class = "md-nav__link" >
Team
< / a >
< / li >
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< li class = "md-nav__item" >
< a href = "../../change-log/" class = "md-nav__link" >
Change Log
< / a >
< / li >
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2020-12-12 23:19:03 +01:00
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< li class = "md-nav__item" >
< a href = "../../citation/" class = "md-nav__link" >
Citation
< / a >
< / li >
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< / ul >
< / nav >
< / li >
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< / ul >
< / nav >
< / div >
< / div >
< / div >
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< div class = "md-sidebar md-sidebar--secondary" data-md-component = "sidebar" data-md-type = "toc" >
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< div class = "md-sidebar__scrollwrap" >
< div class = "md-sidebar__inner" >
< 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 >
< / div >
< / div >
< / div >
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< div class = "md-content" data-md-component = "content" >
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< article class = "md-content__inner md-typeset" >
< a href = "https://github.com/carissalow/rapids/edit/master/docs/features/phone-calls.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 >
< / a >
< h1 id = "phone-calls" > Phone Calls< a class = "headerlink" href = "#phone-calls" title = "Permanent link" > ¶ < / a > < / h1 >
< p > Sensor parameters description for < code > [PHONE_CALLS]< / code > :< / p >
< table >
< thead >
< tr >
< th > Key < / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > [TABLE]< / code > < / td >
< td > Database table where the calls data is stored< / td >
< / 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 and platforms< / p >
< ul >
< li > Available for all time segments< / li >
< li > Available for Android and iOS< / 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 > /phone_calls_raw.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_calls_with_datetime.csv
- data/raw/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_calls_with_datetime_unified.csv
- data/interim/< span class = "o" > {< / span > pid< span class = "o" > }< / span > /phone_calls_features/phone_calls_< 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 > /phone_calls.csv
< / code > < / pre > < / div >
< / div >
< p > Parameters description for < code > [PHONE_CALLS][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 > PHONE_CALLS< / code > features from the < code > RAPIDS< / code > provider< / td >
< / tr >
< tr >
< td > < code > [CALL_TYPES]< / code > < / td >
< td > The particular call_type that will be analyzed. The options for this parameter are incoming, outgoing or missed.< / td >
< / tr >
< tr >
< td > < code > [FEATURES]< / code > < / td >
< td > Features to be computed for < code > outgoing< / code > , < code > incoming< / code > , and < code > missed< / code > calls. Note that the same features are available for both incoming and outgoing calls, while missed calls has its own set of features. See the tables below.< / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [PHONE_CALLS][PROVIDERS][RAPIDS]< / code > incoming and outgoing calls:< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > count< / td >
< td > calls< / td >
< td > Number of calls of a particular < code > call_type< / code > occurred during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > distinctcontacts< / td >
< td > contacts< / td >
< td > Number of distinct contacts that are associated with a particular < code > call_type< / code > for a particular < code > time_segment< / code > < / td >
< / tr >
< tr >
< td > meanduration< / td >
< td > seconds< / td >
< td > The mean duration of all calls of a particular < code > call_type< / code > during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > sumduration< / td >
< td > seconds< / td >
< td > The sum of the duration of all calls of a particular < code > call_type< / code > during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > minduration< / td >
< td > seconds< / td >
< td > The duration of the shortest call of a particular < code > call_type< / code > during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > maxduration< / td >
< td > seconds< / td >
< td > The duration of the longest call of a particular < code > call_type< / code > during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > stdduration< / td >
< td > seconds< / td >
< td > The standard deviation of the duration of all the calls of a particular < code > call_type< / code > during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > modeduration< / td >
< td > seconds< / td >
< td > The mode of the duration of all the calls of a particular < code > call_type< / code > during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > entropyduration< / td >
< td > nats< / td >
< td > The estimate of the Shannon entropy for the the duration of all the calls of a particular < code > call_type< / code > during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > timefirstcall< / td >
< td > minutes< / td >
< td > The time in minutes between 12:00am (midnight) and the first call of < code > call_type< / code > .< / td >
< / tr >
< tr >
< td > timelastcall< / td >
< td > minutes< / td >
< td > The time in minutes between 12:00am (midnight) and the last call of < code > call_type< / code > .< / td >
< / tr >
< tr >
< td > countmostfrequentcontact< / td >
< td > calls< / td >
< td > The number of calls of a particular < code > call_type< / code > during a particular < code > time_segment< / code > of the most frequent contact throughout the monitored period.< / td >
< / tr >
< / tbody >
< / table >
< p > Features description for < code > [PHONE_CALLS][PROVIDERS][RAPIDS]< / code > missed calls:< / p >
< table >
< thead >
< tr >
< th > Feature< / th >
< th > Units< / th >
< th > Description< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > count< / td >
< td > calls< / td >
< td > Number of < code > missed< / code > calls that occurred during a particular < code > time_segment< / code > .< / td >
< / tr >
< tr >
< td > distinctcontacts< / td >
< td > contacts< / td >
< td > Number of distinct contacts that are associated with < code > missed< / code > calls for a particular < code > time_segment< / code > < / td >
< / tr >
< tr >
< td > timefirstcall< / td >
< td > minutes< / td >
< td > The time in hours from 12:00am (Midnight) that the first < code > missed< / code > call occurred.< / td >
< / tr >
< tr >
< td > timelastcall< / td >
< td > minutes< / td >
< td > The time in hours from 12:00am (Midnight) that the last < code > missed< / code > call occurred.< / td >
< / tr >
< tr >
< td > countmostfrequentcontact< / td >
< td > calls< / td >
< td > The number of < code > missed< / code > calls during a particular < code > time_segment< / code > of the most frequent contact throughout the monitored period.< / td >
< / tr >
< / tbody >
< / table >
< div class = "admonition note" >
< p class = "admonition-title" > Assumptions/Observations< / p >
< ol >
< li > Traces for iOS calls are unique even for the same contact calling a participant more than once which renders < code > countmostfrequentcontact< / code > meaningless and < code > distinctcontacts< / code > equal to the total number of traces. < / li >
< li > < code > [CALL_TYPES]< / code > and < code > [FEATURES]< / code > keys in < code > config.yaml< / code > need to match. For example, < code > [CALL_TYPES]< / code > < code > outgoing< / code > matches the < code > [FEATURES]< / code > key < code > outgoing< / code > < / li >
< li > iOS calls data is transformed to match Android calls data format. See our < a href = "algorithms/phone-algorithms.md#phone-calls" > algorithm< / a > < / li >
< / ol >
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