4.5 KiB
Phone Activity Recognition
Sensor parameters description for [PHONE_ACTIVITY_RECOGNITION]
:
Key | Description |
---|---|
[TABLE][ANDROID] |
Database table where the activity data from Android devices is stored (the AWARE client saves this data on different tables for Android and iOS) |
[TABLE][IOS] |
Database table where the activity data from iOS devices is stored (the AWARE client saves this data on different tables for Android and iOS) |
[EPISODE_THRESHOLD_BETWEEN_ROWS] |
Difference in minutes between any two rows for them to be considered part of the same activity episode |
RAPIDS provider
!!! info "Available time segments and platforms" - Available for all time segments - Available for Android and iOS
!!! info "File Sequence"
bash - data/raw/{pid}/phone_activity_recognition_raw.csv - data/raw/{pid}/phone_activity_recognition_with_datetime.csv - data/raw/{pid}/phone_activity_recognition_with_datetime_unified.csv - data/interim/{pid}/phone_activity_recognition_episodes.csv - data/interim/{pid}/phone_activity_recognition_episodes_resampled.csv - data/interim/{pid}/phone_activity_recognition_episodes_resampled_with_datetime.csv - data/interim/{pid}/phone_activity_recognition_features/phone_activity_recognition_{language}_{provider_key}.csv - data/processed/features/{pid}/phone_activity_recognition.csv
Parameters description for [PHONE_ACTIVITY_RECOGNITION][PROVIDERS][RAPIDS]
:
Key | Description |
---|---|
[COMPUTE] |
Set to True to extract PHONE_ACTIVITY_RECOGNITION features from the RAPIDS provider |
[FEATURES] |
Features to be computed, see table below |
[ACTIVITY_CLASSES][STATIONARY] |
An array of the activity labels to be considered in the STATIONARY category choose any of still , tilting |
[ACTIVITY_CLASSES][MOBILE] |
An array of the activity labels to be considered in the MOBILE category choose any of on_foot , walking , running , on_bicycle |
[ACTIVITY_CLASSES][VEHICLE] |
An array of the activity labels to be considered in the VEHICLE category choose any of in_vehicule |
Features description for [PHONE_ACTIVITY_RECOGNITION][PROVIDERS][RAPIDS]
:
Feature | Units | Description |
---|---|---|
count | rows | Number of episodes. |
mostcommonactivity | activity type | The most common activity type (e.g. still , on_foot , etc.). If there is a tie, the first one is chosen. |
countuniqueactivities | activity type | Number of unique activities. |
durationstationary | minutes | The total duration of [ACTIVITY_CLASSES][STATIONARY] episodes |
durationmobile | minutes | The total duration of [ACTIVITY_CLASSES][MOBILE] episodes of on foot, running, and on bicycle activities |
durationvehicle | minutes | The total duration of [ACTIVITY_CLASSES][VEHICLE] episodes of on vehicle activity |
!!! note "Assumptions/Observations" 1. iOS Activity Recognition names and types are unified with Android labels:
| iOS Activity Name | Android Activity Name | Android Activity Type |
|----|----|----|
|`walking`| `walking` | `7`
|`running`| `running` | `8`
|`cycling`| `on_bicycle` | `1`
|`automotive`| `in_vehicle` | `0`
|`stationary`| `still` | `3`
|`unknown`| `unknown` | `4`
2. In AWARE, Activity Recognition data for Android and iOS are stored in two different database tables, RAPIDS automatically infers what platform each participant belongs to based on their [participant file](../../setup/configuration/#participant-files).