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