`aware_csv`¶

This data stream handles iOS and Android sensor data collected with the AWARE Framework and stored in CSV files.

Warning

The CSV files have to use , as separator, \ as escape character (do not escape " with ""), and wrap any string columns with ".

See examples in the CSV files inside rapids_example_csv.zip

Example of a valid CSV file

"_id","timestamp","device_id","activities","confidence","stationary","walking","running","automotive","cycling","unknown","label"
1,1587528000000,"13dbc8a3-dae3-4834-823a-4bc96a7d459d","[\"stationary\"]",2,1,0,0,0,0,0,""
2,1587528060000,"13dbc8a3-dae3-4834-823a-4bc96a7d459d","[\"stationary\"]",2,1,0,0,0,0,0,"supplement"
3,1587528120000,"13dbc8a3-dae3-4834-823a-4bc96a7d459d","[\"stationary\"]",2,1,0,0,0,0,0,"supplement"
4,1587528180000,"13dbc8a3-dae3-4834-823a-4bc96a7d459d","[\"stationary\"]",2,1,0,0,0,0,0,"supplement"
5,1587528240000,"13dbc8a3-dae3-4834-823a-4bc96a7d459d","[\"stationary\"]",2,1,0,0,0,0,0,"supplement"
6,1587528300000,"13dbc8a3-dae3-4834-823a-4bc96a7d459d","[\"stationary\"]",2,1,0,0,0,0,0,"supplement"
7,1587528360000,"13dbc8a3-dae3-4834-823a-4bc96a7d459d","[\"stationary\"]",2,1,0,0,0,0,0,"supplement"

Container¶

A CSV file per sensor, each containing the data for all participants.

The script to connect and download data from this container is at:

src/data/streams/aware_csv/container.R

Format¶

If you collected sensor data with the vanilla (original) AWARE mobile clients, you shouldn’t need to modify this format (described below).

Remember that a format maps and transforms columns in your raw data stream to the mandatory columns RAPIDS needs.

The yaml file that describes the format of this data stream is at:

src/data/streams/aware_csv/format.yaml

For some sensors, we need to transform iOS data into Android format; you can refer to OS complex mapping for learn how this works.

Hint

The mappings in this stream (RAPIDS/Stream) are the same names because AWARE data was the first stream RAPIDS supported, meaning that it considers AWARE column names the default.

PHONE_ACCELEROMETER

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
DOUBLE_VALUES_0	double_values_0
DOUBLE_VALUES_1	double_values_1
DOUBLE_VALUES_2	double_values_2

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

Same as ANDROID

PHONE_ACTIVITY_RECOGNITION

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
ACTIVITY_NAME	activity_name
ACTIVITY_TYPE	activity_type
CONFIDENCE	confidence

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
ACTIVITY_NAME	FLAG_TO_MUTATE
ACTIVITY_TYPE	FLAG_TO_MUTATE
CONFIDENCE	FLAG_TO_MUTATE

MUTATION

COLUMN_MAPPINGS

Script column	Stream column
ACTIVITIES	activities
CONFIDENCE	confidence

SCRIPTS

src/data/streams/mutations/phone/aware/activity_recogniton_ios_unification.R

Note

For RAPIDS columns of ACTIVITY_NAME and ACTIVITY_TYPE:

if stream’s activities field is automotive, set ACTIVITY_NAME = in_vehicle and ACTIVITY_TYPE = 0
if stream’s activities field is cycling, set ACTIVITY_NAME = on_bicycle and ACTIVITY_TYPE = 1
if stream’s activities field is walking, set ACTIVITY_NAME = walking and ACTIVITY_TYPE = 7
if stream’s activities field is running, set ACTIVITY_NAME = running and ACTIVITY_TYPE = 8
if stream’s activities field is stationary, set ACTIVITY_NAME = still and ACTIVITY_TYPE = 3
if stream’s activities field is unknown, set ACTIVITY_NAME = unknown and ACTIVITY_TYPE = 4

For RAPIDS CONFIDENCE column:

if stream’s confidence field is 0, set CONFIDENCE = 0
if stream’s confidence field is 1, set CONFIDENCE = 50
if stream’s confidence field is 2, set CONFIDENCE = 100

PHONE_APPLICATIONS_CRASHES

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
PACKAGE_NAME	package_name
APPLICATION_NAME	application_name
APPLICATION_VERSION	application_version
ERROR_SHORT	error_short
ERROR_LONG	error_long
ERROR_CONDITION	error_condition
IS_SYSTEM_APP	is_system_app

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

This sensor is not supported by iOS devices.

PHONE_APPLICATIONS_FOREGROUND

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
PACKAGE_NAME	package_name
APPLICATION_NAME	application_name
IS_SYSTEM_APP	is_system_app

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

This sensor is not supported by iOS devices.

PHONE_APPLICATIONS_NOTIFICATIONS

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
PACKAGE_NAME	package_name
APPLICATION_NAME	application_name
TEXT	text
SOUND	sound
VIBRATE	vibrate
DEFAULTS	defaults
FLAGS	flags

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

This sensor is not supported by iOS devices.

PHONE_BATTERY

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
BATTERY_STATUS	battery_status
BATTERY_LEVEL	battery_level
BATTERY_SCALE	battery_scale

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS Client V1

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
BATTERY_STATUS	FLAG_TO_MUTATE
BATTERY_LEVEL	battery_level
BATTERY_SCALE	battery_scale

MUTATION

COLUMN_MAPPINGS

Script column	Stream column
BATTERY_STATUS	battery_status

SCRIPTS

src/data/streams/mutations/phone/aware/battery_ios_unification.R

Note

For RAPIDS BATTERY_STATUS column:

if stream’s battery_status field is 3, set BATTERY_STATUS = 5 (full status)
if stream’s battery_status field is 1, set BATTERY_STATUS = 3 (discharge)

IOS Client V2

Same as ANDROID

PHONE_BLUETOOTH

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
BT_ADDRESS	bt_address
BT_NAME	bt_name
BT_RSSI	bt_rssi

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

This sensor is not supported by iOS devices.

PHONE_CALLS

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
CALL_TYPE	call_type
CALL_DURATION	call_duration
TRACE	trace

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
CALL_TYPE	FLAG_TO_MUTATE
CALL_DURATION	call_duration
TRACE	trace

MUTATION

COLUMN_MAPPINGS

Script column	Stream column
CALL_TYPE	call_type

SCRIPTS

src/data/streams/mutations/phone/aware/calls_ios_unification.R

Note

We transform iOS call logs into Android’s format. iOS stores call status: 1=incoming, 2=connected, 3=dialing, 4=disconnected, as opposed to Android’s events: 1=incoming, 2=outgoing, 3=missed.

We follow this algorithm to convert iOS call data (there are some inaccuracies in the way we handle sequences, see new rules below):

Search for the disconnected (4) status as it is common to all calls
Group all events that preceded every status 4
We convert every 1,2,4 (or 2,1,4) sequence to an incoming call
We convert every 3,2,4 (or 2,3,4) sequence to an outgoing call
We convert every 1,4 or 3,4 sequence to a missed call (either incoming or outgoing)
We set the duration of the call to be the sum of every status (dialing/ringing to hangup) as opposed to the duration of the last status (pick up to hang up)

Tested with an Android (OnePlus 7T) and an iPhone XR

Call type	Android (duration)	iOS (duration)	New Rule
Outgoing missed ended by me	2 (0)	3,4 (0,X)	3,4 is converted to 2 with duration 0
Outgoing missed ended by them	2(0)	3,2,4 (0,X,X2)	3,2,4 is converted to 2 with duration X2*
Incoming missed ended by me	NA**	1,4 (0,X)	1,4 is converted to 3 with duration 0
Incoming missed ended by them	3(0)	1,4 (0,X)	1,4 is converted to 3 with duration 0
Outgoing answered	2(X excluding dialing time)	3,2,4 (0,X,X2)	3,2,4 is converted to 2 with duration X2
Incoming answered	1(X excluding dialing time)	1,2,4 (0,X,X2)	1,2,4 is converted to 1 with duration X2

.* There is no way to differentiate an outgoing missed call ended by them from an outgoing answered call because the phone goes directly to voice mail and it counts as call time (essentially the voice mail answered).

.** Android does not record incoming missed calls ended by the participant, just those ended by the person calling or ignored by the participant.

PHONE_CONVERSATION

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
DOUBLE_ENERGY	double_energy
INFERENCE	inference
DOUBLE_CONVO_START	double_convo_start
DOUBLE_CONVO_END	double_convo_end

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
DOUBLE_ENERGY	double_energy
INFERENCE	inference
DOUBLE_CONVO_START	FLAG_TO_MUTATE
DOUBLE_CONVO_END	FLAG_TO_MUTATE

MUTATION

COLUMN_MAPPINGS

Script column	Stream column
DOUBLE_CONVO_START	double_convo_start
DOUBLE_CONVO_END	double_convo_end

SCRIPTS

src/data/streams/mutations/phone/aware/conversation_ios_timestamp.R

Note

For RAPIDS columns of DOUBLE_CONVO_START and DOUBLE_CONVO_END:

if stream’s double_convo_start field is smaller than 9999999999, it is in seconds instead of milliseconds. Set DOUBLE_CONVO_START = 1000 * double_convo_start.
if stream’s double_convo_end field is smaller than 9999999999, it is in seconds instead of milliseconds. Set DOUBLE_CONVO_END = 1000 * double_convo_end.

PHONE_KEYBOARD

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
PACKAGE_NAME	package_name
BEFORE_TEXT	before_text
CURRENT_TEXT	current_text
IS_PASSWORD	is_password

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

This sensor is not supported by iOS devices.

PHONE_LIGHT

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
DOUBLE_LIGHT_LUX	double_light_lux
ACCURACY	accuracy

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

This sensor is not supported by iOS devices.

PHONE_LOCATIONS

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
DOUBLE_LATITUDE	double_latitude
DOUBLE_LONGITUDE	double_longitude
DOUBLE_BEARING	double_bearing
DOUBLE_SPEED	double_speed
DOUBLE_ALTITUDE	double_altitude
PROVIDER	provider
ACCURACY	accuracy

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

Same as ANDROID

PHONE_LOG

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
LOG_MESSAGE	log_message

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

Same as ANDROID

PHONE_MESSAGES

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
MESSAGE_TYPE	message_type
TRACE	trace

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

This sensor is not supported by iOS devices.

PHONE_SCREEN

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
SCREEN_STATUS	screen_status

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
SCREEN_STATUS	FLAG_TO_MUTATE

MUTATION

COLUMN_MAPPINGS

Script column	Stream column
SCREEN_STATUS	screen_status

SCRIPTS

src/data/streams/mutations/phone/aware/screen_ios_unification.R

Note

For SCREEN_STATUS RAPIDS column:

if stream’s screen_status field is 2 (lock episode), set SCREEN_STATUS = 0 (off episode).

PHONE_WIFI_CONNECTED

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
MAC_ADDRESS	mac_address
SSID	ssid
BSSID	bssid

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

Same as ANDROID

PHONE_WIFI_VISIBLE

ANDROID

RAPIDS_COLUMN_MAPPINGS

RAPIDS column	Stream column
TIMESTAMP	timestamp
DEVICE_ID	device_id
SSID	ssid
BSSID	bssid
SECURITY	security
FREQUENCY	frequency
RSSI	rssi

MUTATION

COLUMN_MAPPINGS (None)
SCRIPTS (None)

IOS

This sensor is not supported by iOS devices.

aware_csv¶

Container¶

Format¶

Comments

`aware_csv`¶