Refactor testing

.github/workflows/tests.yaml

@@ -67,7 +67,7 @@ jobs:
         shell: bash -l {0}
         run : |
             conda activate rapidstests
-            bash tests/scripts/run_tests.sh all test 
+            bash tests/scripts/run_tests.sh -t all
       - name: Release tag
         if: success() && startsWith(github.ref, 'refs/tags')
         id: create_release

docs/developers/testing.md

@@ -1,26 +1,37 @@
 # Testing
 
-The following is a simple guide to testing RAPIDS. All files necessary for testing are stored in the `/tests` directory
+The following is a simple guide to run RAPIDS' tests. All files necessary for testing are stored in the `./tests/` directory
 
 ## Steps for Testing
 
-1.  To begin testing RAPIDS place the fake raw input data `csv` files of each fake participant in
+1. **Add raw data.**
-    `tests/data/raw/`. The fake participant files should be placed in
+    1. Add the raw data to the corresponding sensor CSV file in `tests/data/external/aware_csv`. Create the CSV if it does not exist.
-    `tests/data/external/participant_files`. The expected output files of RAPIDS after
+2. **Link raw data.**
-    processing the input data should be placed in `tests/data/processesd/frequency` and `tests/data/processesd/periodic` for frequency and periodic respectively.
+    1. Make sure that you link the new raw data to a participant by using the same `device_id` in the data and in `[DEVICE_IDS]` inside their participant file (`tests/data/external/participant_files/testXX.yaml`). 
-2.  Edit `tests/settings/frequency/config.yaml` and `tests/settings/periodic/config.yaml` to add and/or remove the rules
+    2. Create the participant file if it does not exist, and don't forget to edit `[PIDS]` in the config file of the time segments you are testing (see below). For simplicity, we use a participant's id (`testXX`) as their `device_id`.
-    to be run for testing from the `forcerun` list.
+3. **Edit the config file.**
-3.  Edit `tests/settings/frequency/testing_config.yaml` and `tests/settings/frequency/testing_config.yaml` to configure the        settings and enable/disable sensors to be tested.
+    1. Activate the sensor provider you are testing if it isn't already. Set `[SENSOR][PROVIDER][COMPUTE]` to `TRUE` in the `config.yaml` of the time segments you are testing:
-4.  Add any additional testscripts in `tests/scripts`.
+    ```yaml
-5.  Run the testing shell script with
+    - tests/settings/frequency_config.yaml # For frequency time segments
-    ```bash
+    - tests/settings/periodic_config.yaml # For periodic time segments
-    tests/scripts/run_tests.sh
+    # We have not tested events time segments yet
-    run_test.sh [-l] [all | periodic | frequency] [test]
+    ```
+4. **Run the pipeline and tests.**
+    1. You can run all time segments pipelines and their tests
+    ```bash
+    tests/scripts/run_tests.sh -t all
+    ```
+    2. You can run only the pipeline of a specific time segment and its tests
+    ```bash
+    tests/scripts/run_tests.sh -t frequency -a both
+    ```
+    2. Or, if you are working on your tests and you want to run a pipeline and its tests independently
+    ```bash
+    tests/scripts/run_tests.sh -t frequency -a run
+    tests/scripts/run_tests.sh -t frequency -a test
     ```
-    `[-l]` will delete all the existing files in `/data` before running tests.
-    `[all | periodic | frequency]` will generate feature data for all or specific type of features and save in `data/processed`.
-    `[test]` will compare the features generated with the precomputed and verified features in `/tests/data/processed`.
 
+## Output example
 The following is a snippet of the output you should see after running your test.
 
 ```bash
@@ -35,8 +46,16 @@ test_sensors_features_calculations (test_sensor_features.TestSensorFeatures) ...
 FAIL
 ```
 
-The results above show that the for periodic both `test_sensors_files_exist` and `test_sensors_features_calculations` passed while for frequency first test `test_sensors_files_exist` passed while `test_sensors_features_calculations` failed. In addition you should get the traceback of the failure (not shown here). For more information on how to implement test scripts and use unittest please see [Unittest Documentation](https://docs.python.org/3.7/library/unittest.html#command-line-interface)
+The results above show that the for periodic both `test_sensors_files_exist` and `test_sensors_features_calculations` passed while for frequency first test `test_sensors_files_exist` passed while `test_sensors_features_calculations` failed. Additionally, you should get the traceback of the failure (not shown here). For more information on how to implement test scripts and use unittest please see [Unittest Documentation](https://docs.python.org/3.7/library/unittest.html#command-line-interface)
 
-Testing of the RAPIDS sensors and features is a work-in-progress. Please see `test-cases`{.interpreted-text role="ref"} for a list of sensors and features that have testing currently available.
+Testing of the RAPIDS sensors and features is a work-in-progress. Please see [Test Cases](../test-cases) for a list of sensors and features that have testing currently available.
 
-Currently the repository is set up to test a number of sensors out of the box by simply running the `tests/scripts/run_tests.sh` command once the RAPIDS python environment is active.
+## How do we execute the tests?
+This bash script `tests/scripts/run_tests.sh` executes one or all pipelines for different time segment types (`frequency`, `periodic`, and `events`) as well as their tests (see below).
+
+This python script `tests/scripts/run_tests.py` runs the tests. It parses the involved participants and active sensor providers in the `config.yaml` file of the time segment type being tested. We test that the output file we expect exists and that its content matches the expected values.
+
+??? example "Example of raw data for PHONE_APPLICATIONS_FOREGROUND testing"
+    ```json hl_lines="1 2 4" linenums="1"
+    --8<---- "tests/data/external/aware_csv/phone_applications_foreground_raw.csv"
+    ```

src/data/streams/pull_phone_data.R

@@ -141,8 +141,10 @@ pull_phone_data <- function(){
     device_os <- ifelse(device_oss[idx] == "infer", infer_device_os_container(data_configuration, device), device_oss[idx])
     validate_inferred_os(basename(stream_container), participant_file, device, device_os)
     
-    if(!toupper(device_os) %in% names(stream_schema[[sensor]])) # the current sensor is only available in a single OS (like PHONE_MESSAGES)
+    if(!toupper(device_os) %in% names(stream_schema[[sensor]])){ # the current sensor is only available in a single OS (like PHONE_MESSAGES)
+      warning(sensor, " data is not available for ", device_os, ". No data to download for ", device)
       next
+    }
 
     os_table <- ifelse(length(tables) > 1, tables[[toupper(device_os)]], tables) # some sensor tables have a different name for android and ios    
 

tests/Snakefile

@@ -1,305 +0,0 @@
-configfile: "config.yaml"
-include: "../rules/common.smk"
-include: "../rules/renv.smk"
-include: "../rules/preprocessing.smk"
-include: "../rules/features.smk"
-include: "../rules/reports.smk"
-
-import itertools
-
-files_to_compute = []
-
-if len(config["PIDS"]) == 0:
-    raise ValueError("Add participants IDs to PIDS in config.yaml. Remember to create their participant files in data/external")
-
-for provider in config["PHONE_DATA_YIELD"]["PROVIDERS"].keys():
-    if config["PHONE_DATA_YIELD"]["PROVIDERS"][provider]["COMPUTE"]:
-        
-        allowed_phone_sensors = get_phone_sensor_names()
-        if not (set(config["PHONE_DATA_YIELD"]["SENSORS"]) <= set(allowed_phone_sensors)):
-            raise ValueError('\nInvalid sensor(s) for PHONE_DATA_YIELD. config["PHONE_DATA_YIELD"]["SENSORS"] can have '
-                            'one or more of the following phone sensors: {}.\nInstead you provided "{}".\n'
-                            'Keep in mind that the sensors\' CONTAINER attribute must point to a valid database table'\
-                            .format(', '.join(allowed_phone_sensors),
-                                    ', '.join(set(config["PHONE_DATA_YIELD"]["SENSORS"]) - set(allowed_phone_sensors))))
-        
-        files_to_compute.extend(expand("data/raw/{pid}/{sensor}_raw.csv", pid=config["PIDS"], sensor=map(str.lower, config["PHONE_DATA_YIELD"]["SENSORS"])))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_yielded_timestamps.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_yielded_timestamps_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_data_yield_features/phone_data_yield_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_DATA_YIELD"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_data_yield.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_MESSAGES"]["PROVIDERS"].keys():
-    if config["PHONE_MESSAGES"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_messages_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_messages_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_messages_features/phone_messages_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_MESSAGES"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_messages.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_CALLS"]["PROVIDERS"].keys():
-    if config["PHONE_CALLS"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_calls_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_calls_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_calls_with_datetime_unified.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_calls_features/phone_calls_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_CALLS"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_calls.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_BLUETOOTH"]["PROVIDERS"].keys():
-    if config["PHONE_BLUETOOTH"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_bluetooth_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_bluetooth_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_bluetooth_features/phone_bluetooth_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_BLUETOOTH"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_bluetooth.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_ACTIVITY_RECOGNITION"]["PROVIDERS"].keys():
-    if config["PHONE_ACTIVITY_RECOGNITION"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_activity_recognition_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_activity_recognition_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_activity_recognition_episodes.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_activity_recognition_episodes_resampled.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_activity_recognition_episodes_resampled_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_activity_recognition_features/phone_activity_recognition_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_ACTIVITY_RECOGNITION"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_activity_recognition.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_BATTERY"]["PROVIDERS"].keys():
-    if config["PHONE_BATTERY"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_battery_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_battery_episodes.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_battery_episodes_resampled.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_battery_episodes_resampled_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_battery_features/phone_battery_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_BATTERY"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_battery.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_SCREEN"]["PROVIDERS"].keys():
-    if config["PHONE_SCREEN"]["PROVIDERS"][provider]["COMPUTE"]:
-        # if "PHONE_SCREEN" in config["PHONE_DATA_YIELD"]["SENSORS"]:# not used for now because we took episodepersensedminutes out of the list of supported features
-        #     files_to_compute.extend(expand("data/interim/{pid}/phone_yielded_timestamps.csv", pid=config["PIDS"]))
-        # else:
-        #     raise ValueError("Error: Add PHONE_SCREEN (and as many PHONE_SENSORS as you have in your database) to [PHONE_DATA_YIELD][SENSORS] in config.yaml. This is necessary to compute phone_yielded_timestamps (time when the smartphone was sensing data)")
-        files_to_compute.extend(expand("data/raw/{pid}/phone_screen_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_screen_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_screen_with_datetime_unified.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_screen_episodes.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_screen_episodes_resampled.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_screen_episodes_resampled_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_screen_features/phone_screen_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_SCREEN"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_screen.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_LIGHT"]["PROVIDERS"].keys():
-    if config["PHONE_LIGHT"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_light_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_light_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_light_features/phone_light_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_LIGHT"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_light.csv", pid=config["PIDS"],))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_ACCELEROMETER"]["PROVIDERS"].keys():
-    if config["PHONE_ACCELEROMETER"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_accelerometer_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_accelerometer_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_accelerometer_features/phone_accelerometer_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_ACCELEROMETER"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_accelerometer.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_APPLICATIONS_FOREGROUND"]["PROVIDERS"].keys():
-    if config["PHONE_APPLICATIONS_FOREGROUND"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_applications_foreground_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_applications_foreground_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_applications_foreground_with_datetime_with_categories.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_applications_foreground_features/phone_applications_foreground_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_APPLICATIONS_FOREGROUND"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_applications_foreground.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_WIFI_VISIBLE"]["PROVIDERS"].keys():
-    if config["PHONE_WIFI_VISIBLE"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_wifi_visible_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_wifi_visible_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_wifi_visible_features/phone_wifi_visible_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_WIFI_VISIBLE"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_wifi_visible.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_WIFI_CONNECTED"]["PROVIDERS"].keys():
-    if config["PHONE_WIFI_CONNECTED"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_wifi_connected_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_wifi_connected_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_wifi_connected_features/phone_wifi_connected_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_WIFI_CONNECTED"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_wifi_connected.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_CONVERSATION"]["PROVIDERS"].keys():    
-    if config["PHONE_CONVERSATION"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/phone_conversation_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/phone_conversation_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_conversation_features/phone_conversation_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_CONVERSATION"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_conversation.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-# We can delete these if's as soon as we add feature PROVIDERS to any of these sensors
-if isinstance(config["PHONE_APPLICATIONS_CRASHES"]["PROVIDERS"], dict):
-    for provider in config["PHONE_APPLICATIONS_CRASHES"]["PROVIDERS"].keys():
-        if config["PHONE_APPLICATIONS_CRASHES"]["PROVIDERS"][provider]["COMPUTE"]:
-            files_to_compute.extend(expand("data/raw/{pid}/phone_applications_crashes_raw.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/raw/{pid}/phone_applications_crashes_with_datetime.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/raw/{pid}/phone_applications_crashes_with_datetime_with_categories.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/interim/{pid}/phone_applications_crashes_features/phone_applications_crashes_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_APPLICATIONS_CRASHES"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-            files_to_compute.extend(expand("data/processed/features/{pid}/phone_applications_crashes.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-            files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-if isinstance(config["PHONE_APPLICATIONS_NOTIFICATIONS"]["PROVIDERS"], dict):
-    for provider in config["PHONE_APPLICATIONS_NOTIFICATIONS"]["PROVIDERS"].keys():
-        if config["PHONE_APPLICATIONS_NOTIFICATIONS"]["PROVIDERS"][provider]["COMPUTE"]:
-            files_to_compute.extend(expand("data/raw/{pid}/phone_applications_notifications_raw.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/raw/{pid}/phone_applications_notifications_with_datetime.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/raw/{pid}/phone_applications_notifications_with_datetime_with_categories.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/interim/{pid}/phone_applications_notifications_features/phone_applications_notifications_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_APPLICATIONS_NOTIFICATIONS"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-            files_to_compute.extend(expand("data/processed/features/{pid}/phone_applications_notifications.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-            files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-if isinstance(config["PHONE_KEYBOARD"]["PROVIDERS"], dict):
-    for provider in config["PHONE_KEYBOARD"]["PROVIDERS"].keys():    
-        if config["PHONE_KEYBOARD"]["PROVIDERS"][provider]["COMPUTE"]:
-            files_to_compute.extend(expand("data/raw/{pid}/phone_keyboard_raw.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/raw/{pid}/phone_keyboard_with_datetime.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/interim/{pid}/phone_keyboard_features/phone_keyboard_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_KEYBOARD"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-            files_to_compute.extend(expand("data/processed/features/{pid}/phone_keyboard.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-            files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-if isinstance(config["PHONE_LOG"]["PROVIDERS"], dict):
-    for provider in config["PHONE_LOG"]["PROVIDERS"].keys():    
-        if config["PHONE_LOG"]["PROVIDERS"][provider]["COMPUTE"]:
-            files_to_compute.extend(expand("data/raw/{pid}/phone_log_raw.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/raw/{pid}/phone_log_with_datetime.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/interim/{pid}/phone_log_features/phone_log_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_LOG"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-            files_to_compute.extend(expand("data/processed/features/{pid}/phone_log.csv", pid=config["PIDS"]))
-            files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-            files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["PHONE_LOCATIONS"]["PROVIDERS"].keys():
-    if config["PHONE_LOCATIONS"]["PROVIDERS"][provider]["COMPUTE"]:
-        if config["PHONE_LOCATIONS"]["LOCATIONS_TO_USE"] == "FUSED_RESAMPLED":
-            if "PHONE_LOCATIONS" in config["PHONE_DATA_YIELD"]["SENSORS"]:
-                files_to_compute.extend(expand("data/interim/{pid}/phone_yielded_timestamps.csv", pid=config["PIDS"]))
-            else:
-                raise ValueError("Error: Add PHONE_LOCATIONS (and as many PHONE_SENSORS as you have) to [PHONE_DATA_YIELD][SENSORS] in config.yaml. This is necessary to compute phone_yielded_timestamps (time when the smartphone was sensing data) which is used to resample fused location data (RESAMPLED_FUSED)")
-
-        files_to_compute.extend(expand("data/raw/{pid}/phone_locations_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_locations_processed.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_locations_processed_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/phone_locations_features/phone_locations_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["PHONE_LOCATIONS"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/phone_locations.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["FITBIT_HEARTRATE_SUMMARY"]["PROVIDERS"].keys():
-    if config["FITBIT_HEARTRATE_SUMMARY"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_heartrate_summary_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_heartrate_summary_parsed.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_heartrate_summary_parsed_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/fitbit_heartrate_summary_features/fitbit_heartrate_summary_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["FITBIT_HEARTRATE_SUMMARY"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/fitbit_heartrate_summary.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["FITBIT_HEARTRATE_INTRADAY"]["PROVIDERS"].keys():
-    if config["FITBIT_HEARTRATE_INTRADAY"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_heartrate_intraday_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_heartrate_intraday_parsed.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_heartrate_intraday_parsed_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/fitbit_heartrate_intraday_features/fitbit_heartrate_intraday_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["FITBIT_HEARTRATE_INTRADAY"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/fitbit_heartrate_intraday.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["FITBIT_SLEEP_SUMMARY"]["PROVIDERS"].keys():
-    if config["FITBIT_SLEEP_SUMMARY"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_sleep_summary_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_sleep_summary_parsed.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_sleep_summary_parsed_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/fitbit_sleep_summary_features/fitbit_sleep_summary_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["FITBIT_SLEEP_SUMMARY"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/fitbit_sleep_summary.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-# for provider in config["FITBIT_SLEEP_INTRADAY"]["PROVIDERS"].keys():
-#     if config["FITBIT_SLEEP_INTRADAY"]["PROVIDERS"][provider]["COMPUTE"]:
-#         files_to_compute.extend(expand("data/raw/{pid}/fitbit_sleep_intraday_raw.csv", pid=config["PIDS"]))
-#         files_to_compute.extend(expand("data/raw/{pid}/fitbit_sleep_intraday_parsed.csv", pid=config["PIDS"]))
-#         files_to_compute.extend(expand("data/raw/{pid}/fitbit_sleep_intraday_parsed_with_datetime.csv", pid=config["PIDS"]))
-
-for provider in config["FITBIT_STEPS_SUMMARY"]["PROVIDERS"].keys():
-    if config["FITBIT_STEPS_SUMMARY"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_steps_summary_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_steps_summary_parsed.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_steps_summary_parsed_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/fitbit_steps_summary_features/fitbit_steps_summary_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["FITBIT_STEPS_SUMMARY"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/fitbit_steps_summary.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-for provider in config["FITBIT_STEPS_INTRADAY"]["PROVIDERS"].keys():
-    if config["FITBIT_STEPS_INTRADAY"]["PROVIDERS"][provider]["COMPUTE"]:
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_steps_intraday_raw.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_steps_intraday_parsed.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/raw/{pid}/fitbit_steps_intraday_parsed_with_datetime.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/interim/{pid}/fitbit_steps_intraday_features/fitbit_steps_intraday_{language}_{provider_key}.csv", pid=config["PIDS"], language=config["FITBIT_STEPS_INTRADAY"]["PROVIDERS"][provider]["SRC_LANGUAGE"].lower(), provider_key=provider.lower()))
-        files_to_compute.extend(expand("data/processed/features/{pid}/fitbit_steps_intraday.csv", pid=config["PIDS"]))
-        files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-        files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-# for provider in config["FITBIT_CALORIES"]["PROVIDERS"].keys():
-#     if config["FITBIT_CALORIES"]["PROVIDERS"][provider]["COMPUTE"]:
-#         files_to_compute.extend(expand("data/raw/{pid}/fitbit_calories_{fitbit_data_type}_raw.csv", pid=config["PIDS"], fitbit_data_type=(["json"] if config["FITBIT_CALORIES"]["TABLE_FORMAT"] == "JSON" else ["summary", "intraday"])))
-#         files_to_compute.extend(expand("data/raw/{pid}/fitbit_calories_{fitbit_data_type}_parsed.csv", pid=config["PIDS"], fitbit_data_type=["summary", "intraday"]))
-#         files_to_compute.extend(expand("data/raw/{pid}/fitbit_calories_{fitbit_data_type}_parsed_with_datetime.csv", pid=config["PIDS"], fitbit_data_type=["summary", "intraday"]))
-#         files_to_compute.extend(expand("data/processed/features/{pid}/all_sensor_features.csv", pid=config["PIDS"]))
-#         files_to_compute.append("data/processed/features/all_participants/all_sensor_features.csv")
-
-# Visualization for Data Exploration
-if config["HISTOGRAM_PHONE_DATA_YIELD"]["PLOT"]:
-    files_to_compute.append("reports/data_exploration/histogram_phone_data_yield.html")
-
-if config["HEATMAP_SENSORS_PER_MINUTE_PER_TIME_SEGMENT"]["PLOT"]:
-    files_to_compute.extend(expand("reports/interim/{pid}/heatmap_sensors_per_minute_per_time_segment.html", pid=config["PIDS"]))
-    files_to_compute.append("reports/data_exploration/heatmap_sensors_per_minute_per_time_segment.html")
-
-if config["HEATMAP_SENSOR_ROW_COUNT_PER_TIME_SEGMENT"]["PLOT"]:
-    files_to_compute.extend(expand("reports/interim/{pid}/heatmap_sensor_row_count_per_time_segment.html", pid=config["PIDS"]))
-    files_to_compute.append("reports/data_exploration/heatmap_sensor_row_count_per_time_segment.html")
-
-if config["HEATMAP_PHONE_DATA_YIELD_PER_PARTICIPANT_PER_TIME_SEGMENT"]["PLOT"]:
-    files_to_compute.append("reports/data_exploration/heatmap_phone_data_yield_per_participant_per_time_segment.html")
-
-if config["HEATMAP_FEATURE_CORRELATION_MATRIX"]["PLOT"]:
-    files_to_compute.append("reports/data_exploration/heatmap_feature_correlation_matrix.html")
-
-
-rule all:
-    input:
-        files_to_compute
-
-rule clean:
-    shell:
-        "rm -rf data/raw/* && rm -rf data/interim/* && rm -rf data/processed/* && rm -rf reports/figures/* && rm -rf reports/*.zip && rm -rf reports/compliance/*"

tests/data/external/aware_csv/phone_applications_foreground_raw.csv

@@ -0,0 +1,85 @@
+"timestamp","device_id","package_name","application_name","is_system_app"
+1593946320761,"test01","tv.twitch.android.app","Twitch",0
+1593961974942,"test01","com.google.android.gms","Google",1
+1593958144033,"test01","tv.twitch.android.app","Twitch",0
+1593947228964,"test01","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1593951572326,"test01","com.netflix.mediaclient","Netflix",0
+1593950554868,"test01","com.supercell.clashofclans","Clash of Clans",0
+1593964799620,"test01","tv.twitch.android.app","Twitch",0
+1593974241305,"test01","com.facebook.moments","Facebook Moments",0
+1593969483540,"test01","com.facebook.moments","Facebook Moments",0
+1593977289581,"test01","com.fitbit.FitbitMobile","Fitbit",0
+1593970763367,"test01","com.netflix.mediaclient","Netflix",0
+1593964867720,"test01","com.supercell.clashofclans","Clash of Clans",0
+1593974942995,"test01","com.google.android.gm","Gmail",0
+1593986399351,"test01","com.netflix.mediaclient","Netflix",0
+1594000139073,"test01","com.google.android.gm","Gmail",0
+1593994717099,"test01","com.fitbit.FitbitMobile","Fitbit",0
+1593985854872,"test01","com.google.android.youtube","Youtube",0
+1594003154390,"test01","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1594003853415,"test01","com.google.android.gms","Google",1
+1593991680045,"test01","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1594007999202,"test01","com.aware.plugin.upmc.cancer","AWARE",0
+1593939733998,"test01","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1593933324739,"test01","tv.twitch.android.app","Twitch",0
+1593925161482,"test01","com.facebook.moments","Facebook Moments",0
+1593936918763,"test01","com.google.android.gms","Google",1
+1593924155524,"test01","com.google.android.youtube","Youtube",0
+1593922625358,"test01","com.facebook.moments","Facebook Moments",0
+1593943199317,"test01","tv.twitch.android.app","Twitch",0
+1593951550550,"test01","com.google.android.gms","Google",1
+1593981544544,"test01","com.google.android.gms","Google",1
+1593999779779,"test01","com.google.android.gms","Google",1
+1593933565565,"test01","com.google.android.gms","Google",1
+1602475200000,"test05","tv.twitch.android.app","Twitch",0
+1602475200000,"test05","com.netflix.mediaclient","Netflix",0
+1602475200000,"test05","com.google.android.gms","Google",1
+1602475200000,"test05","com.facebook.moments","Facebook Moments",0
+1602475999000,"test05","tv.twitch.android.app","Twitch",0
+1602475999000,"test05","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1602476999000,"test05","com.netflix.mediaclient","Netflix",0
+1602476999000,"test05","com.supercell.clashofclans","Clash of Clans",0
+1602476999000,"test05","com.netflix.mediaclient","Netflix",0
+1602476999000,"test05","com.supercell.clashofclans","Clash of Clans",0
+1602477000000,"test05","tv.twitch.android.app","Twitch",0
+1602477000000,"test05","com.facebook.moments","Facebook Moments",0
+1602477000000,"test05","com.google.android.gm","Gmail",0
+1602478000000,"test05","com.facebook.moments","Facebook Moments",0
+1602478000000,"test05","com.fitbit.FitbitMobile","Fitbit",0
+1602478799000,"test05","com.google.android.gm","Gmail",0
+1602478799000,"test05","com.netflix.mediaclient","Netflix",0
+1602478000000,"test05","com.fitbit.FitbitMobile","Fitbit",0
+1602478799000,"test05","com.google.android.gm","Gmail",0
+1602478799000,"test05","com.supercell.clashofclans","Clash of Clans",0
+1602478799000,"test05","com.netflix.mediaclient","Netflix",0
+1602478800000,"test05","com.google.android.gm","Gmail",0
+1602478800000,"test05","com.fitbit.FitbitMobile","Fitbit",0
+1602478800000,"test05","com.google.android.gm","Gmail",0
+1602478800000,"test05","com.fitbit.FitbitMobile","Fitbit",0
+1602480500000,"test05","com.netflix.mediaclient","Netflix",0
+1602480500000,"test05","com.supercell.clashofclans","Clash of Clans",0
+1602480500000,"test05","com.supercell.clashofclans","Clash of Clans",0
+1602558000000,"test05","com.google.android.youtube","Youtube",0
+1602558000000,"test05","com.google.android.youtube","Youtube",0
+1602558000000,"test05","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1602558799000,"test05","com.google.android.gms","Google",1
+1602558799000,"test05","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1602558000000,"test05","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1602558799000,"test05","com.google.android.gms","Google",1
+1602558799000,"test05","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1602559799000,"test05","com.aware.plugin.upmc.cancer","AWARE",0
+1602559799000,"test05","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1602559799000,"test05","com.aware.plugin.upmc.cancer","AWARE",0
+1602559799000,"test05","com.google.android.apps.youtube.creator","Youtube Video Creater",0
+1602559800000,"test05","tv.twitch.android.app","Twitch",0
+1602559800000,"test05","com.facebook.moments","Facebook Moments",0
+1602560800000,"test05","com.google.android.gms","Google",1
+1602560800000,"test05","com.google.android.youtube","Youtube",0
+1602560800000,"test05","com.google.android.gms","Google",1
+1602560800000,"test05","com.google.android.youtube","Youtube",0
+1602561599000,"test05","com.facebook.moments","Facebook Moments",0
+1602561599000,"test05","tv.twitch.android.app","Twitch",0
+1602561600000,"test05","com.google.android.gms","Google",1
+1602561600000,"test05","com.google.android.gms","Google",1
+1602563400000,"test05","com.google.android.gms","Google",1
+1602563500000,"test05","com.facebook.moments","Facebook Moments",0

tests/data/external/aware_csv/phone_battery_raw.csv

@@ -0,0 +1,198 @@
+"timestamp","device_id","battery_status","battery_level","battery_scale","battery_voltage","battery_temperature","battery_adaptor","battery_health","battery_technology"
+1593576490416,"test01",3,80,100,4170,23,0,2,"Li-ion"
+1593576683435,"test01",3,79,100,4094,23,0,2,"Li-ion"
+1593576930630,"test01",3,78,100,4157,23,0,2,"Li-ion"
+1593577058603,"test01",3,77,100,4157,23,0,2,"Li-ion"
+1593581260603,"test01",4,77,100,4157,23,0,2,"Li-ion"
+1593588030416,"test01",2,77,100,4170,23,0,2,"Li-ion"
+1593588230435,"test01",2,78,100,4094,23,0,2,"Li-ion"
+1593588635630,"test01",2,79,100,4157,23,0,2,"Li-ion"
+1593588635876,"test01",2,80,100,4157,23,0,2,"Li-ion"
+1593597450123,"test01",3,80,100,4170,23,0,2,"Li-ion"
+1593597589435,"test01",3,79,100,4094,23,0,2,"Li-ion"
+1593597739321,"test01",3,78,100,4157,23,0,2,"Li-ion"
+1593597872456,"test01",3,77,100,4157,23,0,2,"Li-ion"
+1593605072416,"test01",2,72,100,4170,23,0,2,"Li-ion"
+1593605232435,"test01",2,73,100,4094,23,0,2,"Li-ion"
+1593605392679,"test01",2,74,100,4157,23,0,2,"Li-ion"
+1593605587876,"test01",2,75,100,4157,23,0,2,"Li-ion"
+1593609187603,"test01",4,77,100,4157,23,0,2,"Li-ion"
+1593613397416,"test01",3,74,100,4170,23,0,2,"Li-ion"
+1593613583435,"test01",3,73,100,4094,23,0,2,"Li-ion"
+1593613783679,"test01",3,72,100,4157,23,0,2,"Li-ion"
+1593614058876,"test01",3,71,100,4157,23,0,2,"Li-ion"
+1593618958416,"test01",2,62,100,4170,23,0,2,"Li-ion"
+1593619168435,"test01",2,63,100,4094,23,0,2,"Li-ion"
+1593619477679,"test01",2,64,100,4157,23,0,2,"Li-ion"
+1593619687876,"test01",2,65,100,4157,23,0,2,"Li-ion"
+1593625927416,"test01",3,64,100,4170,23,0,2,"Li-ion"
+1593626099435,"test01",3,63,100,4094,23,0,2,"Li-ion"
+1593626229679,"test01",3,62,100,4157,23,0,2,"Li-ion"
+1593626419876,"test01",3,61,100,4157,23,0,2,"Li-ion"
+1593630629603,"test01",4,77,100,4157,23,0,2,"Li-ion"
+1593634407416,"test01",2,60,100,4170,23,0,2,"Li-ion"
+1593634677435,"test01",2,61,100,4094,23,0,2,"Li-ion"
+1593634887679,"test01",2,62,100,4157,23,0,2,"Li-ion"
+1593635087876,"test01",2,63,100,4157,23,0,2,"Li-ion"
+1593640563123,"test01",3,60,100,4170,23,0,2,"Li-ion"
+1593640781435,"test01",3,59,100,4094,23,0,2,"Li-ion"
+1593641054321,"test01",3,58,100,4157,23,0,2,"Li-ion"
+1593641244456,"test01",3,57,100,4157,23,0,2,"Li-ion"
+1593648183416,"test01",2,72,100,4170,23,0,2,"Li-ion"
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+"","test06","","","","","","","",""
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+"","test06","","","","","","","",""
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+"","test06","","","","","","","",""
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+"","test06","","","","","","","",""
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+"","test06","","","","","","","",""
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+"","test06","","","","","","","",""
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+"","test06","","","","","","","",""
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+"","test06","","","","","","","",""
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+"","test06","","","","","","","",""
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tests/data/external/aware_csv/phone_bluetooth_raw.csv

@@ -0,0 +1,57 @@
+"timestamp","device_id","bt_address","bt_name","bt_rssi","label"
+1593684000123,"test01","A6:93:AF:8C:36","Phone",-92,1593684000123
+1593705599321,"test01","A6:93:AF:8C:36","Phone",-79,1593684000123
+1593687638456,"test01","7E:D1:4E:80:2B","",-96,1593684000123
+1593705600654,"test01","7E:D1:4E:80:2B","",-92,1593705600654
+1593727199546,"test01","4B:2C:AA:88:1B","Smart TV",-95,1593705600654
+1593727200564,"test01","F5:F6:EC:8D:6C","Laptop",-88,1593727200564
+1593748799465,"test01","A6:93:AF:8C:36","Phone",-91,1593727200564
+1593738619645,"test01","10:6F:61:E4:A9","Speakers",-90,1593727200564
+1593747525789,"test01","7E:D1:4E:80:2B","",-84,1593727200564
+1593733518987,"test01","A6:93:AF:8C:36","Phone",-78,1593727200564
+1593662400798,"test01","7E:D1:4E:80:2B","",-76,1593662400798
+1593683999978,"test01","F5:F6:EC:8D:6C","Laptop",-97,1593662400798
+1593675299879,"test01","10:6F:61:E4:A9","Speakers",-93,1593662400798
+1593665344132,"test01","4B:2C:AA:88:1B","Smart TV",-94,1593662400798
+1593684000123,"test02","qaRo3mcQ-m0aJ-awAa-ACT9-6HcxDD26tsxe","Phone",-99,1593684000123
+1593705599132,"test02","ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S","Laptop",-87,1593684000123
+1593687638321,"test02","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-89,1593684000123
+1593705600312,"test02","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-96,1593705600312
+1593727199456,"test02","ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S","Laptop",-82,1593705600312
+1593727200465,"test02","skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5","",-79,1593727200465
+1593748799546,"test02","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-88,1593662400789
+1593738619564,"test02","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-97,1593662400789
+1593747525654,"test02","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-82,1593662400789
+1593733518645,"test02","ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S","Laptop",-98,1593662400789
+1593662400789,"test02","skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5","",-84,1593662400789
+1593683999798,"test02","skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5","",-99,1593662400789
+1593675299879,"test02","An2oCwIE-LOSJ-teZQ-Bjls-VTgbq1wmTA1e","Speakers",-81,1593662400789
+1593665344987,"test02","An2oCwIE-LOSJ-teZQ-Bjls-VTgbq1wmTA1e","Speakers",-96,1593662400789
+1593684000123,"test05","A6:93:AF:8C:36","Phone",-92,1593684000123
+1593705599321,"test05","A6:93:AF:8C:36","Phone",-79,1593684000123
+1593687638456,"test05","7E:D1:4E:80:2B","",-96,1593684000123
+1593705600654,"test05","7E:D1:4E:80:2B","",-92,1593705600654
+1593727199546,"test05","4B:2C:AA:88:1B","Smart TV",-95,1593705600654
+1593727200564,"test05","F5:F6:EC:8D:6C","Laptop",-88,1593727200564
+1593748799465,"test05","A6:93:AF:8C:36","Phone",-91,1593727200564
+1593738619645,"test05","10:6F:61:E4:A9","Speakers",-90,1593727200564
+1593747525789,"test05","7E:D1:4E:80:2B","",-84,1593727200564
+1593733518987,"test05","A6:93:AF:8C:36","Phone",-78,1593727200564
+1593662400798,"test05","7E:D1:4E:80:2B","",-76,1593662400798
+1593683999978,"test05","F5:F6:EC:8D:6C","Laptop",-97,1593662400798
+1593675299879,"test05","10:6F:61:E4:A9","Speakers",-93,1593662400798
+1593665344132,"test05","4B:2C:AA:88:1B","Smart TV",-94,1593662400798
+1593684000123,"test06","qaRo3mcQ-m0aJ-awAa-ACT9-6HcxDD26tsxe","Phone",-99,1593684000123
+1593705599132,"test06","ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S","Laptop",-87,1593684000123
+1593687638321,"test06","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-89,1593684000123
+1593705600312,"test06","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-96,1593705600312
+1593727199456,"test06","ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S","Laptop",-82,1593705600312
+1593727200465,"test06","skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5","",-79,1593727200465
+1593748799546,"test06","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-88,1593662400789
+1593738619564,"test06","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-97,1593662400789
+1593747525654,"test06","R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V","Smart TV",-82,1593662400789
+1593733518645,"test06","ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S","Laptop",-98,1593662400789
+1593662400789,"test06","skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5","",-84,1593662400789
+1593683999798,"test06","skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5","",-99,1593662400789
+1593675299879,"test06","An2oCwIE-LOSJ-teZQ-Bjls-VTgbq1wmTA1e","Speakers",-81,1593662400789
+1593665344987,"test06","An2oCwIE-LOSJ-teZQ-Bjls-VTgbq1wmTA1e","Speakers",-96,1593662400789

tests/data/external/aware_csv/phone_calls_raw.csv

@@ -0,0 +1,273 @@
+"timestamp","device_id","call_type","call_duration","trace"
+1591020025000,"test01",1,1299,"OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5"
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tests/data/external/aware_csv/phone_light_raw.csv

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+1602558000000,"test05",1,"SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr"
+1602558000000,"test05",1,"SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr"
+1602558799000,"test05",2,"FVPAjfv1ZLVs6vqxsqVeBJ1afdbUBXuZ7dByKned"
+1602558799000,"test05",1,"SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr"
+1602559799000,"test05",1,"SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr"
+1602559800000,"test05",2,"SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr"
+1602560800000,"test05",1,"SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr"
+1602561599000,"test05",1,"SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr"
+1602561600000,"test05",1,"t00s6SCQrraJw1jlkwAFTSiyAISkMPmzngCL7fbZ"
+1602563400000,"test05",2,"FoQBWR2r8GS4WmuEKIvcEkJbxskbYg6VOsbLU1Wr"

tests/data/external/aware_csv/phone_screen_raw.csv

@@ -0,0 +1,43 @@
+"timestamp","device_id","screen_status"
+1590994230386,"test01",1
+1590994230688,"test01",3
+1590994590149,"test01",0
+1590994590775,"test01",2
+1591005411491,"test01",1
+1591005411795,"test01",3
+1591005831205,"test01",0
+1591005831699,"test01",2
+1591020022531,"test01",1
+1591020024938,"test01",3
+1591021324531,"test01",0
+1591021324957,"test01",2
+1591027053231,"test01",1
+1591027053831,"test01",3
+1591027953554,"test01",0
+1591027953954,"test01",2
+1591037462155,"test01",1
+1591037462512,"test01",3
+1591038002491,"test01",0
+1591038002938,"test01",2
+1591048286712,"test01",1
+1591048287050,"test01",3
+1591049306055,"test01",0
+1591049306405,"test01",2
+1591058578480,"test01",1
+1591058578811,"test01",3
+1591059718035,"test01",0
+1591059718492,"test01",2
+1590994230688,"test02",3
+1590994590775,"test02",2
+1591005411795,"test02",3
+1591005831699,"test02",2
+1591020024938,"test02",3
+1591021324531,"test02",2
+1591027053831,"test02",3
+1591027953954,"test02",2
+1591037462512,"test02",3
+1591038002938,"test02",2
+1591048287050,"test02",3
+1591049306405,"test02",2
+1591058578811,"test02",3
+1591059718492,"test02",2

tests/data/external/aware_csv/phone_wifi_connected_raw.csv

@@ -0,0 +1,91 @@
+"timestamp","device_id","mac_address","ssid","bssid"
+1593771645547,"test01","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1593791393289,"test01","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1593779101251,"test01","af:13:50:8b:5f:ab","Stewart Family","0D:FB:75:AA:43:0A"
+1593813989898,"test01","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1593799538019,"test01","af:13:50:8b:5f:ab","Fios-H4S9a","48:6B:8C:51:08:F2"
+1593797221589,"test01","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1593820668588,"test01","af:13:50:8b:5f:ab","Stewart Family","0D:FB:75:AA:43:0A"
+1593831618372,"test01","af:13:50:8b:5f:ab","Fios-H4S9a","48:6B:8C:51:08:F2"
+1593821661830,"test01","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1593768441273,"test01","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1593764562099,"test01","af:13:50:8b:5f:ab","Galactica","E6:4C:9A:3F:D0:1B"
+1593765323772,"test01","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1593770400547,"test02","af:13:50:8b:5f:ab","xfinity","E6:06:DA:AF:F9:91"
+1593791999289,"test02","af:13:50:8b:5f:ab","xfinity","E6:06:DA:AF:F9:91"
+1593774038251,"test02","af:13:50:8b:5f:ab","CMU-SECURE","D0:B8:2F:EB:0E:F8"
+1593792000898,"test02","af:13:50:8b:5f:ab","","3D:12:EC:DE:96:E1"
+1593813599019,"test02","af:13:50:8b:5f:ab","eduroam","24:2B:A2:55:8A:E0"
+1593813600589,"test02","af:13:50:8b:5f:ab","xfinity","E6:06:DA:AF:F9:91"
+1593835199588,"test02","af:13:50:8b:5f:ab","CMU-SECURE","D0:B8:2F:EB:0E:F8"
+1593825019372,"test02","af:13:50:8b:5f:ab","eduroam","24:2B:A2:55:8A:E0"
+1593833925830,"test02","af:13:50:8b:5f:ab","","3D:12:EC:DE:96:E1"
+1593819918273,"test02","af:13:50:8b:5f:ab","","3D:12:EC:DE:96:E1"
+1593748800099,"test02","af:13:50:8b:5f:ab","WIRELESS-PITTNET","86:90:7B:8A:3E:43"
+1593770399772,"test02","af:13:50:8b:5f:ab","","3D:12:EC:DE:96:E1"
+1593761699709,"test02","af:13:50:8b:5f:ab","eduroam","24:2B:A2:55:8A:E0"
+1593751744305,"test02","af:13:50:8b:5f:ab","CMU-SECURE","D0:B8:2F:EB:0E:F8"
+1602475200000,"test05","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602475999000,"test05","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602476999000,"test05","af:13:50:8b:5f:ab","Stewart Family","0D:FB:75:AA:43:0A"
+1602477000000,"test05","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602478000000,"test05","af:13:50:8b:5f:ab","Fios-H4S9a","48:6B:8C:51:08:F2"
+1602480500000,"test05","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602478799000,"test05","af:13:50:8b:5f:ab","Stewart Family","0D:FB:75:AA:43:0A"
+1602478800000,"test05","af:13:50:8b:5f:ab","Fios-H4S9a","48:6B:8C:51:08:F2"
+1602558000000,"test05","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602558799000,"test05","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602559799000,"test05","af:13:50:8b:5f:ab","Galactica","E6:4C:9A:3F:D0:1B"
+1602559800000,"test05","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602560800000,"test05","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602563400000,"test05","af:13:50:8b:5f:ab","Stewart Family","0D:FB:75:AA:43:0A"
+1602561599000,"test05","af:13:50:8b:5f:ab","Galactica","E6:4C:9A:3F:D0:1B"
+1602561600000,"test05","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602475200000,"test05","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602475999000,"test05","af:13:50:8b:5f:ab","WIRELESS-PITTNET","86:90:7b:8a:3e:43"
+1602476999000,"test05","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602477000000,"test05","af:13:50:8b:5f:ab","CMU-SECURE","d0:b8:2f:eb:0e:f8"
+1602478000000,"test05","af:13:50:8b:5f:ab","","3d:12:ec:de:96:e1"
+1602480500000,"test05","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602478799000,"test05","af:13:50:8b:5f:ab","WIRELESS-PITTNET","86:90:7b:8a:3e:43"
+1602478800000,"test05","af:13:50:8b:5f:ab","","3d:12:ec:de:96:e1"
+1602558000000,"test05","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602558799000,"test05","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602559799000,"test05","af:13:50:8b:5f:ab","WIRELESS-PITTNET","86:90:7b:8a:3e:43"
+1602559800000,"test05","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602560800000,"test05","af:13:50:8b:5f:ab","eduroam","24:2b:a2:55:8a:e0"
+1602563400000,"test05","af:13:50:8b:5f:ab","CMU-SECURE","d0:b8:2f:eb:0e:f8"
+1602561599000,"test05","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602561600000,"test05","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602475200000,"test06","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602475999000,"test06","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602476999000,"test06","af:13:50:8b:5f:ab","Stewart Family","0D:FB:75:AA:43:0A"
+1602477000000,"test06","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602478000000,"test06","af:13:50:8b:5f:ab","Fios-H4S9a","48:6B:8C:51:08:F2"
+1602480500000,"test06","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602478799000,"test06","af:13:50:8b:5f:ab","Stewart Family","0D:FB:75:AA:43:0A"
+1602478800000,"test06","af:13:50:8b:5f:ab","Fios-H4S9a","48:6B:8C:51:08:F2"
+1602558000000,"test06","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602558799000,"test06","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602559799000,"test06","af:13:50:8b:5f:ab","Galactica","E6:4C:9A:3F:D0:1B"
+1602559800000,"test06","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602560800000,"test06","af:13:50:8b:5f:ab","NETGEAR07","EF:E7:56:4A:F4:1D"
+1602563400000,"test06","af:13:50:8b:5f:ab","Stewart Family","0D:FB:75:AA:43:0A"
+1602561599000,"test06","af:13:50:8b:5f:ab","Galactica","E6:4C:9A:3F:D0:1B"
+1602561600000,"test06","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"
+1602475200000,"test06","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602475999000,"test06","af:13:50:8b:5f:ab","WIRELESS-PITTNET","86:90:7b:8a:3e:43"
+1602476999000,"test06","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602477000000,"test06","af:13:50:8b:5f:ab","CMU-SECURE","d0:b8:2f:eb:0e:f8"
+1602478000000,"test06","af:13:50:8b:5f:ab","","3d:12:ec:de:96:e1"
+1602480500000,"test06","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602478799000,"test06","af:13:50:8b:5f:ab","WIRELESS-PITTNET","86:90:7b:8a:3e:43"
+1602478800000,"test06","af:13:50:8b:5f:ab","","3d:12:ec:de:96:e1"
+1602558000000,"test06","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602558799000,"test06","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602559799000,"test06","af:13:50:8b:5f:ab","WIRELESS-PITTNET","86:90:7b:8a:3e:43"
+1602559800000,"test06","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602560800000,"test06","af:13:50:8b:5f:ab","eduroam","24:2b:a2:55:8a:e0"
+1602563400000,"test06","af:13:50:8b:5f:ab","CMU-SECURE","d0:b8:2f:eb:0e:f8"
+1602561599000,"test06","af:13:50:8b:5f:ab","xfinity","e6:06:da:af:f9:91"
+1602561600000,"test06","af:13:50:8b:5f:ab","HOME-1234","E0:A9:8A:1E:48:1B"

tests/data/external/aware_csv/phone_wifi_visible_raw.csv

@@ -0,0 +1,47 @@
+"timestamp","device_id","bssid","ssid","security","frequency","rssi","label"
+1593770400826,"test01","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]",5180.0,-89.0,""
+1593778094559,"test01","86:90:7b:8a:3e:43","WIRELESS-PITTNET","[WPA2-EAP-CCMP][ESS]",5805.0,-95.0,""
+1593785574027,"test01","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]",5180.0,-93.0,""
+1593791999936,"test01","d0:b8:2f:eb:0e:f8","CMU-SECURE","[WPA2-EAP-CCMP][ESS]",5765.0,-83.0,""
+1593792000442,"test01","3d:12:ec:de:96:e1","","[WPA2-EAP-CCMP][ESS]",5765.0,-97.0,""
+1593812070708,"test01","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]",5765.0,-98.0,""
+1593817199253,"test01","86:90:7b:8a:3e:43","WIRELESS-PITTNET","[WPA2-EAP-CCMP][ESS]",5765.0,-79.0,""
+1593813600578,"test01","3d:12:ec:de:96:e1","","[WPA2-EAP-CCMP][ESS]",5765.0,-80.0,""
+1593835199363,"test01","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]",5180.0,-82.0,""
+1593748800505,"test01","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]",5180.0,-92.0,""
+1593761511861,"test01","86:90:7b:8a:3e:43","WIRELESS-PITTNET","[WPA2-EAP-CCMP][ESS]",5805.0,-84.0,""
+1593760292500,"test01","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]",5765.0,-91.0,""
+1593762343842,"test01","24:2b:a2:55:8a:e0","eduroam","[WPA2-EAP-CCMP][ESS]",5805.0,-100.0,""
+1593770399830,"test01","d0:b8:2f:eb:0e:f8","CMU-SECURE","[WPA2-EAP-CCMP][ESS]",5765.0,-75.0,""
+1602475200000,"test05","E0:A9:8A:1E:48:1B","HOME-1234","[WPA2-EAP-CCMP][ESS]",5805.0,-95.0,""
+1602475999000,"test05","E0:A9:8A:1E:48:1B","HOME-1234","[WPA2-EAP-CCMP][ESS]",5180.0,-93.0,""
+1602476999000,"test05","0D:FB:75:AA:43:0A","Stewart Family","[WPA2-EAP-CCMP][ESS]",5765.0,-83.0,""
+1602477000000,"test05","EF:E7:56:4A:F4:1D","NETGEAR07","[WPA2-EAP-CCMP][ESS]",5765.0,-97.0,""
+1602478000000,"test05","48:6B:8C:51:08:F2","Fios-H4S9a","[WPA2-EAP-CCMP][ESS]",5765.0,-98.0,""
+1602480500000,"test05","E0:A9:8A:1E:48:1B","HOME-1234","[WPA2-EAP-CCMP][ESS]",5765.0,-79.0,""
+1602478799000,"test05","0D:FB:75:AA:43:0A","Stewart Family","[WPA2-EAP-CCMP][ESS]",5765.0,-80.0,""
+1602478800000,"test05","48:6B:8C:51:08:F2","Fios-H4S9a","[WPA2-EAP-CCMP][ESS]",5180.0,-82.0,""
+1602558000000,"test05","EF:E7:56:4A:F4:1D","NETGEAR07","[WPA2-EAP-CCMP][ESS]",5180.0,-92.0,""
+1602558799000,"test05","EF:E7:56:4A:F4:1D","NETGEAR07","[WPA2-EAP-CCMP][ESS]",5805.0,-84.0,""
+1602559799000,"test05","E6:4C:9A:3F:D0:1B","Galactica","[WPA2-EAP-CCMP][ESS]",5765.0,-91.0,""
+1602559800000,"test05","EF:E7:56:4A:F4:1D","NETGEAR07","[WPA2-EAP-CCMP][ESS]",5805.0,-100.0,""
+1602560800000,"test05","EF:E7:56:4A:F4:1D","NETGEAR07","[WPA2-EAP-CCMP][ESS]",5765.0,-75.0,""
+1602563400000,"test05","0D:FB:75:AA:43:0A","Stewart Family","[WPA2-EAP-CCMP][ESS]",5180.0,-93.0,""
+1602561599000,"test05","E6:4C:9A:3F:D0:1B","Galactica","[WPA2-EAP-CCMP][ESS]",5765.0,-80.0,""
+1602561600000,"test05","E0:A9:8A:1E:48:1B","HOME-1234","[WPA2-EAP-CCMP][ESS]","","",""
+1602475200000,"test05","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]","","",""
+1602475999000,"test05","86:90:7b:8a:3e:43","WIRELESS-PITTNET","[WPA2-EAP-CCMP][ESS]","","",""
+1602476999000,"test05","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]","","",""
+1602477000000,"test05","d0:b8:2f:eb:0e:f8","CMU-SECURE","[WPA2-EAP-CCMP][ESS]","","",""
+1602478000000,"test05","3d:12:ec:de:96:e1","","[WPA2-EAP-CCMP][ESS]","","",""
+1602480500000,"test05","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]","","",""
+1602478799000,"test05","86:90:7b:8a:3e:43","WIRELESS-PITTNET","[WPA2-EAP-CCMP][ESS]","","",""
+1602478800000,"test05","3d:12:ec:de:96:e1","","[WPA2-EAP-CCMP][ESS]","","",""
+1602558000000,"test05","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]","","",""
+1602558799000,"test05","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]","","",""
+1602559799000,"test05","86:90:7b:8a:3e:43","WIRELESS-PITTNET","[WPA2-EAP-CCMP][ESS]","","",""
+1602559800000,"test05","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]","","",""
+1602560800000,"test05","24:2b:a2:55:8a:e0","eduroam","[WPA2-EAP-CCMP][ESS]","","",""
+1602563400000,"test05","d0:b8:2f:eb:0e:f8","CMU-SECURE","[WPA2-EAP-CCMP][ESS]","","",""
+1602561599000,"test05","e6:06:da:af:f9:91","xfinity","[WPA2-EAP-CCMP][ESS]","","",""
+1602561600000,"test05","E0:A9:8A:1E:48:1B","HOME-1234","","","",""

tests/data/external/aware_csv/plugin_google_activity_recognition_raw.csv

@@ -0,0 +1,56 @@
+"timestamp","device_id","activity_name","activity_type","confidence","activities"
+1594011513359,"test01","still",3,99,"[{\"activity\":\"still\",\"confidence\":99},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594009169663,"test01","still",3,88,"[{\"activity\":\"still\",\"confidence\":88},{\"activity\":\"walking\",\"confidence\":7},{\"activity\":\"in_vehicle\",\"confidence\":4}{\"activity\":\"unknown\",\"confidence\":1}]"
+1594008233193,"test01","still",3,92,"[{\"activity\":\"still\",\"confidence\":92},{\"activity\":\"In_vehicle\",\"confidence\":7},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594014089214,"test01","unknown",4,92,"[{\"activity\":\"unknown\",\"confidence\":92},{\"activity\":\"walking\",\"confidence\":5},{\"activity\":\"still\",\"confidence\":2},{\"activity\":\"in_vehicle\",\"confidence\":1}]"
+1594022514638,"test01","tilting",5,91,"[{\"activity\":\"tilting\",\"confidence\":91},{\"activity\":\"on_bicycle\",\"confidence\":8},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594019642710,"test01","tilting",5,91,"[{\"activity\":\"tilting\",\"confidence\":91},{\"activity\":\"on_bicycle\",\"confidence\":8},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594021195186,"test01","tilting",5,98,"[{\"activity\":\"tilting\",\"confidence\":98},{\"activity\":\"still\",\"confidence\":1},{\"activity\":\"walking\",\"confidence\":1}]"
+1594023232802,"test01","tilting",5,86,"[{\"activity\":\"tilting\",\"confidence\":86},{\"activity\":\"walking\",\"confidence\":12},{\"activity\":\"still\",\"confidence\":2}]"
+1594029036619,"test01","still",3,88,"[{\"activity\":\"still\",\"confidence\":88},{\"activity\":\"walking\",\"confidence\":7},{\"activity\":\"in_vehicle\",\"confidence\":4}{\"activity\":\"unknown\",\"confidence\":1}]"
+1594026189418,"test01","still",3,99,"[{\"activity\":\"still\",\"confidence\":99},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594030960769,"test01","still",3,98,"[{\"activity\":\"still\",\"confidence\":98},{\"activity\":\"tilting\",\"confidence\":1},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594029972576,"test01","still",3,99,"[{\"activity\":\"still\",\"confidence\":99},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594032360318,"test01","still",3,99,"[{\"activity\":\"still\",\"confidence\":99},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594029680604,"test01","still",3,88,"[{\"activity\":\"still\",\"confidence\":88},{\"activity\":\"walking\",\"confidence\":7},{\"activity\":\"in_vehicle\",\"confidence\":4}{\"activity\":\"unknown\",\"confidence\":1}]"
+1594034061588,"test01","walking",7,86,"[{\"activity\":\"walking\",\"confidence\":86},{\"activity\":\"in_vehicle\",\"confidence\":9},{\"activity\":\"still\",\"confidence\":4},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594035583131,"test01","walking",7,92,"[{\"activity\":\"walking\",\"confidence\":92},{\"activity\":\"running\",\"confidence\":5},{\"activity\":\"in_vehicle\",\"confidence\":2},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594036135681,"test01","walking",7,94,"[{\"activity\":\"walking\",\"confidence\":94},{\"activity\":\"on_foot\",\"confidence\":5},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594034330494,"test01","walking",7,98,"[{\"activity\":\"walking\",\"confidence\":98},{\"activity\":\"running\",\"confidence\":1},{\"activity\":\"still\",\"confidence\":1}]"
+1594041009481,"test01","running",8,89,"[{\"activity\":\"running\",\"confidence\":89},{\"activity\":\"on_bicycle\",\"confidence\":7},{\"activity\":\"walking\",\"confidence\":3},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594039008555,"test01","running",8,83,"[{\"activity\":\"running\",\"confidence\":83},{\"activity\":\"on_foot\",\"confidence\":15},{\"activity\":\"unknown\",\"confidence\":2}]"
+1594040542637,"test01","running",8,85,"[{\"activity\":\"running\",\"confidence\":85},{\"activity\":\"walking\",\"confidence\":12},{\"activity\":\"on_fooy\",\"confidence\":3}]"
+1594045170488,"test01","in_vehicle",0,92,"[{\"activity\":\"in_vehicle\",\"confidence\":92},{\"activity\":\"tilting\",\"confidence\":6},{\"activity\":\"unknown\",\"confidence\":2}]"
+1594044861283,"test01","in_vehicle",0,91,"[{\"activity\":\"in_vehicle\",\"confidence\":91},{\"activity\":\"on_bicycle\",\"confidence\":8},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594046775997,"test01","in_vehicle",0,92,"[{\"activity\":\"in_vehicle\",\"confidence\":92},{\"activity\":\"tilting\",\"confidence\":6},{\"activity\":\"unknown\",\"confidence\":2}]"
+1594045155284,"test01","in_vehicle",0,91,"[{\"activity\":\"in_vehicle\",\"confidence\":91},{\"activity\":\"on_bicycle\",\"confidence\":8},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594048942657,"test01","on_foot",2,89,"[{\"activity\":\"on_foot\",\"confidence\":89},{\"activity\":\"walking\",\"confidence\":7},{\"activity\":\"unknown\",\"confidence\":4}]"
+1594049953189,"test01","on_foot",2,99,"[{\"activity\":\"on_foot\",\"confidence\":99},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594051260258,"test01","on_foot",2,94,"[{\"activity\":\"on_foot\",\"confidence\":94},{\"activity\":\"running\",\"confidence\":5},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594054828512,"test01","on_foot",2,80,"[{\"activity\":\"on_foot\",\"confidence\":80},{\"activity\":\"in_vehicle\",\"confidence\":15},{\"activity\":\"running\",\"confidence\":4},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594053652847,"test01","on_foot",2,94,"[{\"activity\":\"on_foot\",\"confidence\":94},{\"activity\":\"running\",\"confidence\":5},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594052619496,"test01","on_foot",2,94,"[{\"activity\":\"on_foot\",\"confidence\":94},{\"activity\":\"running\",\"confidence\":5},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594059951546,"test01","still",3,88,"[{\"activity\":\"still\",\"confidence\":88},{\"activity\":\"walking\",\"confidence\":7},{\"activity\":\"in_vehicle\",\"confidence\":4}{\"activity\":\"unknown\",\"confidence\":1}]"
+1594063934168,"test01","still",3,98,"[{\"activity\":\"still\",\"confidence\":98},{\"activity\":\"tilting\",\"confidence\":1},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594058448212,"test01","still",3,98,"[{\"activity\":\"still\",\"confidence\":98},{\"activity\":\"tilting\",\"confidence\":1},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594073582003,"test01","in_vehicle",0,92,"[{\"activity\":\"in_vehicle\",\"confidence\":92},{\"activity\":\"tilting\",\"confidence\":6},{\"activity\":\"unknown\",\"confidence\":2}]"
+1594073060268,"test01","in_vehicle",0,91,"[{\"activity\":\"in_vehicle\",\"confidence\":91},{\"activity\":\"on_bicycle\",\"confidence\":8},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594072009878,"test01","in_vehicle",0,98,"[{\"activity\":\"in_vehicle\",\"confidence\":98},{\"activity\":\"still\",\"confidence\":1},{\"activity\":\"walking\",\"confidence\":1}]"
+1594071273066,"test01","in_vehicle",0,88,"[{\"activity\":\"in_vehicle\",\"confidence\":88},{\"activity\":\"running\",\"confidence\":10},{\"activity\":\"still\",\"confidence\":2}]"
+1594071651364,"test01","in_vehicle",0,92,"[{\"activity\":\"in_vehicle\",\"confidence\":92},{\"activity\":\"tilting\",\"confidence\":6},{\"activity\":\"unknown\",\"confidence\":2}]"
+1594072224460,"test01","in_vehicle",0,86,"[{\"activity\":\"in_vehicle\",\"confidence\":86},{\"activity\":\"walking\",\"confidence\":12},{\"activity\":\"still\",\"confidence\":2}]"
+1594076125576,"test01","walking",7,98,"[{\"activity\":\"walking\",\"confidence\":98},{\"activity\":\"running\",\"confidence\":1},{\"activity\":\"still\",\"confidence\":1}]"
+1594076058465,"test01","walking",7,98,"[{\"activity\":\"walking\",\"confidence\":98},{\"activity\":\"running\",\"confidence\":1},{\"activity\":\"still\",\"confidence\":1}]"
+1594076997023,"test01","walking",7,92,"[{\"activity\":\"walking\",\"confidence\":92},{\"activity\":\"running\",\"confidence\":5},{\"activity\":\"in_vehicle\",\"confidence\":2},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594076477847,"test01","walking",7,86,"[{\"activity\":\"walking\",\"confidence\":86},{\"activity\":\"in_vehicle\",\"confidence\":9},{\"activity\":\"still\",\"confidence\":4},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594078728766,"test01","on_bicycle",1,93,"[{\"activity\":\"on_bicycle\",\"confidence\":93},{\"activity\":\"in_vehicle\",\"confidence\":5},{\"activity\":\"unknown\",\"confidence\":2}]"
+1594078002827,"test01","on_bicycle",1,87,"[{\"activity\":\"on_bicycle\",\"confidence\":87},{\"activity\":\"walking\",\"confidence\":12},{\"activity\":\"still\",\"confidence\":1}]"
+1594081329828,"test01","on_bicycle",1,93,"[{\"activity\":\"on_bicycle\",\"confidence\":93},{\"activity\":\"in_vehicle\",\"confidence\":5},{\"activity\":\"unknown\",\"confidence\":2}]"
+1594077881253,"test01","on_bicycle",1,87,"[{\"activity\":\"on_bicycle\",\"confidence\":87},{\"activity\":\"walking\",\"confidence\":12},{\"activity\":\"still\",\"confidence\":1}]"
+1594082278338,"test01","on_foot",2,99,"[{\"activity\":\"on_foot\",\"confidence\":99},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594085089288,"test01","on_foot",2,80,"[{\"activity\":\"on_foot\",\"confidence\":80},{\"activity\":\"in_vehicle\",\"confidence\":15},{\"activity\":\"running\",\"confidence\":4},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594083604829,"test01","on_foot",2,80,"[{\"activity\":\"on_foot\",\"confidence\":80},{\"activity\":\"in_vehicle\",\"confidence\":15},{\"activity\":\"running\",\"confidence\":4},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594085099383,"test01","on_foot",2,94,"[{\"activity\":\"on_foot\",\"confidence\":94},{\"activity\":\"running\",\"confidence\":5},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594089833084,"test01","unknown",4,97,"[{\"activity\":\"unknown\",\"confidence\":97},{\"activity\":\"running\",\"confidence\":2},{\"activity\":\"walking\",\"confidence\":1}]"
+1594092988804,"test01","still",3,99,"[{\"activity\":\"still\",\"confidence\":99},{\"activity\":\"unknown\",\"confidence\":1}]"
+1594093445402,"test01","still",3,88,"[{\"activity\":\"still\",\"confidence\":88},{\"activity\":\"walking\",\"confidence\":7},{\"activity\":\"in_vehicle\",\"confidence\":4}{\"activity\":\"unknown\",\"confidence\":1}]"

tests/data/external/aware_csv/plugin_ios_activity_recognition_raw.csv

@@ -0,0 +1,56 @@
+"timestamp","device_id","activities","confidence","stationary","walking","running","automotive","cycling","unknown","label"
+1594011513359,"test02","[\"stationary\"]",2,1,0,0,0,0,0,""
+1594009169663,"test02","[\"stationary\"]",0,1,0,0,0,0,0,""
+1594008233193,"test02","[\"stationary\"]",1,1,0,0,0,0,0,""
+1594014089214,"test02","",1,0,0,0,0,0,0,""
+1594022514638,"test02","",1,0,0,0,0,0,0,""
+1594019642710,"test02","",1,0,0,0,0,0,0,""
+1594021195186,"test02","",2,0,0,0,0,0,0,""
+1594023232802,"test02","",0,0,0,0,0,0,0,""
+1594029036619,"test02","[\"stationary\"]",0,1,0,0,0,0,0,""
+1594026189418,"test02","[\"stationary\"]",2,1,0,0,0,0,0,""
+1594030960769,"test02","[\"stationary\"]",2,1,0,0,0,0,0,""
+1594029972576,"test02","[\"stationary\"]",2,1,0,0,0,0,0,""
+1594032360318,"test02","[\"stationary\"]",2,1,0,0,0,0,0,""
+1594029680604,"test02","[\"stationary\"]",0,1,0,0,0,0,0,""
+1594034061588,"test02","[\"walking\"]",0,0,1,0,0,0,0,""
+1594035583131,"test02","[\"walking\"]",1,0,1,0,0,0,0,""
+1594036135681,"test02","[\"walking\"]",1,0,1,0,0,0,0,""
+1594034330494,"test02","[\"walking\"]",2,0,1,0,0,0,0,""
+1594041009481,"test02","[\"running\"]",1,0,0,1,0,0,0,""
+1594039008555,"test02","[\"running\"]",0,0,0,1,0,0,0,""
+1594040542637,"test02","[\"running\"]",0,0,0,1,0,0,0,""
+1594045170488,"test02","[\"stationary\",\"automotive\"]",1,1,0,0,1,0,0,""
+1594044861283,"test02","[\"stationary\",\"automotive\"]",1,1,0,0,1,0,0,""
+1594046775997,"test02","[\"automotive\"]",1,0,0,0,1,0,0,""
+1594045155284,"test02","[\"stationary\",\"automotive\"]",1,1,0,0,1,0,0,""
+1594048942657,"test02","[\"running\"]",1,0,0,1,0,0,0,""
+1594049953189,"test02","[\"running\"]",2,0,0,1,0,0,0,""
+1594051260258,"test02","[\"walking\"]",1,0,1,0,0,0,0,""
+1594054828512,"test02","[\"walking\"]",1,0,1,0,0,0,0,""
+1594053652847,"test02","[\"running\"]",1,0,0,1,0,0,0,""
+1594052619496,"test02","[\"running\"]",1,0,0,1,0,0,0,""
+1594059951546,"test02","[\"stationary\"]",0,1,0,0,0,0,0,""
+1594063934168,"test02","[\"stationary\"]",2,1,0,0,0,0,0,""
+1594058448212,"test02","[\"stationary\"]",2,1,0,0,0,0,0,""
+1594073582003,"test02","[\"stationary\",\"automotive\"]",1,1,0,0,1,0,0,""
+1594073060268,"test02","[\"stationary\",\"automotive\"]",1,1,0,0,1,0,0,""
+1594072009878,"test02","[\"stationary\",\"automotive\"]",2,1,0,0,1,0,0,""
+1594071273066,"test02","[\"stationary\",\"automotive\"]",0,1,0,0,1,0,0,""
+1594071651364,"test02","[\"automotive\"]",1,0,0,0,1,0,0,""
+1594072224460,"test02","[\"stationary\",\"automotive\"]",0,1,0,0,1,0,0,""
+1594076125576,"test02","[\"walking\"]",2,0,1,0,0,0,0,""
+1594076058465,"test02","[\"walking\"]",2,0,1,0,0,0,0,""
+1594076997023,"test02","[\"walking\"]",1,0,1,0,0,0,0,""
+1594076477847,"test02","[\"walking\"]",0,0,1,0,0,0,0,""
+1594078728766,"test02","[\"cycling\"]",1,0,0,0,0,1,0,""
+1594078002827,"test02","[\"cycling\"]",0,0,0,0,0,1,0,""
+1594081329828,"test02","[\"cycling\"]",1,0,0,0,0,1,0,""
+1594077881253,"test02","[\"cycling\"]",0,0,0,0,0,1,0,""
+1594082278338,"test02","[\"walking\"]",2,0,1,0,0,0,0,""
+1594085089288,"test02","[\"running\"]",2,0,0,1,0,0,0,""
+1594083604829,"test02","[\"running\"]",2,0,0,1,0,0,0,""
+1594085099383,"test02","[\"running\"]",1,0,0,1,0,0,0,""
+1594089833084,"test02","",2,0,0,0,0,0,0,""
+1594092988804,"test02","[\"stationary\"]",2,1,0,0,0,0,0,""
+1594093445402,"test02","[\"stationary\"]",0,1,0,0,0,0,0,""

tests/data/external/participant_files/test01.yaml

@@ -1,11 +1,11 @@
 PHONE:
-  DEVICE_IDS: [wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun]
+  DEVICE_IDS: [test01]
   PLATFORMS: [android]
   LABEL: test01 android
   START_DATE: 2020/01/01
-  END_DATE: 2020/06/01 
+  END_DATE: 2020/08/01 
 FITBIT:
-  DEVICE_IDS: [wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun]
+  DEVICE_IDS: [test01]
   LABEL: test01 android
   START_DATE: 2020/01/01
   END_DATE: 2020/06/01 

tests/data/external/participant_files/test02.yaml

@@ -1,11 +1,11 @@
 PHONE:
-  DEVICE_IDS: [7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w]
+  DEVICE_IDS: [test02]
   PLATFORMS: [ios]
   LABEL: test02 ios
   START_DATE: 2020/01/01
-  END_DATE: 2020/06/01 
+  END_DATE: 2021/08/01 
 FITBIT:
-  DEVICE_IDS: [7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w]
+  DEVICE_IDS: [test02]
   LABEL: test02 ios
   START_DATE: 2020/01/01
   END_DATE: 2020/06/01 

tests/data/external/participant_files/test03.yaml

@@ -1,11 +1,11 @@
 PHONE:
-  DEVICE_IDS: [bU6WEnGU-bjBN-HhUh-7XNT-ZnrLJnOTW9Or]
+  DEVICE_IDS: [test03]
   PLATFORMS: [android]
   LABEL: test03 android
   START_DATE: 2020/01/01
-  END_DATE: 2020/06/01 
+  END_DATE: 2021/06/01 
 FITBIT:
-  DEVICE_IDS: [bU6WEnGU-bjBN-HhUh-7XNT-ZnrLJnOTW9Or]
+  DEVICE_IDS: [test03]
   LABEL: test03 android
   START_DATE: 2020/01/01
   END_DATE: 2020/06/01 

tests/data/external/participant_files/test04.yaml

@@ -1,11 +1,11 @@
 PHONE:
-  DEVICE_IDS: [dGhYuH4N-8D8J-mL6l-9uQA-ArIzHIjBiJxU]
+  DEVICE_IDS: [test04]
   PLATFORMS: [ios]
   LABEL: test04 ios
   START_DATE: 2020/01/01
-  END_DATE: 2020/06/01
+  END_DATE: 2021/06/01
 FITBIT:
-  DEVICE_IDS: [dGhYuH4N-8D8J-mL6l-9uQA-ArIzHIjBiJxU]
+  DEVICE_IDS: [test04]
   LABEL: test04 ios
   START_DATE: 2020/01/01
   END_DATE: 2020/06/01

tests/data/external/participant_files/test05.yaml

@@ -1,11 +1,11 @@
 PHONE:
-  DEVICE_IDS: [tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun]
+  DEVICE_IDS: [test05]
   PLATFORMS: [android]
   LABEL: test05 android
   START_DATE: 2020/01/01
-  END_DATE: 2020/06/01 
+  END_DATE: 2021/06/01 
 FITBIT:
-  DEVICE_IDS: [tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun]
+  DEVICE_IDS: [test05]
   LABEL: test05 android
   START_DATE: 2020/01/01
   END_DATE: 2020/06/01 

tests/data/external/participant_files/test06.yaml

@@ -1,11 +1,11 @@
 PHONE:
-  DEVICE_IDS: [3jAbRIXO-xKTC-0bhC-PZXC-7yKzcQm4sf5w]
+  DEVICE_IDS: [test06]
   PLATFORMS: [ios]
   LABEL: test06 ios
   START_DATE: 2020/01/01
-  END_DATE: 2020/06/01 
+  END_DATE: 2021/06/01 
 FITBIT:
-  DEVICE_IDS: [3jAbRIXO-xKTC-0bhC-PZXC-7yKzcQm4sf5w]
+  DEVICE_IDS: [test06]
   LABEL: test06 ios
   START_DATE: 2020/01/01
   END_DATE: 2020/06/01 

tests/data/external/test01

@@ -1,4 +0,0 @@
-wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun
-android
-test01 android
-2020/01/01,2020/06/01 

tests/data/external/test02

@@ -1,4 +0,0 @@
-7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w
-ios
-test02 ios
-2020/01/01,2020/06/01 

tests/data/external/test03

@@ -1,4 +0,0 @@
-bU6WEnGU-bjBN-HhUh-7XNT-ZnrLJnOTW9Or
-android
-test03 android
-2020/01/01,2020/06/01 

tests/data/external/test04

@@ -1,4 +0,0 @@
-dGhYuH4N-8D8J-mL6l-9uQA-ArIzHIjBiJxU
-ios
-test04 ios
-2020/01/01,2020/06/01

tests/data/external/test05

@@ -1,4 +0,0 @@
-tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun
-android
-test05 android
-2020/01/01,2020/06/01 

tests/data/external/test06

@@ -1,4 +0,0 @@
-3jAbRIXO-xKTC-0bhC-PZXC-7yKzcQm4sf5w
-ios
-test06 ios
-2020/01/01,2020/06/01 

tests/data/raw/test01/phone_applications_foreground_raw.csv

@@ -1,33 +0,0 @@
-timestamp,device_id,package_name,application_name,is_system_app
-1593946320761,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1593961974942,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1593958144033,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1593947228964,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1593951572326,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1593950554868,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.supercell.clashofclans,Clash of Clans,0
-1593964799620,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1593974241305,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1593969483540,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1593977289581,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.fitbit.FitbitMobile,Fitbit,0
-1593970763367,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1593964867720,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.supercell.clashofclans,Clash of Clans,0
-1593974942995,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gm,Gmail,0
-1593986399351,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1594000139073,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gm,Gmail,0
-1593994717099,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.fitbit.FitbitMobile,Fitbit,0
-1593985854872,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.youtube,Youtube,0
-1594003154390,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1594003853415,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1593991680045,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1594007999202,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.aware.plugin.upmc.cancer,AWARE,0
-1593939733998,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1593933324739,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1593925161482,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1593936918763,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1593924155524,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.youtube,Youtube,0
-1593922625358,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1593943199317,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1593951550550,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1593981544544,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1593999779779,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1593933565565,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1

tests/data/raw/test01/phone_battery_raw.csv

@@ -1,66 +0,0 @@
-timestamp,device_id,battery_status,battery_level,battery_scale,battery_voltage,battery_temperature,battery_adaptor,battery_health,battery_technology
-1593576490416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,80,100,4170,23,0,2,Li-ion
-1593576683435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,79,100,4094,23,0,2,Li-ion
-1593576930630,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,78,100,4157,23,0,2,Li-ion
-1593577058603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,77,100,4157,23,0,2,Li-ion
-
-1593581260603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-
-1593588030416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,77,100,4170,23,0,2,Li-ion
-1593588230435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,78,100,4094,23,0,2,Li-ion
-1593588635630,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,79,100,4157,23,0,2,Li-ion
-1593588635876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,80,100,4157,23,0,2,Li-ion
-
-1593597450123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,80,100,4170,23,0,2,Li-ion
-1593597589435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,79,100,4094,23,0,2,Li-ion
-
-1593597739321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,78,100,4157,23,0,2,Li-ion
-1593597872456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,77,100,4157,23,0,2,Li-ion
-
-1593605072416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,72,100,4170,23,0,2,Li-ion
-1593605232435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,73,100,4094,23,0,2,Li-ion
-1593605392679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,74,100,4157,23,0,2,Li-ion
-1593605587876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,75,100,4157,23,0,2,Li-ion
-
-1593609187603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-
-1593613397416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,74,100,4170,23,0,2,Li-ion
-1593613583435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,73,100,4094,23,0,2,Li-ion
-1593613783679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,72,100,4157,23,0,2,Li-ion
-1593614058876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,71,100,4157,23,0,2,Li-ion
-
-1593618958416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,62,100,4170,23,0,2,Li-ion
-1593619168435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,63,100,4094,23,0,2,Li-ion
-
-1593619477679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,64,100,4157,23,0,2,Li-ion
-1593619687876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,65,100,4157,23,0,2,Li-ion
-
-1593625927416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,64,100,4170,23,0,2,Li-ion
-1593626099435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,63,100,4094,23,0,2,Li-ion
-1593626229679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,62,100,4157,23,0,2,Li-ion
-1593626419876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,61,100,4157,23,0,2,Li-ion
-
-1593630629603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-
-1593634407416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,60,100,4170,23,0,2,Li-ion
-1593634677435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,61,100,4094,23,0,2,Li-ion
-1593634887679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,62,100,4157,23,0,2,Li-ion
-1593635087876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,63,100,4157,23,0,2,Li-ion
-
-1593640563123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,60,100,4170,23,0,2,Li-ion
-1593640781435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,59,100,4094,23,0,2,Li-ion
-
-1593641054321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,58,100,4157,23,0,2,Li-ion
-1593641244456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,57,100,4157,23,0,2,Li-ion
-
-1593648183416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,72,100,4170,23,0,2,Li-ion
-1593648312435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,73,100,4094,23,0,2,Li-ion
-1593648444679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,74,100,4157,23,0,2,Li-ion
-1593648634876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,75,100,4157,23,0,2,Li-ion
-
-1593651044603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-
-1593653404416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,74,100,4170,23,0,2,Li-ion
-1593653534435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,73,100,4094,23,0,2,Li-ion
-1593653723679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,72,100,4157,23,0,2,Li-ion
-1593653867876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,71,100,4157,23,0,2,Li-ion

tests/data/raw/test01/phone_bluetooth_raw.csv

@@ -1,15 +0,0 @@
-timestamp,device_id,bt_address,bt_name,bt_rssi,label
-1593684000123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,A6:93:AF:8C:36,Phone,-92,1593684000123
-1593705599321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,A6:93:AF:8C:36,Phone,-79,1593684000123
-1593687638456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,7E:D1:4E:80:2B,,-96,1593684000123
-1593705600654,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,7E:D1:4E:80:2B,,-92,1593705600654
-1593727199546,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4B:2C:AA:88:1B,Smart TV,-95,1593705600654
-1593727200564,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,F5:F6:EC:8D:6C,Laptop,-88,1593727200564
-1593748799465,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,A6:93:AF:8C:36,Phone,-91,1593727200564
-1593738619645,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,10:6F:61:E4:A9,Speakers,-90,1593727200564
-1593747525789,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,7E:D1:4E:80:2B,,-84,1593727200564
-1593733518987,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,A6:93:AF:8C:36,Phone,-78,1593727200564
-1593662400798,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,7E:D1:4E:80:2B,,-76,1593662400798
-1593683999978,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,F5:F6:EC:8D:6C,Laptop,-97,1593662400798
-1593675299879,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,10:6F:61:E4:A9,Speakers,-93,1593662400798
-1593665344132,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4B:2C:AA:88:1B,Smart TV,-94,1593662400798

tests/data/raw/test01/phone_calls_raw.csv

@@ -1,37 +0,0 @@
-timestamp,device_id,call_type,call_duration,trace
-1591020025000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1299,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
-1591019365000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
-1591009125000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1116,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591014777000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1060,cnUUS8QfrJ16VB6cakgg7IBWGP2OFzpJ7xlBAG8S
-1591025270000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,759,1RgyLrcxRB4kPDTpszr6ocy2qtxvtyoTGl1WltUF
-1591015194000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,667,JGtSHqWU2rTwJsHNzFiAzHUNHHYLYNUKjrGmB7G4
-1591039261000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,213,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591036173000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1289,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591036460000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,0AF00XrOYBKFnoU9s1lZQBMCDyVWwIUu7t9FishN
-1591030751000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,662,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591029194000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1053,6qWi08psbtFbnl0GxVYlAoG7e9X81JfYggNULsFh
-1591047100000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1186,6uW0vSbblda04AgPYlUMjaOBJ6vHdoeyCVy2xMcE
-1591052691000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1157,jVa0Xjl53p52AStkexUSNzJYHgcDihBWFeBmsAzr
-1591056859000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1719,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591053398000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1421,YTCSxqJMuECsKhqaTr6uH8xd5qIKNpGCJGvv9W0y
-1591063906000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1224,ekgS3LcK86nxkl3O9jzA3BWU5tJMiYHPbRsdHS2P
-1591060637000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1543,TjnOnOjHqcE2q2yzzwfcFoZfaIKN6VylfqkD0Zk7
-1591054046000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1590987442000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1590984805000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1590999462000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1331,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1590994337000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,970,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1590999471000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1590993791000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,439,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591106425000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1299,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
-1591105765000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
-1591095525000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1116,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591101177000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1060,cnUUS8QfrJ16VB6cakgg7IBWGP2OFzpJ7xlBAG8S
-1591111670000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,759,1RgyLrcxRB4kPDTpszr6ocy2qtxvtyoTGl1WltUF
-1591101594000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,667,JGtSHqWU2rTwJsHNzFiAzHUNHHYLYNUKjrGmB7G4
-1591139091000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1157,jVa0Xjl53p52AStkexUSNzJYHgcDihBWFeBmsAzr
-1591143259000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1719,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591139798000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1421,YTCSxqJMuECsKhqaTr6uH8xd5qIKNpGCJGvv9W0y
-1591150306000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,1,1224,ekgS3LcK86nxkl3O9jzA3BWU5tJMiYHPbRsdHS2P
-1591147037000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,2,1543,TjnOnOjHqcE2q2yzzwfcFoZfaIKN6VylfqkD0Zk7
-1591140446000,e64uobDo-xNh0-KxYR-UWgR-utH2eyav204r,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP

tests/data/raw/test01/phone_light_raw.csv

@@ -1,13 +0,0 @@
-timestamp,device_id,double_light_lux,accuracy,label
-1593856800461,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,472.52,3,
-1593863999053,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,37252,3,
-1593871199794,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,90298,3,
-1593878399891,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,114615,3,
-1593878400002,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,97656,3,
-1593885599119,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,90625,3,
-1593892799453,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,24414,3,
-1593899999082,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,10351,3,
-1593900000724,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,15258,3,
-1593907199287,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1469,3,
-1593921599301,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,84.156,3,
-1593849599654,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,0.065,3,

tests/data/raw/test01/phone_messages_raw.csv

@@ -1,31 +0,0 @@
-timestamp,device_id,message_type,trace
-1590678031000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,t00s6SCQrraJw1jlkwAFTSiyAISkMPmzngCL7fbZ
-1590662705000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,FoQBWR2r8GS4WmuEKIvcEkJbxskbYg6VOsbLU1Wr
-1590662518000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1590677650000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,vfnqxPLJGjCrsPSKkST0iqRia6UwWLfNFAHWaXRs
-1590661734000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1590695355000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,5omWkSnUUoJ2T5maLRAO7SjxOLFB1CfccmPDhJOo
-1590681732000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,5omWkSnUUoJ2T5maLRAO7SjxOLFB1CfccmPDhJOo
-1590697175000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1590696483000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,89aUD0LNMBeDldSCjXKq4CRJzpu3ntG42XM8o0iY
-1590688241000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,89aUD0LNMBeDldSCjXKq4CRJzpu3ntG42XM8o0iY
-1590708828000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,Wk15QDFjeGCKI5CVxw2bkjsacmjsjwsHweZuo0Om
-1590722462000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,Wk15QDFjeGCKI5CVxw2bkjsacmjsjwsHweZuo0Om
-1590721378000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1590712798000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
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tests/data/raw/test01/phone_screen_raw.csv

@@ -1,29 +0,0 @@
-timestamp,device_id,screen_status
-1590994230386,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1
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-1591059718492,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2

tests/data/raw/test01/phone_wifi_connected_raw.csv

@@ -1,13 +0,0 @@
-timestamp,device_id,mac_address,ssid,bssid
-1593771645547,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1593791393289,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1593779101251,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,Stewart Family,0D:FB:75:AA:43:0A
-1593813989898,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D
-1593799538019,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,Fios-H4S9a,48:6B:8C:51:08:F2
-1593797221589,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1593820668588,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,Stewart Family,0D:FB:75:AA:43:0A
-1593831618372,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,Fios-H4S9a,48:6B:8C:51:08:F2
-1593821661830,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D
-1593768441273,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D
-1593764562099,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,Galactica,E6:4C:9A:3F:D0:1B
-1593765323772,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D

tests/data/raw/test01/phone_wifi_visible_raw.csv

@@ -1,15 +0,0 @@
-timestamp,device_id,bssid,ssid,security,frequency,rssi,label
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-1593791999936,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,d0:b8:2f:eb:0e:f8,CMU-SECURE,[WPA2-EAP-CCMP][ESS],5765,-83,
-1593792000442,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3d:12:ec:de:96:e1,,[WPA2-EAP-CCMP][ESS],5765,-97,
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-1593817199253,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,86:90:7b:8a:3e:43,WIRELESS-PITTNET,[WPA2-EAP-CCMP][ESS],5765,-79,
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-1593761511861,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,86:90:7b:8a:3e:43,WIRELESS-PITTNET,[WPA2-EAP-CCMP][ESS],5805,-84,
-1593760292500,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,e6:06:da:af:f9:91,xfinity,[WPA2-EAP-CCMP][ESS],5765,-91,
-1593762343842,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,24:2b:a2:55:8a:e0,eduroam,[WPA2-EAP-CCMP][ESS],5805,-100,
-1593770399830,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,d0:b8:2f:eb:0e:f8,CMU-SECURE,[WPA2-EAP-CCMP][ESS],5765,-75,

tests/data/raw/test01/plugin_google_activity_recognition_raw.csv

@@ -1,56 +0,0 @@
-timestamp,device_id,activity_name,activity_type,confidence,activities
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-1594076058465,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,walking,7,98,"[{""activity"":""walking"",""confidence"":98},{""activity"":""running"",""confidence"":1},{""activity"":""still"",""confidence"":1}]"
-1594076997023,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,walking,7,92,"[{""activity"":""walking"",""confidence"":92},{""activity"":""running"",""confidence"":5},{""activity"":""in_vehicle"",""confidence"":2},{""activity"":""unknown"",""confidence"":1}]"
-1594076477847,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,walking,7,86,"[{""activity"":""walking"",""confidence"":86},{""activity"":""in_vehicle"",""confidence"":9},{""activity"":""still"",""confidence"":4},{""activity"":""unknown"",""confidence"":1}]"
-1594078728766,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,on_bicycle,1,93,"[{""activity"":""on_bicycle"",""confidence"":93},{""activity"":""in_vehicle"",""confidence"":5},{""activity"":""unknown"",""confidence"":2}]"
-1594078002827,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,on_bicycle,1,87,"[{""activity"":""on_bicycle"",""confidence"":87},{""activity"":""walking"",""confidence"":12},{""activity"":""still"",""confidence"":1}]"
-1594081329828,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,on_bicycle,1,93,"[{""activity"":""on_bicycle"",""confidence"":93},{""activity"":""in_vehicle"",""confidence"":5},{""activity"":""unknown"",""confidence"":2}]"
-1594077881253,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,on_bicycle,1,87,"[{""activity"":""on_bicycle"",""confidence"":87},{""activity"":""walking"",""confidence"":12},{""activity"":""still"",""confidence"":1}]"
-1594082278338,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,on_foot,2,99,"[{""activity"":""on_foot"",""confidence"":99},{""activity"":""unknown"",""confidence"":1}]"
-1594085089288,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,on_foot,2,80,"[{""activity"":""on_foot"",""confidence"":80},{""activity"":""in_vehicle"",""confidence"":15},{""activity"":""running"",""confidence"":4},{""activity"":""unknown"",""confidence"":1}]"
-1594083604829,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,on_foot,2,80,"[{""activity"":""on_foot"",""confidence"":80},{""activity"":""in_vehicle"",""confidence"":15},{""activity"":""running"",""confidence"":4},{""activity"":""unknown"",""confidence"":1}]"
-1594085099383,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,on_foot,2,94,"[{""activity"":""on_foot"",""confidence"":94},{""activity"":""running"",""confidence"":5},{""activity"":""unknown"",""confidence"":1}]"
-1594089833084,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,unknown,4,97,"[{""activity"":""unknown"",""confidence"":97},{""activity"":""running"",""confidence"":2},{""activity"":""walking"",""confidence"":1}]"
-1594092988804,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,still,3,99,"[{""activity"":""still"",""confidence"":99},{""activity"":""unknown"",""confidence"":1}]"
-1594093445402,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,still,3,88,"[{""activity"":""still"",""confidence"":88},{""activity"":""walking"",""confidence"":7},{""activity"":""in_vehicle"",""confidence"":4}{""activity"":""unknown"",""confidence"":1}]"

tests/data/raw/test02/phone_applications_foreground_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,package_name,application_name,is_system_app

tests/data/raw/test02/phone_battery_raw.csv

@@ -1,58 +0,0 @@
-timestamp,device_id,battery_status,battery_level,battery_scale,battery_voltage,battery_temperature,battery_adaptor,battery_health,battery_technology
-1593576490416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,80,100,4170,23,0,2,Li-ion
-1593576683435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,79,100,4094,23,0,2,Li-ion
-1593576930630,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,78,100,4157,23,0,2,Li-ion
-1593577058603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-
-1593588030416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,77,100,4170,23,0,2,Li-ion
-1593588230435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,78,100,4094,23,0,2,Li-ion
-1593588635630,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,79,100,4157,23,0,2,Li-ion
-1593588635876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,80,100,4157,23,0,2,Li-ion
-
-1593597450123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,80,100,4170,23,0,2,Li-ion
-1593597589435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,79,100,4094,23,0,2,Li-ion
-
-1593597739321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,78,100,4157,23,0,2,Li-ion
-1593597872456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-
-1593605072416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,72,100,4170,23,0,2,Li-ion
-1593605232435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,73,100,4094,23,0,2,Li-ion
-1593605392679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,74,100,4157,23,0,2,Li-ion
-1593605587876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,75,100,4157,23,0,2,Li-ion
-
-1593613397416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,74,100,4170,23,0,2,Li-ion
-1593613583435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,73,100,4094,23,0,2,Li-ion
-1593613783679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,72,100,4157,23,0,2,Li-ion
-1593614058876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,71,100,4157,23,0,2,Li-ion
-
-1593618958416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,62,100,4170,23,0,2,Li-ion
-1593619168435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,63,100,4094,23,0,2,Li-ion
-
-1593619477679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,64,100,4157,23,0,2,Li-ion
-1593619687876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,65,100,4157,23,0,2,Li-ion
-
-1593625927416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,64,100,4170,23,0,2,Li-ion
-1593626099435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,63,100,4094,23,0,2,Li-ion
-1593626229679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,62,100,4157,23,0,2,Li-ion
-1593626419876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,61,100,4157,23,0,2,Li-ion
-
-1593634407416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,60,100,4170,23,0,2,Li-ion
-1593634677435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,61,100,4094,23,0,2,Li-ion
-1593634887679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,62,100,4157,23,0,2,Li-ion
-1593635087876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,63,100,4157,23,0,2,Li-ion
-
-1593640563123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,60,100,4170,23,0,2,Li-ion
-1593640781435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,59,100,4094,23,0,2,Li-ion
-
-1593641054321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,58,100,4157,23,0,2,Li-ion
-1593641244456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,57,100,4157,23,0,2,Li-ion
-
-1593648183416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,72,100,4170,23,0,2,Li-ion
-1593648312435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,73,100,4094,23,0,2,Li-ion
-1593648444679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,74,100,4157,23,0,2,Li-ion
-1593648634876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,75,100,4157,23,0,2,Li-ion
-
-1593653404416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,74,100,4170,23,0,2,Li-ion
-1593653534435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,73,100,4094,23,0,2,Li-ion
-1593653723679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,72,100,4157,23,0,2,Li-ion
-1593653867876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,71,100,4157,23,0,2,Li-ion

tests/data/raw/test02/phone_bluetooth_raw.csv

@@ -1,15 +0,0 @@
-timestamp,device_id,bt_address,bt_name,bt_rssi,label
-1593684000123,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,qaRo3mcQ-m0aJ-awAa-ACT9-6HcxDD26tsxe,Phone,-99,1593684000123
-1593705599132,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S,Laptop,-87,1593684000123
-1593687638321,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-89,1593684000123
-1593705600312,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-96,1593705600312
-1593727199456,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S,Laptop,-82,1593705600312
-1593727200465,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5,,-79,1593727200465
-1593748799546,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-88,1593662400789
-1593738619564,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-97,1593662400789
-1593747525654,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-82,1593662400789
-1593733518645,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S,Laptop,-98,1593662400789
-1593662400789,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5,,-84,1593662400789
-1593683999798,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5,,-99,1593662400789
-1593675299879,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,An2oCwIE-LOSJ-teZQ-Bjls-VTgbq1wmTA1e,Speakers,-81,1593662400789
-1593665344987,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,An2oCwIE-LOSJ-teZQ-Bjls-VTgbq1wmTA1e,Speakers,-96,1593662400789

tests/data/raw/test02/phone_calls_raw.csv

@@ -1,136 +0,0 @@
-timestamp,device_id,call_type,call_duration,trace
-1591020025000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,1,0,PnTE2wVL5OwyykjwekUUwhaCHEODWV5lZICBzdyL
-1591020045000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2,20,PnTE2wVL5OwyykjwekUUwhaCHEODWV5lZICBzdyL
-1591021324000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,4,1279,PnTE2wVL5OwyykjwekUUwhaCHEODWV5lZICBzdyL
-
-1591019365000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,1,0,BzdyLPnTE2wVL5OwyykjwekUUwhaCHEODWV5lZIC
-1591019395000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,4,30,BzdyLPnTE2wVL5OwyykjwekUUwhaCHEODWV5lZIC
-
-1591009125000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591009145000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,2,20,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1591010241000,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,4,1096,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-
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-
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-
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-
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-
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-
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tests/data/raw/test02/phone_light_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,double_light_lux,accuracy,label

tests/data/raw/test02/phone_messages_raw.csv

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tests/data/raw/test02/phone_screen_raw.csv

@@ -1,15 +0,0 @@
-timestamp,device_id,screen_status
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tests/data/raw/test02/phone_wifi_connected_raw.csv

@@ -1,15 +0,0 @@
-timestamp,device_id,mac_address,ssid,bssid
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-1593833925830,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,,3D:12:EC:DE:96:E1
-1593819918273,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,,3D:12:EC:DE:96:E1
-1593748800099,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,WIRELESS-PITTNET,86:90:7B:8A:3E:43
-1593770399772,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,,3D:12:EC:DE:96:E1
-1593761699709,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,eduroam,24:2B:A2:55:8A:E0
-1593751744305,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,af:13:50:8b:5f:ab,CMU-SECURE,D0:B8:2F:EB:0E:F8

tests/data/raw/test02/phone_wifi_visible_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,bssid,ssid,security,frequency,rssi,label

tests/data/raw/test02/plugin_ios_activity_recognition_raw.csv

@@ -1,56 +0,0 @@
-timestamp,device_id,activities,confidence,stationary,walking,running,automotive,cycling,unknown,label
-1594011513359,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",2,1,0,0,0,0,0,
-1594009169663,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",0,1,0,0,0,0,0,
-1594008233193,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",1,1,0,0,0,0,0,
-1594014089214,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,,1,0,0,0,0,0,0,
-1594022514638,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,,1,0,0,0,0,0,0,
-1594019642710,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,,1,0,0,0,0,0,0,
-1594021195186,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,,2,0,0,0,0,0,0,
-1594023232802,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,,0,0,0,0,0,0,0,
-1594029036619,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",0,1,0,0,0,0,0,
-1594026189418,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",2,1,0,0,0,0,0,
-1594030960769,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",2,1,0,0,0,0,0,
-1594029972576,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",2,1,0,0,0,0,0,
-1594032360318,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",2,1,0,0,0,0,0,
-1594029680604,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",0,1,0,0,0,0,0,
-1594034061588,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",0,0,1,0,0,0,0,
-1594035583131,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",1,0,1,0,0,0,0,
-1594036135681,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",1,0,1,0,0,0,0,
-1594034330494,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",2,0,1,0,0,0,0,
-1594041009481,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",1,0,0,1,0,0,0,
-1594039008555,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",0,0,0,1,0,0,0,
-1594040542637,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",0,0,0,1,0,0,0,
-1594045170488,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary"",""automotive""]",1,1,0,0,1,0,0,
-1594044861283,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary"",""automotive""]",1,1,0,0,1,0,0,
-1594046775997,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""automotive""]",1,0,0,0,1,0,0,
-1594045155284,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary"",""automotive""]",1,1,0,0,1,0,0,
-1594048942657,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",1,0,0,1,0,0,0,
-1594049953189,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",2,0,0,1,0,0,0,
-1594051260258,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",1,0,1,0,0,0,0,
-1594054828512,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",1,0,1,0,0,0,0,
-1594053652847,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",1,0,0,1,0,0,0,
-1594052619496,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",1,0,0,1,0,0,0,
-1594059951546,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",0,1,0,0,0,0,0,
-1594063934168,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",2,1,0,0,0,0,0,
-1594058448212,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",2,1,0,0,0,0,0,
-1594073582003,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary"",""automotive""]",1,1,0,0,1,0,0,
-1594073060268,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary"",""automotive""]",1,1,0,0,1,0,0,
-1594072009878,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary"",""automotive""]",2,1,0,0,1,0,0,
-1594071273066,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary"",""automotive""]",0,1,0,0,1,0,0,
-1594071651364,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""automotive""]",1,0,0,0,1,0,0,
-1594072224460,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary"",""automotive""]",0,1,0,0,1,0,0,
-1594076125576,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",2,0,1,0,0,0,0,
-1594076058465,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",2,0,1,0,0,0,0,
-1594076997023,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",1,0,1,0,0,0,0,
-1594076477847,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",0,0,1,0,0,0,0,
-1594078728766,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""cycling""]",1,0,0,0,0,1,0,
-1594078002827,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""cycling""]",0,0,0,0,0,1,0,
-1594081329828,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""cycling""]",1,0,0,0,0,1,0,
-1594077881253,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""cycling""]",0,0,0,0,0,1,0,
-1594082278338,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""walking""]",2,0,1,0,0,0,0,
-1594085089288,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",2,0,0,1,0,0,0,
-1594083604829,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",2,0,0,1,0,0,0,
-1594085099383,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""running""]",1,0,0,1,0,0,0,
-1594089833084,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,,2,0,0,0,0,0,0,
-1594092988804,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",2,1,0,0,0,0,0,
-1594093445402,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,"[""stationary""]",0,1,0,0,0,0,0,

tests/data/raw/test03/phone_applications_foreground_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,package_name,application_name,is_system_app

tests/data/raw/test03/phone_battery_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,battery_status,battery_level,battery_scale,battery_voltage,battery_temperature,battery_adaptor,battery_health,battery_technology

tests/data/raw/test03/phone_bluetooth_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,bt_address,bt_name,bt_rssi,label

tests/data/raw/test03/phone_calls_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,call_type,call_duration,trace

tests/data/raw/test03/phone_conversation_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,datatype,double_energy,inference,blod_feature,double_convo_start,double_convo_end

tests/data/raw/test03/phone_light_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,double_light_lux,accuracy,label

tests/data/raw/test03/phone_messages_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,message_type,trace

tests/data/raw/test03/phone_screen_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,screen_status

tests/data/raw/test03/phone_wifi_connected_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,mac_address,ssid,bssid

tests/data/raw/test03/phone_wifi_visible_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,bssid,ssid,security,frequency,rssi,label

tests/data/raw/test03/plugin_google_activity_recognition_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,activity_name,activity_type,confidence,activities

tests/data/raw/test04/phone_applications_foreground_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,package_name,application_name,is_system_app

tests/data/raw/test04/phone_battery_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,battery_status,battery_level,battery_scale,battery_voltage,battery_temperature,battery_adaptor,battery_health,battery_technology

tests/data/raw/test04/phone_bluetooth_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,bt_address,bt_name,bt_rssi,label

tests/data/raw/test04/phone_calls_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,call_type,call_duration,trace

tests/data/raw/test04/phone_conversation_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,datatype,double_energy,inference,blod_feature,double_convo_start,double_convo_end

tests/data/raw/test04/phone_light_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,double_light_lux,accuracy,label

tests/data/raw/test04/phone_messages_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,message_type,trace

tests/data/raw/test04/phone_screen_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,screen_status

tests/data/raw/test04/phone_wifi_connected_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,mac_address,ssid,bssid

tests/data/raw/test04/phone_wifi_visible_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,bssid,ssid,security,frequency,rssi,label

tests/data/raw/test04/plugin_ios_activity_recognition_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,activities,confidence,stationary,walking,running,automotive,cycling,unknown,label

tests/data/raw/test05/phone_applications_foreground_raw.csv

@@ -1,53 +0,0 @@
-timestamp,device_id,package_name,application_name,is_system_app
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.supercell.clashofclans,Clash of Clans,0
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.supercell.clashofclans,Clash of Clans,0
-1602477000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1602477000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1602477000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gm,Gmail,0
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.fitbit.FitbitMobile,Fitbit,0
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gm,Gmail,0
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.fitbit.FitbitMobile,Fitbit,0
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gm,Gmail,0
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.supercell.clashofclans,Clash of Clans,0
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gm,Gmail,0
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.fitbit.FitbitMobile,Fitbit,0
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gm,Gmail,0
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.fitbit.FitbitMobile,Fitbit,0
-1602480500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.netflix.mediaclient,Netflix,0
-1602480500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.supercell.clashofclans,Clash of Clans,0
-1602480500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.supercell.clashofclans,Clash of Clans,0
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.youtube,Youtube,0
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.youtube,Youtube,0
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.aware.plugin.upmc.cancer,AWARE,0
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.aware.plugin.upmc.cancer,AWARE,0
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.apps.youtube.creator,Youtube Video Creater,0
-1602559800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1602559800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.youtube,Youtube,0
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.youtube,Youtube,0
-1602561599000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0
-1602561599000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,tv.twitch.android.app,Twitch,0
-1602561600000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1602561600000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1602563400000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.google.android.gms,Google,1
-1602563500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,com.facebook.moments,Facebook Moments,0

tests/data/raw/test05/phone_battery_raw.csv

@@ -1,49 +0,0 @@
-timestamp,device_id,battery_status,battery_level,battery_scale,battery_voltage,battery_temperature,battery_adaptor,battery_health,battery_technology
-1593576490416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,80,100,4170,23,0,2,Li-ion
-1593576683435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,79,100,4094,23,0,2,Li-ion
-1593576930630,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,78,100,4157,23,0,2,Li-ion
-1593577058603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,77,100,4157,23,0,2,Li-ion
-1593581260603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-1593588030416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,77,100,4170,23,0,2,Li-ion
-1593588230435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,78,100,4094,23,0,2,Li-ion
-1593588635630,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,79,100,4157,23,0,2,Li-ion
-1593588635876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,80,100,4157,23,0,2,Li-ion
-1593597450123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,80,100,4170,23,0,2,Li-ion
-1593597589435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,79,100,4094,23,0,2,Li-ion
-1593597739321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,78,100,4157,23,0,2,Li-ion
-1593597872456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,77,100,4157,23,0,2,Li-ion
-1593605072416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,72,100,4170,23,0,2,Li-ion
-1593605232435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,73,100,4094,23,0,2,Li-ion
-1593605392679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,74,100,4157,23,0,2,Li-ion
-1593605587876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,75,100,4157,23,0,2,Li-ion
-1593609187603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,75,100,4157,23,0,2,Li-ion
-1593613397416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,74,100,4170,23,0,2,Li-ion
-1593613583435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,73,100,4094,23,0,2,Li-ion
-1593613783679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,72,100,4157,23,0,2,Li-ion
-1593614058876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,71,100,4157,23,0,2,Li-ion
-1593618958416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,62,100,4170,23,0,2,Li-ion
-1593619168435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,63,100,4094,23,0,2,Li-ion
-1593619477679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,64,100,4157,23,0,2,Li-ion
-1593619687876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,65,100,4157,23,0,2,Li-ion
-1593625927416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,64,100,4170,23,0,2,Li-ion
-1593626099435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,63,100,4094,23,0,2,Li-ion
-1593626229679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,62,100,4157,23,0,2,Li-ion
-1593626419876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,61,100,4157,23,0,2,Li-ion
-1593630629603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-1593634407416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,60,100,4170,23,0,2,Li-ion
-1593634677435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,61,100,4094,23,0,2,Li-ion
-1593634887679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,62,100,4157,23,0,2,Li-ion
-1593635087876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,63,100,4157,23,0,2,Li-ion
-1593640563123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,60,100,4170,23,0,2,Li-ion
-1593640781435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,59,100,4094,23,0,2,Li-ion
-1593641054321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,58,100,4157,23,0,2,Li-ion
-1593641244456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,57,100,4157,23,0,2,Li-ion
-1593648183416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,72,100,4170,23,0,2,Li-ion
-1593648312435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,73,100,4094,23,0,2,Li-ion
-1593648444679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,74,100,4157,23,0,2,Li-ion
-1593648634876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,75,100,4157,23,0,2,Li-ion
-1593651044603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,75,100,4157,23,0,2,Li-ion
-1593653404416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,74,100,4170,23,0,2,Li-ion
-1593653534435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,73,100,4094,23,0,2,Li-ion
-1593653723679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,72,100,4157,23,0,2,Li-ion
-1593653867876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,71,100,4157,23,0,2,Li-ion

tests/data/raw/test05/phone_bluetooth_raw.csv

@@ -1,15 +0,0 @@
-timestamp,device_id,bt_address,bt_name,bt_rssi,label
-1593684000123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,A6:93:AF:8C:36,Phone,-92,1593684000123
-1593705599321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,A6:93:AF:8C:36,Phone,-79,1593684000123
-1593687638456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,7E:D1:4E:80:2B,,-96,1593684000123
-1593705600654,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,7E:D1:4E:80:2B,,-92,1593705600654
-1593727199546,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4B:2C:AA:88:1B,Smart TV,-95,1593705600654
-1593727200564,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,F5:F6:EC:8D:6C,Laptop,-88,1593727200564
-1593748799465,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,A6:93:AF:8C:36,Phone,-91,1593727200564
-1593738619645,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,10:6F:61:E4:A9,Speakers,-90,1593727200564
-1593747525789,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,7E:D1:4E:80:2B,,-84,1593727200564
-1593733518987,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,A6:93:AF:8C:36,Phone,-78,1593727200564
-1593662400798,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,7E:D1:4E:80:2B,,-76,1593662400798
-1593683999978,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,F5:F6:EC:8D:6C,Laptop,-97,1593662400798
-1593675299879,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,10:6F:61:E4:A9,Speakers,-93,1593662400798
-1593665344132,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4B:2C:AA:88:1B,Smart TV,-94,1593662400798

tests/data/raw/test05/phone_calls_raw.csv

@@ -1,37 +0,0 @@
-timestamp,device_id,call_type,call_duration,trace
-1601564701000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1299,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
-1601572412000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,3,0,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
-1601586664000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1116,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601558148000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1060,cnUUS8QfrJ16VB6cakgg7IBWGP2OFzpJ7xlBAG8S
-1601556542000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,759,1RgyLrcxRB4kPDTpszr6ocy2qtxvtyoTGl1WltUF
-1601587579000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,667,JGtSHqWU2rTwJsHNzFiAzHUNHHYLYNUKjrGmB7G4
-1601560709000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,213,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601577767000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1289,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601559886000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,3,0,0AF00XrOYBKFnoU9s1lZQBMCDyVWwIUu7t9FishN
-1601572446000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,662,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601573683000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1053,6qWi08psbtFbnl0GxVYlAoG7e9X81JfYggNULsFh
-1601550182000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1186,6uW0vSbblda04AgPYlUMjaOBJ6vHdoeyCVy2xMcE
-1601570872000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1157,jVa0Xjl53p52AStkexUSNzJYHgcDihBWFeBmsAzr
-1601575811000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1719,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601547211000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1421,YTCSxqJMuECsKhqaTr6uH8xd5qIKNpGCJGvv9W0y
-1601584838000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1224,ekgS3LcK86nxkl3O9jzA3BWU5tJMiYHPbRsdHS2P
-1601588772000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1543,TjnOnOjHqcE2q2yzzwfcFoZfaIKN6VylfqkD0Zk7
-1601547698000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601585755000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601548086000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601552567000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1331,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601560974000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,970,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601570446000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601574684000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,439,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601579964000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1299,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
-1601553154000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,3,0,OwyykjwekUUwhaCHEODWV5lZICBzdyLPnTE2wVL5
-1601576526000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1116,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601589399000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1060,cnUUS8QfrJ16VB6cakgg7IBWGP2OFzpJ7xlBAG8S
-1601570871000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,759,1RgyLrcxRB4kPDTpszr6ocy2qtxvtyoTGl1WltUF
-1601561374000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,667,JGtSHqWU2rTwJsHNzFiAzHUNHHYLYNUKjrGmB7G4
-1601573260000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1157,jVa0Xjl53p52AStkexUSNzJYHgcDihBWFeBmsAzr
-1601579886000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1719,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP
-1601558485000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1421,YTCSxqJMuECsKhqaTr6uH8xd5qIKNpGCJGvv9W0y
-1601561847000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,1,1224,ekgS3LcK86nxkl3O9jzA3BWU5tJMiYHPbRsdHS2P
-1601587632000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,2,1543,TjnOnOjHqcE2q2yzzwfcFoZfaIKN6VylfqkD0Zk7
-1601582177000,tOmCKs02-4GfR-G5I6-7iKL-wYESbVwIMBun,3,0,ciXg3DYB9bzl0KXxPcvxi50Z4NqSk0WVf7dLniNP

tests/data/raw/test05/phone_light_raw.csv

@@ -1,13 +0,0 @@
-timestamp,device_id,double_light_lux,accuracy,label
-1601251199000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,472.52,3,
-1601164800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,37252,3,
-1601164800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,90298,3,
-1601164860000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,114615,3,
-1601166599000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,97656,3,
-1601166600000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,90625,3,
-1601166601000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,24414,3,
-1601179199000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,10351,3,
-1601179200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,15258,3,
-1601179201000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1469,3,
-1601182801000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,0,3,
-1601182811000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,0,3,

tests/data/raw/test05/phone_messages_raw.csv

@@ -1,23 +0,0 @@
-timestamp,device_id,message_type,trace
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,t00s6SCQrraJw1jlkwAFTSiyAISkMPmzngCL7fbZ
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,FoQBWR2r8GS4WmuEKIvcEkJbxskbYg6VOsbLU1Wr
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,vfnqxPLJGjCrsPSKkST0iqRia6UwWLfNFAHWaXRs
-1602477000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,5omWkSnUUoJ2T5maLRAO7SjxOLFB1CfccmPDhJOo
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602480500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,89aUD0LNMBeDldSCjXKq4CRJzpu3ntG42XM8o0iY
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,89aUD0LNMBeDldSCjXKq4CRJzpu3ntG42XM8o0iY
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,Wk15QDFjeGCKI5CVxw2bkjsacmjsjwsHweZuo0Om
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,Wk15QDFjeGCKI5CVxw2bkjsacmjsjwsHweZuo0Om
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,FVPAjfv1ZLVs6vqxsqVeBJ1afdbUBXuZ7dByKned
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602559800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602561599000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,SFkNCC6I3SlHwtvvetmzh3hYpAmXwHGcxyoC2RGr
-1602561600000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,1,t00s6SCQrraJw1jlkwAFTSiyAISkMPmzngCL7fbZ
-1602563400000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,FoQBWR2r8GS4WmuEKIvcEkJbxskbYg6VOsbLU1Wr

tests/data/raw/test05/phone_wifi_connected_raw.csv

@@ -1,33 +0,0 @@
-timestamp,device_id,mac_address,ssid,bssid
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,Stewart Family,0D:FB:75:AA:43:0A
-1602477000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,Fios-H4S9a,48:6B:8C:51:08:F2
-1602480500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,Stewart Family,0D:FB:75:AA:43:0A
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,Fios-H4S9a,48:6B:8C:51:08:F2
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,Galactica,E6:4C:9A:3F:D0:1B
-1602559800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,NETGEAR07,EF:E7:56:4A:F4:1D
-1602563400000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,Stewart Family,0D:FB:75:AA:43:0A
-1602561599000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,Galactica,E6:4C:9A:3F:D0:1B
-1602561600000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,xfinity,e6:06:da:af:f9:91
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,WIRELESS-PITTNET,86:90:7b:8a:3e:43
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,xfinity,e6:06:da:af:f9:91
-1602477000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,CMU-SECURE,d0:b8:2f:eb:0e:f8
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,,3d:12:ec:de:96:e1
-1602480500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,xfinity,e6:06:da:af:f9:91
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,WIRELESS-PITTNET,86:90:7b:8a:3e:43
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,,3d:12:ec:de:96:e1
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,xfinity,e6:06:da:af:f9:91
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,xfinity,e6:06:da:af:f9:91
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,WIRELESS-PITTNET,86:90:7b:8a:3e:43
-1602559800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,xfinity,e6:06:da:af:f9:91
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,eduroam,24:2b:a2:55:8a:e0
-1602563400000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,CMU-SECURE,d0:b8:2f:eb:0e:f8
-1602561599000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,xfinity,e6:06:da:af:f9:91
-1602561600000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B

tests/data/raw/test05/phone_wifi_visible_raw.csv

@@ -1,33 +0,0 @@
-timestamp,device_id,bssid,ssid,security,frequency,rssi,label
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,E0:A9:8A:1E:48:1B,HOME-1234,[WPA2-EAP-CCMP][ESS],5805,-95,
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,E0:A9:8A:1E:48:1B,HOME-1234,[WPA2-EAP-CCMP][ESS],5180,-93,
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,0D:FB:75:AA:43:0A,Stewart Family,[WPA2-EAP-CCMP][ESS],5765,-83,
-1602477000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,EF:E7:56:4A:F4:1D,NETGEAR07,[WPA2-EAP-CCMP][ESS],5765,-97,
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,48:6B:8C:51:08:F2,Fios-H4S9a,[WPA2-EAP-CCMP][ESS],5765,-98,
-1602480500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,E0:A9:8A:1E:48:1B,HOME-1234,[WPA2-EAP-CCMP][ESS],5765,-79,
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,0D:FB:75:AA:43:0A,Stewart Family,[WPA2-EAP-CCMP][ESS],5765,-80,
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,48:6B:8C:51:08:F2,Fios-H4S9a,[WPA2-EAP-CCMP][ESS],5180,-82,
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,EF:E7:56:4A:F4:1D,NETGEAR07,[WPA2-EAP-CCMP][ESS],5180,-92,
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,EF:E7:56:4A:F4:1D,NETGEAR07,[WPA2-EAP-CCMP][ESS],5805,-84,
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,E6:4C:9A:3F:D0:1B,Galactica,[WPA2-EAP-CCMP][ESS],5765,-91,
-1602559800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,EF:E7:56:4A:F4:1D,NETGEAR07,[WPA2-EAP-CCMP][ESS],5805,-100,
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,EF:E7:56:4A:F4:1D,NETGEAR07,[WPA2-EAP-CCMP][ESS],5765,-75,
-1602563400000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,0D:FB:75:AA:43:0A,Stewart Family,[WPA2-EAP-CCMP][ESS],5180,-93,
-1602561599000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,E6:4C:9A:3F:D0:1B,Galactica,[WPA2-EAP-CCMP][ESS],5765,-80,
-1602561600000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,E0:A9:8A:1E:48:1B,HOME-1234,[WPA2-EAP-CCMP][ESS],,,
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,e6:06:da:af:f9:91,xfinity,[WPA2-EAP-CCMP][ESS],,,
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,86:90:7b:8a:3e:43,WIRELESS-PITTNET,[WPA2-EAP-CCMP][ESS],,,
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,e6:06:da:af:f9:91,xfinity,[WPA2-EAP-CCMP][ESS],,,
-1602477000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,d0:b8:2f:eb:0e:f8,CMU-SECURE,[WPA2-EAP-CCMP][ESS],,,
-1602478000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3d:12:ec:de:96:e1,,[WPA2-EAP-CCMP][ESS],,,
-1602480500000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,e6:06:da:af:f9:91,xfinity,[WPA2-EAP-CCMP][ESS],,,
-1602478799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,86:90:7b:8a:3e:43,WIRELESS-PITTNET,[WPA2-EAP-CCMP][ESS],,,
-1602478800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3d:12:ec:de:96:e1,,[WPA2-EAP-CCMP][ESS],,,
-1602558000000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,e6:06:da:af:f9:91,xfinity,[WPA2-EAP-CCMP][ESS],,,
-1602558799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,e6:06:da:af:f9:91,xfinity,[WPA2-EAP-CCMP][ESS],,,
-1602559799000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,86:90:7b:8a:3e:43,WIRELESS-PITTNET,[WPA2-EAP-CCMP][ESS],,,
-1602559800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,e6:06:da:af:f9:91,xfinity,[WPA2-EAP-CCMP][ESS],,,
-1602560800000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,24:2b:a2:55:8a:e0,eduroam,[WPA2-EAP-CCMP][ESS],,,
-1602563400000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,d0:b8:2f:eb:0e:f8,CMU-SECURE,[WPA2-EAP-CCMP][ESS],,,
-1602561599000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,e6:06:da:af:f9:91,xfinity,[WPA2-EAP-CCMP][ESS],,,
-1602561600000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,E0:A9:8A:1E:48:1B,HOME-1234,,,,

tests/data/raw/test06/phone_applications_foreground_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,package_name,application_name,is_system_app

tests/data/raw/test06/phone_battery_raw.csv

@@ -1,58 +0,0 @@
-timestamp,device_id,battery_status,battery_level,battery_scale,battery_voltage,battery_temperature,battery_adaptor,battery_health,battery_technology
-1593576490416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,80,100,4170,23,0,2,Li-ion
-1593576683435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,79,100,4094,23,0,2,Li-ion
-1593576930630,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,78,100,4157,23,0,2,Li-ion
-1593577058603,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,77,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593588030416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,77,100,4170,23,0,2,Li-ion
-1593588230435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,78,100,4094,23,0,2,Li-ion
-1593588635630,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,79,100,4157,23,0,2,Li-ion
-1593588635876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,80,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593597450123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,80,100,4170,23,0,2,Li-ion
-1593597589435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,79,100,4094,23,0,2,Li-ion
-,,,,,,,,,
-1593597739321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,78,100,4157,23,0,2,Li-ion
-1593597872456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,3,77,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593605072416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,72,100,4170,23,0,2,Li-ion
-1593605232435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,73,100,4094,23,0,2,Li-ion
-1593605392679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,74,100,4157,23,0,2,Li-ion
-1593605587876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,75,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593613397416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,74,100,4170,23,0,2,Li-ion
-1593613583435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,73,100,4094,23,0,2,Li-ion
-1593613783679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,72,100,4157,23,0,2,Li-ion
-1593614058876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,71,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593618958416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,62,100,4170,23,0,2,Li-ion
-1593619168435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,63,100,4094,23,0,2,Li-ion
-,,,,,,,,,
-1593619477679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,64,100,4157,23,0,2,Li-ion
-1593619687876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,65,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593625927416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,64,100,4170,23,0,2,Li-ion
-1593626099435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,63,100,4094,23,0,2,Li-ion
-1593626229679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,62,100,4157,23,0,2,Li-ion
-1593626419876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,61,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593634407416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,60,100,4170,23,0,2,Li-ion
-1593634677435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,61,100,4094,23,0,2,Li-ion
-1593634887679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,62,100,4157,23,0,2,Li-ion
-1593635087876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,63,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593640563123,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,60,100,4170,23,0,2,Li-ion
-1593640781435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,59,100,4094,23,0,2,Li-ion
-,,,,,,,,,
-1593641054321,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,58,100,4157,23,0,2,Li-ion
-1593641244456,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,57,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593648183416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,72,100,4170,23,0,2,Li-ion
-1593648312435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,73,100,4094,23,0,2,Li-ion
-1593648444679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,74,100,4157,23,0,2,Li-ion
-1593648634876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,2,75,100,4157,23,0,2,Li-ion
-,,,,,,,,,
-1593653404416,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,74,100,4170,23,0,2,Li-ion
-1593653534435,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,73,100,4094,23,0,2,Li-ion
-1593653723679,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,72,100,4157,23,0,2,Li-ion
-1593653867876,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,4,71,100,4157,23,0,2,Li-ion

tests/data/raw/test06/phone_bluetooth_raw.csv

@@ -1,15 +0,0 @@
-timestamp,device_id,bt_address,bt_name,bt_rssi,label
-1593684000123,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,qaRo3mcQ-m0aJ-awAa-ACT9-6HcxDD26tsxe,Phone,-99,1593684000123
-1593705599132,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S,Laptop,-87,1593684000123
-1593687638321,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-89,1593684000123
-1593705600312,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-96,1593705600312
-1593727199456,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S,Laptop,-82,1593705600312
-1593727200465,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5,,-79,1593727200465
-1593748799546,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-88,1593662400789
-1593738619564,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-97,1593662400789
-1593747525654,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,R3cS8NPr-f43b-sIKF-fEjr-oRHjMuwzYX1V,Smart TV,-82,1593662400789
-1593733518645,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,ed0moSsY-5Qzi-4kDS-tAyj-eiTUK3LmEG9S,Laptop,-98,1593662400789
-1593662400789,7yKzcQm4-xKTC-0bhC-PZXC-3jAbRIXOsf5w,skYoi2Iy-Hk69-45Ss-mMEc-mdSt0Xi4iwA5,,-84,1593662400789
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tests/data/raw/test06/phone_calls_raw.csv

@@ -1,101 +0,0 @@
-timestamp,device_id,call_type,call_duration,trace
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tests/data/raw/test06/phone_light_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,double_light_lux,accuracy,label

tests/data/raw/test06/phone_messages_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,message_type,trace

tests/data/raw/test06/phone_wifi_connected_raw.csv

@@ -1,33 +0,0 @@
-timestamp,device_id,mac_address,ssid,bssid
-1602475200000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1602475999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,HOME-1234,E0:A9:8A:1E:48:1B
-1602476999000,wYESbVwI-4GfR-G5I6-7iKL-tOmCKs02MBun,af:13:50:8b:5f:ab,Stewart Family,0D:FB:75:AA:43:0A
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tests/data/raw/test06/phone_wifi_visible_raw.csv

@@ -1 +0,0 @@
-timestamp,device_id,bssid,ssid,security,frequency,rssi,label

tests/scripts/run_tests.py

@@ -0,0 +1,97 @@
+import unittest
+import yaml
+import sys
+import os
+import pandas as pd
+from snakemake.io import expand
+
+class RapidsTests(unittest.TestCase):
+    unittest.TestLoader.sortTestMethodsUsing = lambda self, a, b: (a < b) - (a > b)
+
+    def generate_sensor_file_lists(self):
+    # Go through the configs and select those sensors with COMPUTE = True.
+    # Also get TIME_SEGMENTS, then create expected 
+    # files. Return dictionary with list of file paths of expected and 
+    # actual files for each sensor listed in the config file. Added for Travis.
+
+    # Initialize string of file path for both expected and actual metric values
+        segment = self.configs['TIME_SEGMENTS']['TYPE'].lower()
+        act_str = "data/processed/features/{pid}/{sensor_key}.csv"
+        exp_str = "tests/data/processed/features/"+segment+"/{pid}/{sensor_key}.csv"
+
+        # Build list of sensors to be tested. 
+        sensors = []
+        for sensor in self.configs:
+            if "PROVIDERS" in self.configs[sensor] and self.configs[sensor]["PROVIDERS"] is not None:
+                for provider in self.configs[sensor]["PROVIDERS"]:
+                    if self.configs[sensor]["PROVIDERS"][provider]["COMPUTE"]:
+                        sensors.append(sensor.lower())
+
+        act_file_list = expand(act_str,pid=self.configs["PIDS"],sensor_key = sensors)                                
+        exp_file_list = expand(exp_str, pid=self.configs["PIDS"],sensor_key = sensors)
+        sensor_file_lists = list(zip(act_file_list,exp_file_list))          
+
+        return sensor_file_lists
+
+    def test_sensors_files_exist(self):
+        # Loop through the file_list dictionary and check if the files exist. 
+        file_lists = self.generate_sensor_file_lists()
+        for each in file_lists:
+            print("The actual output file should exist: {}".format(each[0]))
+            self.assertEqual(os.path.exists( each[0]), 1)
+
+
+    def test_sensors_features_calculations(self):
+        sensor_file_list = self.generate_sensor_file_lists()        
+        for act_result, exp_result in sensor_file_list:
+            df_act = pd.read_csv(act_result)
+            df_exp = pd.read_csv(exp_result)
+            if df_act.empty:
+                print(act_result)
+                print("The expected output should be empty: {}".format(exp_result))
+                self.assertTrue(df_exp.empty)
+            else:
+                # The order in which the columns varies from time to time so
+                # the columns are sorted before doing the comparision 
+                print("Comparing: {} and {}".format(act_result, exp_result))
+                df_exp = df_exp.reindex(sorted(df_exp.columns), axis=1)
+                df_act = df_act.reindex(sorted(df_act.columns), axis=1)
+                pd.testing.assert_frame_equal(df_exp, df_act, obj=df_exp)
+
+
+class TestFrequency(RapidsTests):
+    @classmethod
+    def setUpClass(cls):
+        # Runs once to Setup env
+        # global configs 
+        with open(r'tests/settings/frequency_config.yaml') as file:
+            cls.configs = yaml.full_load(file)
+
+
+class TestPeriodic(RapidsTests):
+    @classmethod
+    def setUpClass(cls):
+        # Runs once to Setup env
+        # global configs 
+        with open(r'tests/settings/periodic_config.yaml') as file:
+            cls.configs = yaml.full_load(file)
+
+
+def run_some_tests(test_type):
+    # Run only the tests in the specified classes
+    if test_type == "frequency":
+        test_class = TestFrequency
+    elif test_type == "periodic":
+        test_class = TestPeriodic
+    else:
+        raise ValueError("Only frequency or periodic are valid arguments")
+    loader = unittest.TestLoader()
+
+    suite = loader.loadTestsFromTestCase(test_class)
+    big_suite = unittest.TestSuite(suite)
+    runner = unittest.TextTestRunner()
+    results = runner.run(big_suite)
+
+
+if __name__ == '__main__':
+    run_some_tests(sys.argv[1])

tests/scripts/run_tests.sh

@@ -1,151 +1,77 @@
 #!/bin/bash
-# Commmands necessary to setup and run the tests for RAPIDS
 
-echo Setting up for testing...
+run_pipeline() {
+    if [ $TYPE == 'frequency' ]
+    then
+        CONFIG_FILE="./tests/settings/frequency_config.yaml"
+    else
+        CONFIG_FILE="./tests/settings/periodic_config.yaml"
+    fi
 
-clean_old_data() { 
+    echo $TYPE
+    echo "Deleting old outputs"
+    snakemake --configfile=$(echo $CONFIG_FILE) --delete-all-output -j1 
 
-    echo deleting old data...
+    echo "Copying participant files"
-    rm -rf data/processed/*
+    cp -r tests/data/external/participant_files/* data/external/participant_files/
-    rm -rf data/interim/*
 
-    echo Backing up preprocessing...
+    echo "Running RAPIDS"
-    cp rules/preprocessing.smk bak
+    snakemake --configfile=$(echo $CONFIG_FILE) -R pull_phone_data -j12
-} 
-
-run_periodic_pipeline() {
-    
-    echo Running RAPIDS Pipeline periodic segment on testdata...
-    snakemake --profile tests/settings/periodic/ 
-
-    echo Moving produced data from previous pipeline run ...
-    mkdir data/processed/features/periodic
-    mv data/processed/features/test* data/processed/features/periodic/
-    rm -rf data/interim/*
-}
-
-run_frequency_pipeline() {
-
-    echo Running RAPIDS Pipeline frequency segment on testdata...
-    snakemake --profile tests/settings/frequency/ 
-
-    echo Moving produced data from previous pipeline run...
-    mkdir data/processed/features/frequency
-    mv data/processed/features/test* data/processed/features/frequency/
-}
-
-run_periodic_test() {
-
-    echo Re-writing the config file being loaded for testing
-    sed -e  's/tests\/settings\/[a-z]*\/testing_config\.yaml/tests\/settings\/periodic\/testing_config\.yaml/' tests/scripts/test_sensor_features.py > test_tmp
-    mv test_tmp tests/scripts/test_sensor_features.py
-
-    echo Running tests on periodic data produced...
-    python -m unittest discover tests/scripts/ -v 
-}
-
-run_frequency_test() {
-
-    echo Re-writing the config file being loaded for testing
-    sed -e  's/tests\/settings\/[a-z]*\/testing_config\.yaml/tests\/settings\/frequency\/testing_config\.yaml/' tests/scripts/test_sensor_features.py > test_tmp
-    mv test_tmp tests/scripts/test_sensor_features.py
-
-    echo Running tests on frequency data produced...
-    python -m unittest discover tests/scripts/ -v
 }
 
 display_usage() {
-
+    echo "Usage: run_test.sh [-t|--type] [periodic | frequency] [-a|--action] [ all | run | test]"
-    echo "Usage: run_test.sh [-l] all | periodic | frequency [test]"
+    exit 1
 }
 
-echo Copying files... 
+POSITIONAL=()
-cp -r tests/data/raw/* data/raw
+while [[ $# -gt 0 ]]
-cp -r tests/data/external/* data/external
+do
+key="$1"
 
-echo Disabling downloading of dataset...
+case $key in
-sed -e '26,51 s/^/#/' -e  's/rules.download_dataset.output/"data\/raw\/\{pid\}\/\{sensor\}_raw\.csv"/' rules/preprocessing.smk > tmp
+    -t|--type)
-mv tmp rules/preprocessing.smk
+    TYPE="$2"
+    shift # past argument
+    shift # past value
+    ;;
+    -a|--action)
+    ACTION="$2"
+    shift # past argument
+    shift # past value
+    ;;
+    *)    # unknown option
+    POSITIONAL+=("$1") # save it in an array for later
+    shift # past argument
+    ;;
+esac
+done
 
-if [ $# -eq 1 ]
+if [ $ACTION != 'test' ] && [ $ACTION != 'run' ] && [ $ACTION != 'both' ]
-then
-    if [ $1 == '-l' ] || [ $1 == 'test' ]
 then
     display_usage
-    elif [ $1 == 'all' ]
+fi
+
+if [[ $TYPE == 'all' ]]
 then
-        run_periodic_pipeline && run_frequency_pipeline
+    TYPE="frequency"
-    elif [ $1 == 'periodic' ]
+    run_pipeline
-    then
+    python tests/scripts/run_tests.py frequency
-        run_periodic_pipeline
+    TYPE="periodic"
-    elif [ $1 == 'frequency' ]
+    run_pipeline
-    then
+    python tests/scripts/run_tests.py periodic
-        run_frequency_pipeline
 else
+    if [ $TYPE != 'frequency' ] && [ $TYPE != 'periodic' ]
+    then
         display_usage
     fi
-elif [ $# -gt 1 ]
+
+    if { [ $ACTION == 'run' ] || [ $ACTION == 'both' ]; }
     then
-    if [ $1 == '-l' ]
+        run_pipeline
-    then
-        clean_old_data
-        if [ $2 == 'all' ]
-        then
-            run_periodic_pipeline && run_frequency_pipeline
-            if [ $# -gt 2 ] && [ $3 == 'test' ]
-            then
-                run_periodic_test
-                run_frequency_test
     fi
-        elif [ $2 == 'periodic' ]
+    if { [ $ACTION == 'test' ] || [ $ACTION == 'both' ]; }
     then
-            run_periodic_pipeline
+        python tests/scripts/run_tests.py $(echo $TYPE)
-            if [ $# -gt 2 ] && [ $3 == 'test' ]
-            then
-                run_periodic_test
     fi
-        elif [ $2 == 'frequency' ]
-        then
-            run_frequency_pipeline
-            if [ $# -gt 2 ] && [ $3 == 'test' ]
-            then
-                run_frequency_test
-            fi
-        else
-            display_usage
-        fi
-        mv bak rules/preprocessing.smk
-    elif [ $1 == 'all' ]
-    then
-        run_periodic_pipeline
-        run_frequency_pipeline
-        if [ $2 == 'test' ]
-        then
-            run_periodic_test && run_frequency_test
-        else
-            display_usage
-        fi
-    elif [ $1 == 'periodic' ]
-    then
-        run_periodic_pipeline
-        if [ $2 == 'test' ]
-        then
-            run_periodic_test
-        else
-            display_usage
-        fi
-    elif [ $1 == 'frequency' ]
-    then
-        run_frequency_pipeline
-        if [ $2 == 'test' ]
-        then
-            run_frequency_test
-        else
-            display_usage
-        fi
-    else
-        display_usage
-    fi
-else
-    display_usage
 fi

tests/scripts/test_sensor_features.py

@@ -1,54 +0,0 @@
-from snakemake.io import expand
-import unittest
-import hashlib
-import pandas as pd
-import utils
-import yaml
-import sys
-import os
-
-class TestSensorFeatures(unittest.TestCase):
-
-    # Hack to run code in positional order (not 100% full proof)
-    unittest.TestLoader.sortTestMethodsUsing = lambda self, a, b: (a < b) - (a > b)
-    
-    @classmethod
-    def setUpClass(cls):
-        # Runs once to Setup env
-        global configs 
-        with open(r'tests/settings/frequency/testing_config.yaml') as file:
-            configs = yaml.full_load(file)
-
-
-    def test_sensors_files_exist(self):
-        # Loop through the file_list dictionary and check if the files exist. 
-    
-        #print("Testing existance of files")
-        file_lists = utils.generate_sensor_file_lists(configs)
-        for each in file_lists:
-            #for out_file, _ in file_lists[each]:
-            self.assertEqual(os.path.exists( each[0]), 1)
-
-
-    def test_sensors_features_calculations(self):
-
-        # print("Testing calculations..")               
-        sensor_file_list = utils.generate_sensor_file_lists(configs)        
-        for each in sensor_file_list:
-            for act_result, exp_result in sensor_file_list:
-                df_act = pd.read_csv(act_result)
-                df_exp = pd.read_csv(exp_result)
-                if df_act.empty:
-                    self.assertTrue(df_exp.empty)
-                else:
-                    # The order in which the columns varies from time to time so
-                    # the columns are sorted before doing the comparision 
-                    df_exp = df_exp.reindex(sorted(df_exp.columns), axis=1)
-                    df_act = df_act.reindex(sorted(df_act.columns), axis=1)
-                    pd.testing.assert_frame_equal(df_exp, df_act, obj=df_exp)
-
-
-if __name__ == '__main__':
-
-    unittest.main()
-   

tests/scripts/utils.py

@@ -1,103 +0,0 @@
-from snakemake.io import expand
-import os
-import subprocess
-import shutil
-import yaml
-
-def setUp():
-    # This utility setUp is intended to be run once before all tests are run
-    # It is intended the set up all the necessary fake data in order to test
-    # the rules and scipt files.  
-
-    # Load the configuration file to get basic parameters 
-    with open(r'tests/settings/testing_config.yaml') as file:
-        configs = yaml.full_load(file)
-
-        # Get the settings 
-        pids = configs['PIDS']
-
-    
-    # Reset the test data files  
-    for pid in pids:
-        # Remove old data files if they exist
-        despath = os.path.join('data/raw/', pid)
-        if os.path.exists(despath) and os.path.isdir(despath):
-            shutil.rmtree(despath)
-
-        # Remove old processed files if they exist
-        propath = os.path.join('data/processed/', pid)
-        if os.path.exists(propath) and os.path.isdir(propath):
-            shutil.rmtree(propath)
-
-        # Create a fresh PID data directories necessary for this round of tests
-        os.mkdir(despath)
-
-        # Copy necessary data files
-        srcpath = os.path.join('tests/data/raw', pid)
-        srcfiles = os.listdir(srcpath)
-        for srcfile in srcfiles:
-            srcfile_path = os.path.join(srcpath, srcfile)
-            desfile = os.path.join(despath, srcfile)
-            shutil.copy(srcfile_path, desfile)
-    
-    return configs
-
-
- 
-def generate_file_list(configs, sensor):
-    # Generates the list of files that would be produced for one sensor
-    # i.e. The sensor passed into the function. 
-
-    # Initialize string of file path for both expected and actual metric values
-    act_str = "data/processed/features/{pid}/{sensor}_{sensor_type}{time_segment}.csv"
-    exp_str = "tests/data/processed/features/period/{pid}/{sensor}_{sensor_type}{time_segment}.csv"
-    
-    sensor_cap = sensor.upper()
-    if 'TIME_SEGMENTS' and 'FEATURES' in configs[sensor_cap]:
-        sensor_type = []
-        if 'TYPES' in configs[sensor_cap]:
-            for each in configs[sensor_cap]['TYPES']:
-                sensor_type.append(each+'_')
-
-    act_file_list = expand(act_str,pid=configs["PIDS"],
-                                   sensor = sensor,
-                                   sensor_type = sensor_type,
-                                   time_segment = configs[sensor_cap]["TIME_SEGMENTS"])
-    
-    exp_file_list = expand(exp_str,pid=configs["PIDS"],
-                                   sensor = sensor,
-                                   sensor_type = sensor_type,
-                                   time_segment = configs[sensor_cap]["TIME_SEGMENTS"])
-
-    return zip(act_file_list, exp_file_list)
-
-
-def generate_sensor_file_lists(configs):
-    # Go through the configs and select those sensors with COMPUTE = True.
-    # Also get TIME_SEGMENTS, and optionally TYPES then create expected 
-    # files. Return dictionary with list of file paths of expected and 
-    # actual files for each sensor listed in the config file. Added for Travis.
-
-    # Initialize string of file path for both expected and actual metric values
-    segment = configs['TIME_SEGMENTS']['TYPE'].lower()
-    print(segment)
-    act_str = "data/processed/features/"+segment+"/{pid}/{sensor_key}.csv"
-    exp_str = "tests/data/processed/features/"+segment+"/{pid}/{sensor_key}.csv"
-
-    # List of available sensors that can be tested by the testing suite
-    TESTABLE_SENSORS = ['PHONE_MESSAGES', 'PHONE_CALLS', 'PHONE_SCREEN', 'PHONE_BATTERY', 'PHONE_BLUETOOTH', 'PHONE_WIFI_VISIBLE', 'PHONE_WIFI_CONNECTED', 'PHONE_LIGHT', 'PHONE_APPLICATIONS_FOREGROUND', 'PHONE_ACTIVITY_RECOGNITION', 'PHONE_CONVERSATION']
-
-    # Build list of sensors to be tested. 
-    sensors = []
-    for sensor in TESTABLE_SENSORS:
-        if sensor in configs.keys():
-            for provider in configs[sensor]["PROVIDERS"]:
-                if configs[sensor]["PROVIDERS"][provider]["COMPUTE"]:
-                    sensors.append(sensor.lower())
-
-    act_file_list = expand(act_str,pid=configs["PIDS"],sensor_key = sensors)                                
-    exp_file_list = expand(exp_str, pid=configs["PIDS"],sensor_key = sensors)
-    sensor_file_lists = list(zip(act_file_list,exp_file_list))          
-    #sensor_file_lists[sensor] = list(zip(act_file_list,exp_file_list))
-
-    return sensor_file_lists

tests/settings/frequency/config.yaml

@@ -1,5 +0,0 @@
-directory: ./
-configfile: ./tests/settings/frequency/testing_config.yaml
-snakefile: ./tests/Snakefile
-cores: 1
-forcerun: [compute_time_segments, join_features_from_providers]