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import_monitoring.py
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"""Objects for importing Garmin data from Garmin Connect downloads and FIT files."""
__author__ = "Tom Goetz"
__copyright__ = "Copyright Tom Goetz"
__license__ = "GPL"
import sys
import logging
import datetime
import enum
import fitfile
from idbutils import JsonFileProcessor, Conversions
from .garmindb import GarminDb, Attributes, Weight, Sleep, SleepEvents, RestingHeartRate, DailySummary
from .fit_data import FitData
logger = logging.getLogger(__file__)
logger.addHandler(logging.StreamHandler(stream=sys.stdout))
root_logger = logging.getLogger()
class GarminWeightData(JsonFileProcessor):
"""Class for importing JSON formatted Garmin Connect weight data into a database."""
def __init__(self, db_params, input_dir, latest, measurement_system, debug):
"""
Return an instance of GarminWeightData.
Parameters:
----------
db_params (object): configuration data for accessing the database
input_dir (string): directory (full path) to check for weight data files
latest (Boolean): check for latest files only
measurement_system (enum): which measurement system to use when importing the files
debug (Boolean): enable debug logging
"""
logger.info("Processing weight data")
super().__init__(r'weight_\d{4}-\d{2}-\d{2}\.json', input_dir=input_dir, latest=latest, debug=debug)
self.measurement_system = measurement_system
self.garmin_db = GarminDb(db_params)
self.conversions = {'startDate': self._parse_date}
def _process_json(self, json_data):
weight_list = json_data['dateWeightList']
if len(weight_list) > 0:
weight = fitfile.Weight.from_grams(weight_list[0]['weight'])
point = {
'day': json_data['startDate'].date(),
'weight': weight.kgs_or_lbs(self.measurement_system)
}
Weight.insert_or_update(self.garmin_db, point)
return 1
return 0
class GarminMonitoringFitData(FitData):
"""Class for importing monitoring FIT files into a database."""
def __init__(self, input_dir, latest, measurement_system, debug):
"""
Return an instance of GarminMonitoringFitData.
Parameters:
----------
input_dir (string): directory (full path) to check for monitoring data files
latest (Boolean): check for latest files only
measurement_system (enum): which measurement system to use when importing the files
debug (Boolean): enable debug logging
"""
super().__init__(input_dir, debug, latest, True, [fitfile.FileType.monitoring_b], measurement_system)
class GarminSleepFitData(FitData):
"""Class for importing sleep FIT files into a database."""
def __init__(self, input_dir, latest, measurement_system, debug):
"""
Return an instance of GarminSleepFitData.
Parameters:
----------
input_dir (string): directory (full path) to check for monitoring data files
latest (Boolean): check for latest files only
measurement_system (enum): which measurement system to use when importing the files
debug (Boolean): enable debug logging
"""
super().__init__(input_dir, debug, latest, True, [fitfile.FileType.sleep], measurement_system)
class GarminSettingsFitData(FitData):
"""Class for importing settings FIT files into a database."""
def __init__(self, input_dir, debug):
"""
Return an instance of GarminSettingsFitData.
Parameters:
----------
input_dir (string): directory (full path) to check for settings data files
debug (Boolean): enable debug logging
"""
super().__init__(input_dir, debug, fit_types=[fitfile.FileType.settings])
class SleepActivityLevels(enum.Enum):
"""Enum of values used to encode activity levels during sleep on Gamin Connect."""
deep_sleep = 0.0
light_sleep = 1.0
awake = 2.0
more_awake = 3.0
class RemSleepActivityLevels(enum.Enum):
"""Enum of values used to encode activity levels during sleep (including REM sleep) on Gamin Connect."""
unmeasurable = -1.0
deep_sleep = 0.0
light_sleep = 1.0
rem_sleep = 2.0
awake = 3.0
class GarminSleepData(JsonFileProcessor):
"""Class for importing JSON formatted Garmin Connect sleep data into a database."""
def __init__(self, db_params, input_dir, latest, debug):
"""
Return an instance of GarminSleepData.
Parameters:
----------
db_params (object): configuration data for accessing the database
input_dir (string): directory (full path) to check for sleep data files
latest (Boolean): check for latest files only
debug (Boolean): enable debug logging
"""
logger.info("Processing sleep data")
super().__init__(r'sleep_\d{4}-\d{2}-\d{2}\.json', input_dir=input_dir, latest=latest, debug=debug)
self.garmin_db = GarminDb(db_params)
self.conversions = {
'calendarDate': self._parse_date,
'sleepTimeSeconds': fitfile.conversions.secs_to_dt_time,
'sleepStartTimestampGMT': Conversions.epoch_ms_to_dt,
'sleepEndTimestampGMT': Conversions.epoch_ms_to_dt,
'sleepStartTimestampLocal': Conversions.epoch_ms_to_dt,
'sleepEndTimestampLocal': Conversions.epoch_ms_to_dt,
'deepSleepSeconds': fitfile.conversions.secs_to_dt_time,
'lightSleepSeconds': fitfile.conversions.secs_to_dt_time,
'remSleepSeconds': fitfile.conversions.secs_to_dt_time,
'awakeSleepSeconds': fitfile.conversions.secs_to_dt_time,
'startGMT': self._parse_date,
'endGMT': self._parse_date
}
def _process_json(self, json_data):
daily_sleep = json_data.get('dailySleepDTO')
if daily_sleep is None:
return 0
date = daily_sleep.get('calendarDate')
if date is None:
return 0
day = date.date()
# Find the UTC offset so we can convert times to local
start_utc = daily_sleep.get('sleepStartTimestampGMT')
start_local = daily_sleep.get('sleepStartTimestampLocal')
if start_utc and start_local:
utc_offset = (start_local - start_utc).total_seconds()
else:
utc_offset = 0
self.local_tz = datetime.timezone(datetime.timedelta(seconds=utc_offset))
if json_data.get('remSleepData'):
root_logger.info("Importing %s with REM data and UTC offset %r", day, utc_offset)
sleep_activity_levels = RemSleepActivityLevels
else:
root_logger.info("Importing %s without REM data and UTC offset %r", day, utc_offset)
sleep_activity_levels = SleepActivityLevels
score = None
qualifier = None
try:
sleep_core_overall = daily_sleep.get('sleepScores').get('overall')
score = sleep_core_overall.get('value')
qualifier = sleep_core_overall.get('qualifierKey')
except AttributeError:
root_logger.warn("Could not get sleep score for %s", day)
day_data = {
'day': day,
'start': daily_sleep.get('sleepStartTimestampGMT'),
'end': daily_sleep.get('sleepEndTimestampGMT'),
'total_sleep': daily_sleep.get('sleepTimeSeconds'),
'deep_sleep': daily_sleep.get('deepSleepSeconds'),
'light_sleep': daily_sleep.get('lightSleepSeconds'),
'rem_sleep': daily_sleep.get('remSleepSeconds'),
'awake': daily_sleep.get('awakeSleepSeconds'),
'avg_spo2': daily_sleep.get('averageSpO2Value'),
'avg_rr': daily_sleep.get('averageRespirationValue'),
'avg_stress': daily_sleep.get('avgSleepStress'),
'score': score,
'qualifier': qualifier
}
Sleep.insert_or_update(self.garmin_db, day_data, ignore_none=True)
sleep_levels = json_data.get('sleepLevels')
if sleep_levels is None:
return 0
for sleep_level in sleep_levels:
start = sleep_level['startGMT']
start_local = start + datetime.timedelta(seconds=utc_offset)
end = sleep_level['endGMT']
event = sleep_activity_levels(sleep_level['activityLevel'])
duration = (datetime.datetime.min + (end - start)).time()
root_logger.info("Sleep event %r (%r) %r", start_local, start, event)
level_data = {
'timestamp': start_local,
'event': event.name,
'duration': duration
}
SleepEvents.insert_or_update(self.garmin_db, level_data, ignore_none=True)
return len(sleep_levels)
class GarminRhrData(JsonFileProcessor):
"""Class for importing JSON formatted Garmin Connect resting heart rate data into a database."""
def __init__(self, db_params, input_dir, latest, debug):
"""
Return an instance of GarminRhrData.
Parameters:
----------
db_params (object): configuration data for accessing the database
input_dir (string): directory (full path) to check for resting heart rate data files
latest (Boolean): check for latest files only
debug (Boolean): enable debug logging
"""
logger.info("Processing rhr data")
super().__init__(r'rhr_\d{4}-\d{2}-\d{2}\.json', input_dir=input_dir, latest=latest, debug=debug)
self.garmin_db = GarminDb(db_params)
self.conversions = {'statisticsStartDate': self._parse_date}
def _process_json(self, json_data):
rhr_list = json_data['allMetrics']['metricsMap']['WELLNESS_RESTING_HEART_RATE']
if len(rhr_list) > 0:
rhr = rhr_list[0].get('value')
if rhr:
point = {
'day': json_data['statisticsStartDate'].date(),
'resting_heart_rate': rhr
}
RestingHeartRate.insert_or_update(
self.garmin_db, point, ignore_none=True)
return 1
return 0
class GarminProfile(JsonFileProcessor):
"""Class for importing JSON formatted Garmin Connect profile data into a database."""
def __init__(self, db_params, file_regex, input_dir, debug):
"""
Return an instance of GarminProfile.
Parameters:
----------
db_params (object): configuration data for accessing the database
file_regex (string): matches files to be processed
input_dir (string): directory (full path) to check for profile data files
debug (Boolean): enable debug logging
"""
logger.info("Processing profile data")
super().__init__(file_regex, input_dir=input_dir, latest=False, debug=debug)
self.garmin_db = GarminDb(db_params)
self.conversions = {'calendarDate': self._parse_date}
def _process_json(self, json_data):
attributes = self._process_attributes(json_data)
logger.info("Processing profile data: %r", attributes)
for attribute_name, attribute_value in attributes.items():
Attributes.set_newer(self.garmin_db, attribute_name, attribute_value)
return len(attributes)
class GarminUserSettings(GarminProfile):
"""Class for importing JSON formatted Garmin Connect user settings data into a database."""
def __init__(self, db_params, input_dir, debug):
"""
Return an instance of GarminProfile.
Parameters:
----------
db_params (object): configuration data for accessing the database
input_dir (string): directory (full path) to check for profile data files
debug (Boolean): enable debug logging
"""
logger.info("Processing user settings data")
super().__init__(db_params, r'^user-settings\.json', input_dir=input_dir, debug=debug)
def _process_attributes(self, json_data):
user_data = json_data['userData']
measurement_system = fitfile.field_enums.DisplayMeasure.from_string(user_data['measurementSystem'])
gender = fitfile.field_enums.Gender.from_string(user_data['gender'])
weight = fitfile.Weight.from_grams(user_data['weight'])
height = fitfile.Distance.from_cm(user_data['height'])
return {
'measurement_system': str(measurement_system),
'gender': str(gender),
'weight': weight.kgs_or_lbs(measurement_system),
'height': height.meters_or_feet(measurement_system),
'vo2max_running': user_data['vo2MaxRunning'],
'vo2max_cycling': user_data['vo2MaxCycling'],
'handedness': user_data['handedness'].lower()
}
class GarminPersonalInformation(GarminProfile):
"""Class for importing JSON formatted Garmin Connect user personal information data into a database."""
def __init__(self, db_params, input_dir, debug):
"""
Return an instance of GarminProfile.
Parameters:
----------
db_params (object): configuration data for accessing the database
input_dir (string): directory (full path) to check for profile data files
debug (Boolean): enable debug logging
"""
logger.info("Processing user personal information data")
super().__init__(db_params, r'^personal-information\.json', input_dir=input_dir, debug=debug)
def _process_attributes(self, json_data):
user_info = json_data['userInfo']
return {
'locale': user_info['locale'],
'time_zone': user_info['timeZone'],
'country_code': user_info['countryCode'],
}
class GarminSocialProfile(GarminProfile):
"""Class for importing JSON formatted Garmin Connect social profile data into a database."""
def __init__(self, db_params, input_dir, debug):
"""
Return an instance of GarminProfile.
Parameters:
----------
db_params (object): configuration data for accessing the database
input_dir (string): directory (full path) to check for profile data files
debug (Boolean): enable debug logging
"""
logger.info("Processing user settings data")
super().__init__(db_params, r'^social-profile\.json', input_dir=input_dir, debug=debug)
def _process_attributes(self, json_data):
return {
'id': json_data['id'],
'userName': json_data['userName'],
'name': json_data['fullName']
}
class GarminSummaryData(JsonFileProcessor):
"""Class for importing JSON formatted Garmin Connect daily summary data into a database."""
def __init__(self, db_params, input_dir, latest, measurement_system, debug):
"""
Return an instance of GarminSummaryData.
Parameters:
----------
db_params (dict): configuration data for accessing the database
input_dir (string): directory (full path) to check for data files
latest (Boolean): check for latest files only
measurement_system (enum): which measurement system to use when importing the files
debug (Boolean): enable debug logging
"""
logger.info("Processing daily summary data")
super().__init__(r'daily_summary_\d{4}-\d{2}-\d{2}\.json', input_dir=input_dir, latest=latest, debug=debug, recursive=True)
self.input_dir = input_dir
self.measurement_system = measurement_system
self.garmin_db = GarminDb(db_params)
self.conversions = {
'calendarDate': self._parse_date,
'moderateIntensityMinutes': fitfile.conversions.min_to_dt_time,
'vigorousIntensityMinutes': fitfile.conversions.min_to_dt_time,
'intensityMinutesGoal': fitfile.conversions.min_to_dt_time,
}
def _process_json(self, json_data):
day = json_data['calendarDate'].date()
distance = fitfile.Distance.from_meters(
self._get_field(json_data, 'totalDistanceMeters', int))
summary = {
'day': day,
'hr_min': self._get_field(json_data, 'minHeartRate', float),
'hr_max': self._get_field(json_data, 'maxHeartRate', float),
'rhr': self._get_field(json_data, 'restingHeartRate', float),
'stress_avg': self._get_field(json_data, 'averageStressLevel', float),
'step_goal': self._get_field(json_data, 'dailyStepGoal', int),
'steps': self._get_field(json_data, 'totalSteps', int),
'floors_goal': self._get_field(json_data, 'userFloorsAscendedGoal', float),
'moderate_activity_time': json_data.get('moderateIntensityMinutes'),
'vigorous_activity_time': json_data.get('vigorousIntensityMinutes'),
'intensity_time_goal': json_data.get('intensityMinutesGoal'),
'floors_up': self._get_field(json_data, 'floorsAscended', float),
'floors_down': self._get_field(json_data, 'floorsDescended', float),
'distance': distance.kms_or_miles(self.measurement_system),
'calories_goal': self._get_field(json_data, 'netCalorieGoal', float),
'calories_total': self._get_field(json_data, 'totalKilocalories', float),
'calories_bmr': self._get_field(json_data, 'bmrKilocalories', float),
'calories_active': self._get_field(json_data, 'activeKilocalories', float),
'calories_consumed': self._get_field(json_data, 'consumedKilocalories', float),
'spo2_avg': self._get_field(json_data, 'averageSpo2', float),
'spo2_min': self._get_field(json_data, 'lowestSpo2', float),
'rr_waking_avg': self._get_field(json_data, 'avgWakingRespirationValue', float),
'rr_max': self._get_field(json_data, 'highestRespirationValue', float),
'rr_min': self._get_field(json_data, 'lowestRespirationValue', float),
'bb_charged': self._get_field(json_data, 'bodyBatteryChargedValue', int),
'bb_max': self._get_field(json_data, 'bodyBatteryHighestValue', int),
'bb_min': self._get_field(json_data, 'bodyBatteryLowestValue', int),
'description': self._get_field(json_data, 'wellnessDescription'),
}
DailySummary.insert_or_update(
self.garmin_db, summary, ignore_none=True)
return 1
class GarminHydrationData(JsonFileProcessor):
"""Class for importing JSON formatted Garmin Connect daily summary data into a database."""
def __init__(self, db_params, input_dir, latest, measurement_system, debug):
"""
Return an instance of GarminHydrationData.
Parameters:
----------
db_params (object): configuration data for accessing the database
input_dir (string): directory (full path) to check for data files
latest (Boolean): check for latest files only
measurement_system (enum): which measurement system to use when importing the files
debug (Boolean): enable debug logging
"""
logger.debug("Processing daily hydration data")
super().__init__(r'hydration_\d{4}-\d{2}-\d{2}\.json', input_dir=input_dir, latest=latest, debug=debug, recursive=True)
self.input_dir = input_dir
self.measurement_system = measurement_system
self.garmin_db = GarminDb(db_params)
self.conversions = {
'calendarDate': self._parse_date
}
def _process_json(self, json_data):
hydration_intake = fitfile.Volume.from_milliliters(json_data['valueInML'])
hydration_goal = fitfile.Volume.from_milliliters(json_data['baseGoalInML'])
sweat_loss = fitfile.Volume.from_milliliters(json_data['sweatLossInML'])
summary = {
'day': json_data['calendarDate'].date(),
'hydration_intake': hydration_intake.ml_or_oz(self.measurement_system, rounded=True),
'hydration_goal': hydration_goal.ml_or_oz(self.measurement_system, rounded=True),
'sweat_loss': sweat_loss.ml_or_oz(self.measurement_system, rounded=True)
}
root_logger.debug("Processing daily hydration data %r", summary)
DailySummary.insert_or_update(
self.garmin_db, summary, ignore_none=True)
return 1