23f9c7c52f
* Add ema calculation class, calculate an emo temperature, use the ema_temperature in auto_window dectection * Removes circular dependency error * Fix ema_temp unknown and remove slope smoothing * 15 sec between two slope calculation * Take Maia feedbacks on the algo. * Maia comments: change MAX_ALPHA to 0.5, add slope calculation at each cycle. * With EMA entity and slope calculation optimisations * Change open_window_detection fake datapoint threshold * Try auto window new algo * Don't store datetime of fake datapoint * Change auto window threshold in °/hour --------- Co-authored-by: Jean-Marc Collin <jean-marc.collin-extern@renault.com>
241 lines
8.0 KiB
Python
241 lines
8.0 KiB
Python
# pylint: disable=unused-argument, line-too-long
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""" Test the OpenWindow algorithm """
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from datetime import datetime, timedelta
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from custom_components.versatile_thermostat.open_window_algorithm import (
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WindowOpenDetectionAlgorithm,
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)
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from .commons import * # pylint: disable=wildcard-import, unused-wildcard-import
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async def test_open_window_algo(
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hass: HomeAssistant,
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skip_hass_states_is_state,
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):
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"""Tests the Algo"""
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the_algo = WindowOpenDetectionAlgorithm(60.0, 0.0)
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assert the_algo.last_slope is None
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tz = get_tz(hass) # pylint: disable=invalid-name
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now = datetime.now(tz)
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event_timestamp = now - timedelta(minutes=10)
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last_slope = the_algo.add_temp_measurement(
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temperature=10, datetime_measure=event_timestamp
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)
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# We need at least 4 measurement
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assert last_slope is None
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assert the_algo.last_slope is None
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is False
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event_timestamp = now - timedelta(minutes=9)
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last_slope = the_algo.add_temp_measurement(
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temperature=10, datetime_measure=event_timestamp
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)
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event_timestamp = now - timedelta(minutes=8)
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last_slope = the_algo.add_temp_measurement(
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temperature=10, datetime_measure=event_timestamp
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)
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event_timestamp = now - timedelta(minutes=7)
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last_slope = the_algo.add_temp_measurement(
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temperature=10, datetime_measure=event_timestamp
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)
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# No slope because same temperature
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assert last_slope == 0
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assert the_algo.last_slope == 0
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assert the_algo.is_window_close_detected() is True
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assert the_algo.is_window_open_detected() is False
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event_timestamp = now - timedelta(minutes=6)
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last_slope = the_algo.add_temp_measurement(
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temperature=9, datetime_measure=event_timestamp
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)
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# A slope is calculated
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assert last_slope == -48.0
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assert the_algo.last_slope == -48.0
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is False
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# A new temperature with 2 degre less in one minute (value will be rejected)
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event_timestamp = now - timedelta(minutes=5)
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last_slope = the_algo.add_temp_measurement(
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temperature=7, datetime_measure=event_timestamp
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)
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# A slope is calculated
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assert last_slope == (-48.0 * 0.2 - 120.0 * 0.8)
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assert the_algo.last_slope == -105.6
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is True
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# A new temperature with 1 degre less
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event_timestamp = now - timedelta(minutes=4)
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last_slope = the_algo.add_temp_measurement(
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temperature=6, datetime_measure=event_timestamp
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)
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# A slope is calculated
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assert last_slope == -105.6 * 0.2 - 60.0 * 0.8
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assert the_algo.last_slope == -69.12
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is True
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# A new temperature with 0 degre less
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event_timestamp = now - timedelta(minutes=3)
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last_slope = the_algo.add_temp_measurement(
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temperature=6, datetime_measure=event_timestamp
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)
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# A slope is calculated
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assert last_slope == round(-69.12 * 0.2 - 0.0 * 0.8, 2)
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assert the_algo.last_slope == -13.82
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is False
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# A new temperature with 1 degre more
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event_timestamp = now - timedelta(minutes=2)
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last_slope = the_algo.add_temp_measurement(
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temperature=7, datetime_measure=event_timestamp
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)
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# A slope is calculated
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assert last_slope == round(-13.82 * 0.2 + 60.0 * 0.8, 2)
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assert the_algo.last_slope == 45.24
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assert the_algo.is_window_close_detected() is True
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assert the_algo.is_window_open_detected() is False
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async def test_open_window_algo_wrong(
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hass: HomeAssistant,
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skip_hass_states_is_state,
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):
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"""Tests the Algo with wrong date"""
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the_algo = WindowOpenDetectionAlgorithm(60.0, 0.0)
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assert the_algo.last_slope is None
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tz = get_tz(hass) # pylint: disable=invalid-name
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now = datetime.now(tz)
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event_timestamp = now - timedelta(minutes=5)
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last_slope = the_algo.add_temp_measurement(
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temperature=10, datetime_measure=event_timestamp
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)
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# We need at least 2 measurement
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assert last_slope is None
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assert the_algo.last_slope is None
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is False
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# The next datetime_measurement cannot be in the past
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event_timestamp = now - timedelta(minutes=6)
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last_slope = the_algo.add_temp_measurement(
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temperature=18, datetime_measure=event_timestamp
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)
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# No slope because same temperature
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assert last_slope is None
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assert the_algo.last_slope is None
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is False
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async def test_open_window_algo_fake_point(
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hass: HomeAssistant,
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skip_hass_states_is_state,
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):
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"""Tests the Algo with adding fake point"""
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the_algo = WindowOpenDetectionAlgorithm(3.0, 0.1)
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assert the_algo.last_slope is None
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tz = get_tz(hass) # pylint: disable=invalid-name
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now = datetime.now(tz)
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event_timestamp = now
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last_slope = the_algo.check_age_last_measurement(
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temperature=10, datetime_now=event_timestamp
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)
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# We need at least 4 measurement
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assert last_slope is None
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assert the_algo.last_slope is None
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is False
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event_timestamp = now + timedelta(minutes=1)
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last_slope = the_algo.add_temp_measurement(
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temperature=10, datetime_measure=event_timestamp
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)
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event_timestamp = now + timedelta(minutes=2)
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last_slope = the_algo.add_temp_measurement(
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temperature=10, datetime_measure=event_timestamp
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)
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event_timestamp = now + timedelta(minutes=3)
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last_slope = the_algo.add_temp_measurement(
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temperature=10, datetime_measure=event_timestamp
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)
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# No slope because same temperature
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assert last_slope == 0
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assert the_algo.last_slope == 0
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is False
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event_timestamp = now + timedelta(minutes=4)
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last_slope = the_algo.add_temp_measurement(
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temperature=9, datetime_measure=event_timestamp
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)
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# A slope is calculated
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assert last_slope == -48.0
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assert the_algo.last_slope == -48.0
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is True # One degre in one minute
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# 1 Add a fake point one minute later
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event_timestamp = now + timedelta(minutes=5)
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last_slope = the_algo.check_age_last_measurement(
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temperature=8, datetime_now=event_timestamp
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)
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# The slope not have change (fake point is ignored)
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assert last_slope == -48.0
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assert the_algo.last_slope == -48.0
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is True # One degre in one minute
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# 2 Add a fake point 31 minute later -> +2 degres in 32 minutes
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event_timestamp = event_timestamp + timedelta(minutes=31)
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last_slope = the_algo.check_age_last_measurement(
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temperature=10, datetime_now=event_timestamp
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)
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# The slope should have change (fake point is added)
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assert last_slope == -8.1
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assert the_algo.last_slope == -8.1
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assert the_algo.is_window_close_detected() is False
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assert the_algo.is_window_open_detected() is True
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# 3 Add a 2nd fake point 30 minute later -> +3 degres in 30 minutes
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event_timestamp = event_timestamp + timedelta(minutes=31)
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last_slope = the_algo.check_age_last_measurement(
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temperature=13, datetime_now=event_timestamp
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)
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# The slope should have change (fake point is added)
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assert last_slope == 0.67
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assert the_algo.last_slope == 0.67
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assert the_algo.is_window_close_detected() is True
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assert the_algo.is_window_open_detected() is False
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