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Commit 0e6084cc authored by Tor-Einar Skog's avatar Tor-Einar Skog
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# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class
# C extensions
*.so
# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST
# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec
# Installer logs
pip-log.txt
pip-delete-this-directory.txt
# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/
cover/
# Translations
*.mo
*.pot
# Django stuff:
*.log
local_settings.py
db.sqlite3
db.sqlite3-journal
# Flask stuff:
instance/
.webassets-cache
# Scrapy stuff:
.scrapy
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docs/_build/
# PyBuilder
.pybuilder/
target/
# Jupyter Notebook
.ipynb_checkpoints
# IPython
profile_default/
ipython_config.py
# pyenv
# For a library or package, you might want to ignore these files since the code is
# intended to run in multiple environments; otherwise, check them in:
# .python-version
# pipenv
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
# However, in case of collaboration, if having platform-specific dependencies or dependencies
# having no cross-platform support, pipenv may install dependencies that don't work, or not
# install all needed dependencies.
#Pipfile.lock
# poetry
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
# This is especially recommended for binary packages to ensure reproducibility, and is more
# commonly ignored for libraries.
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
#poetry.lock
# pdm
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
#pdm.lock
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
# in version control.
# https://pdm.fming.dev/#use-with-ide
.pdm.toml
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
__pypackages__/
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celerybeat-schedule
celerybeat.pid
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*.sage.py
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.env
.venv
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ENV/
env.bak/
venv.bak/
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.spyderproject
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.ropeproject
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/site
# mypy
.mypy_cache/
.dmypy.json
dmypy.json
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.pyre/
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.pytype/
# Cython debug symbols
cython_debug/
# PyCharm
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
# and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/
{
"python.testing.pytestArgs": [
"tests",
"-v"
],
"python.testing.unittestEnabled": false,
"python.testing.pytestEnabled": true
}
\ No newline at end of file
LICENSE 0 → 100644
Copyright (c) 2023 NIBIO <http://www.nibio.no/>.
This file is part of ReferenceModel.
ReferenceModel is free software: you can redistribute it and/or modify
it under the terms of the NIBIO Open Source License as published by
NIBIO, either version 1 of the License, or (at your option) any
later version.
ReferenceModel is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
NIBIO Open Source License for more details.
You should have received a copy of the NIBIO Open Source License
along with ReferenceModel. If not, see <http://www.nibio.no/licenses/>.
\ No newline at end of file
# ReferenceModel
\ No newline at end of file
[build-system]
requires = [
"setuptools>=61.0"
]
build-backend = "setuptools.build_meta"
[metadata]
name = reference_model
version = 0.5.0
author = Tor-Einar Skog
author_email = tor-einar.skog@nibio.no
description = Example VIPS model, showcasing functionality
long_description = file: README.md
long_description_content_type = text/markdown
url = https://www.vips-landbruk.no
classifiers =
Programming Language :: Python :: 3
License :: NIBIO Open Source License
Operating System :: OS Independent
[options]
package_dir =
= src
packages = find:
python_requires = >=3.7
install_requires =
shapely
pydantic
pytz
pandas
[options.packages.find]
where = src
\ No newline at end of file
#!/usr/bin/python3
LICENSE = """
Copyright (c) 2023 NIBIO <http://www.nibio.no/>.
This file is part of ReferenceModel.
VIPSCore-Python-Common is free software: you can redistribute it and/or modify
it under the terms of the NIBIO Open Source License as published by
NIBIO, either version 1 of the License, or (at your option) any
later version.
VIPSCore-Python-Common is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
NIBIO Open Source License for more details.
You should have received a copy of the NIBIO Open Source License
along with VIPSCore-Python-Common. If not, see <http://www.nibio.no/licenses/>.
"""
from vipscore_common.vips_model import VIPSModel
from vipscore_common.entities import Result, ModelConfiguration, WeatherObservation
from vipscore_common.data_utils import *
import numpy as np
class ReferenceModel(VIPSModel):
"""
A reference implementation of the VIPSModel abstract class. Showcasing core functionality
and best practices
"""
MODEL_ID = "REFERENCEM"
COPYRIGHT = "(c) 2023 NIBIO"
THRESHOLD_LOW = 100.0
THRESHOLD_MEDIUM = 300.0
THRESHOLD_HIGH = 500.0
def set_configuration(self, model_configuration: ModelConfiguration):
if not isinstance(model_configuration, ModelConfiguration):
raise ValueError("%s is not a ModelConfiguration object" % model_configuration)
if model_configuration.model_id != ReferenceModel.MODEL_ID:
raise ValueError("%s is not the correct model ID!" % model_configuration.model_id)
# Input data check
self.sowing_date = model_configuration.get_config_parameter_as_date("sowingDate")
self.timezone = model_configuration.get_config_parameter_as_timezone("timeZone")
# Weather data is turned into Pandas dataframe
self.df = get_dataframe_from_weather_observations(
get_weather_observations_from_json_list(
model_configuration.config_parameters["observations"]
),
self.timezone
)
def determine_warning_status(self, TMDD: float) -> int:
"""
Used in get_result as a dataframe operation. Determines the warning status
based on the model thresholds
"""
if TMDD < ReferenceModel.THRESHOLD_MEDIUM:
return Result.WARNING_STATUS_NO_WARNING
if TMDD < ReferenceModel.THRESHOLD_HIGH:
return Result.WARNING_STATUS_MINOR_RISK
else:
return Result.WARNING_STATUS_HIGH_RISK
def get_result(self) -> list[Result]:
"""Get the results as a list of Result objects (TODO ref)"""
# Calculate day degrees from sowingDate and as far as weather data goes
# Adjusting for base temperature
self.df["TMContrib"] = self.df["TM"].apply(get_temp_adjusted_for_base, args=(5,))
# Aggregating the day degrees
self.df["TMDD"] = self.df["TMContrib"].cumsum()
# Adding the thresholds to the data frame
self.df["THRESHOLD_LOW"] = ReferenceModel.THRESHOLD_LOW
self.df["THRESHOLD_MEDIUM"] = ReferenceModel.THRESHOLD_MEDIUM
self.df["THRESHOLD_HIGH"] = ReferenceModel.THRESHOLD_HIGH
# For each day: check accumulated day-degrees and decide warning status
self.df["WARNING_STATUS"] = self.df["TMDD"].apply(self.determine_warning_status)
#print(self.df)
result = get_result_list_from_dataframe(self.df)
#print(result)
return result
@property
def model_id(self) -> str:
"""10-character ID of the model. Must be unique (at least in the current system)"""
return ReferenceModel.MODEL_ID
@property
def license(self) -> str:
"""Returns the license for this piece of software"""
return LICENSE
@property
def copyright(self) -> str:
"""Name of person/organization that holds the copyright, and contact information"""
return ReferenceModel.COPYRIGHT
@property
def sample_config(self) -> dict:
"""A sample configuration in JSON format (TODO check relation with Dict)"""
return """
{
model_id:'REFERENCEM',
config_parameters: {
'sowingDate': '2022-03-01',
'observations': [
{'timeMeasured': '2015-03-01T00:00:00+01:00', 'elementMeasurementTypeId': 'TM', 'logIntervalId': '2', 'value': '1.41025'},
{'timeMeasured': '2015-03-02T00:00:00+01:00', 'elementMeasurementTypeId': 'TM', 'logIntervalId': '2', 'value': '2.87608333333333'},
{'timeMeasured': '2015-03-03T00:00:00+01:00', 'elementMeasurementTypeId': 'TM', 'logIntervalId': '2', 'value': '1.00854166666667'},
{'timeMeasured': '2015-03-04T00:00:00+01:00', 'elementMeasurementTypeId': 'TM', 'logIntervalId': '2', 'value': '-1.44675'}
]
}
}
"""
def get_model_name(self, language = VIPSModel.default_language) -> str:
"""Returns the model name in the specified language (<a href="http://www.loc.gov/standards/iso639-2/php/English_list.php">ISO-639-2</a>)"""
return "Reference Model"
def get_model_description(self, language = VIPSModel.default_language) -> str:
"""Returns the model description in the specified language (<a href="http://www.loc.gov/standards/iso639-2/php/English_list.php">ISO-639-2</a>)"""
return """
The model is a reference model for developers, showcasing best practices and functionalities of a model.
It's a simple day degree model for an imagined pest, and when thresholds are passed, the warning status progresses.
"""
def get_warning_status_interpretation(self, language = VIPSModel.default_language) -> str:
"""How to interpret the warning status (red-yellow-green, what does it mean?) in the specified language (<a href="http://www.loc.gov/standards/iso639-2/php/English_list.php">ISO-639-2</a>)"""
return """
Gray status (warning status == 0): Warning not applicable
Blue status (warning status == 1): Missing data
Green status (warning status == 2): No risk. Sleep well
Yellow status (warning status == 3): The day-degree hreshold for medium risk has been passed. Be on the alert, inspect your field
Red status (warning status == 4): The day-degree threshold for high risk has been passed. When the going gets tough, the tough get going
"""
def get_model_usage(self, language = VIPSModel.default_language) -> str:
"""Technical manual for this model, in the specified language (<a href="http://www.loc.gov/standards/iso639-2/php/English_list.php">ISO-639-2</a>)"""
return "TODO"
\ No newline at end of file
import unittest
import json
from src.reference_model.reference_model import *
from vipscore_common.entities import *
def get_model_configuration():
with open ("tests/weather_data_2015_NO_aas_TMD.json") as f:
weather_observations = json.load(f)
return ModelConfiguration(
model_id=ReferenceModel.MODEL_ID,
config_parameters={
"sowingDate": "2022-03-01",
"timeZone" : "Europe/Oslo",
"observations": weather_observations
}
)
class TestReferenceModel(unittest.TestCase):
def test_set_configuration(self):
"""
Passing a configuration object does not fail
"""
#print(get_model_configuration())
instance = ReferenceModel()
instance.set_configuration(get_model_configuration())
def test_get_result(self):
"""
We get a series of results from the calculation,
and the TMDD is as expected
"""
instance = ReferenceModel()
instance.set_configuration(get_model_configuration())
result_list = instance.get_result()
self.assertIsNotNone(result_list)
last_result = result_list[len(result_list)-1]
self.assertEqual(555.8507083333333, last_result.all_values["TMDD"])
def test_get_model_id(self):
"""
The model returns the correct ID
"""
instance = ReferenceModel()
self.assertEqual(instance.model_id, ReferenceModel.MODEL_ID)
def test_get_license(self):
"""
The model returns its license
"""
instance = ReferenceModel()
self.assertIsNotNone(instance.license)
def test_get_copyright(self):
"""
The model returns its copyright notice
"""
instance = ReferenceModel()
self.assertEqual(instance.copyright, ReferenceModel.COPYRIGHT)
def test_get_sample_config(self):
"""
The model returns its sample configuration
"""
instance = ReferenceModel()
self.assertIsNotNone(instance.sample_config)
def test_get_model_name(self):
"""
The model returns its name in the default language
"""
instance = ReferenceModel()
self.assertEqual(instance.get_model_name(), "Reference Model")
def test_get_model_description(self):
"""
The model returns a description
"""
instance = ReferenceModel()
self.assertIsNotNone(instance.get_model_description())
def test_get_warning_status_interpretation(self):
"""
The model returns a warning status interpretation
"""
instance = ReferenceModel()
self.assertIsNotNone(instance.get_warning_status_interpretation())
def test_get_model_usage(self):
"""
The model returns a description of usage
"""
if __name__ == '__main__':
unittest.main()
\ No newline at end of file
[{"timeMeasured": "2015-03-01T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"1.41025"},
{"timeMeasured": "2015-03-02T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"2.87608333333333"},
{"timeMeasured": "2015-03-03T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"1.00854166666667"},
{"timeMeasured": "2015-03-04T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"-1.44675"},
{"timeMeasured": "2015-03-05T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"0.506208333333333"},
{"timeMeasured": "2015-03-06T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.055"},
{"timeMeasured": "2015-03-07T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.29470833333333"},
{"timeMeasured": "2015-03-08T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.78691666666667"},
{"timeMeasured": "2015-03-09T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.44725"},
{"timeMeasured": "2015-03-10T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"6.848625"},
{"timeMeasured": "2015-03-11T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.59816666666667"},
{"timeMeasured": "2015-03-12T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"2.78283333333333"},
{"timeMeasured": "2015-03-13T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"0.640458333333333"},
{"timeMeasured": "2015-03-14T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"1.04645833333333"},
{"timeMeasured": "2015-03-15T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"2.46125"},
{"timeMeasured": "2015-03-16T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.87916666666667"},
{"timeMeasured": "2015-03-17T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.67829166666667"},
{"timeMeasured": "2015-03-18T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.16966666666667"},
{"timeMeasured": "2015-03-19T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"2.41620833333333"},
{"timeMeasured": "2015-03-20T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.30125"},
{"timeMeasured": "2015-03-21T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"-0.05"},
{"timeMeasured": "2015-03-22T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"0.198625"},
{"timeMeasured": "2015-03-23T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"4.522"},
{"timeMeasured": "2015-03-24T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.11220833333333"},
{"timeMeasured": "2015-03-25T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"1.92391666666667"},
{"timeMeasured": "2015-03-26T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"-0.728625"},
{"timeMeasured": "2015-03-27T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"1.34791666666667"},
{"timeMeasured": "2015-03-28T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"1.19704166666667"},
{"timeMeasured": "2015-03-29T00:00:00+01:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.0285"},
{"timeMeasured": "2015-03-30T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"2.43166666666667"},
{"timeMeasured": "2015-03-31T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"1.33133333333333"},
{"timeMeasured": "2015-04-01T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"2.65516666666667"},
{"timeMeasured": "2015-04-02T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"4.430875"},
{"timeMeasured": "2015-04-03T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.55983333333333"},
{"timeMeasured": "2015-04-04T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"2.77170833333333"},
{"timeMeasured": "2015-04-05T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"1.38383333333333"},
{"timeMeasured": "2015-04-06T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.98670833333333"},
{"timeMeasured": "2015-04-07T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"9.01775"},
{"timeMeasured": "2015-04-08T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"8.91166666666667"},
{"timeMeasured": "2015-04-09T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"7.22270833333333"},
{"timeMeasured": "2015-04-10T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"6.97625"},
{"timeMeasured": "2015-04-11T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.57629166666667"},
{"timeMeasured": "2015-04-12T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"7.04654166666667"},
{"timeMeasured": "2015-04-13T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"4.99058333333333"},
{"timeMeasured": "2015-04-14T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"2.80320833333333"},
{"timeMeasured": "2015-04-15T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"4.93241666666667"},
{"timeMeasured": "2015-04-16T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.9735"},
{"timeMeasured": "2015-04-17T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"7.18533333333333"},
{"timeMeasured": "2015-04-18T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"6.27766666666667"},
{"timeMeasured": "2015-04-19T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"9.67808333333333"},
{"timeMeasured": "2015-04-20T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"12.619375"},
{"timeMeasured": "2015-04-21T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"9.36679166666667"},
{"timeMeasured": "2015-04-22T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"10.2030416666667"},
{"timeMeasured": "2015-04-23T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"10.283375"},
{"timeMeasured": "2015-04-24T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"6.46583333333333"},
{"timeMeasured": "2015-04-25T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"6.93266666666667"},
{"timeMeasured": "2015-04-26T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.83495833333333"},
{"timeMeasured": "2015-04-27T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"3.63970833333333"},
{"timeMeasured": "2015-04-28T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"4.384875"},
{"timeMeasured": "2015-04-29T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.09408333333333"},
{"timeMeasured": "2015-04-30T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.92683333333333"},
{"timeMeasured": "2015-05-01T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"6.25795833333333"},
{"timeMeasured": "2015-05-02T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"7.288375"},
{"timeMeasured": "2015-05-03T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"7.64233333333333"},
{"timeMeasured": "2015-05-04T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"6.635125"},
{"timeMeasured": "2015-05-05T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"8.50175"},
{"timeMeasured": "2015-05-06T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"10.0941666666667"},
{"timeMeasured": "2015-05-07T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"8.244125"},
{"timeMeasured": "2015-05-08T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"7.713875"},
{"timeMeasured": "2015-05-09T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"5.05933333333333"},
{"timeMeasured": "2015-05-10T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"7.57520833333333"},
{"timeMeasured": "2015-05-11T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"8.462375"},
{"timeMeasured": "2015-05-12T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"8.358875"},
{"timeMeasured": "2015-05-13T00:00:00+02:00","elementMeasurementTypeId":"TM", "logIntervalId":"2", "value":"8.77766666666667"},
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\ No newline at end of file
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