code: install_deps> python -I -m pip install coverage influxdb 'joblib>=0.3.2' 'mdclogpy<=1.1.1' 'numpy<2' 'pandas<2' pytest pytest-cov ricxappframe==3.2.2 'schedule>=0.0.0' 'scikit-learn<1.4'
code: freeze> python -m pip freeze --all
code: async-timeout==5.0.1,build==1.6.1,certifi==2026.10.23,charset-normalizer==3.5.2,cloudpickle==3.1.2,coverage==7.16.2,exceptiongroup==1.3.1,hiredis==2.0.0,idna==3.20,influxdb==5.3.2,iniconfig==2.3.1,inotify==0.2.12,inotify-simple==2.0.1,joblib==1.6.0,mdclogpy==1.1.1,msgpack==1.2.3,numpy==1.26.4,packaging==26.3,pandas==1.5.3,pip==26.2.2,pluggy==1.7.0,protobuf==3.20.3,Pygments==2.21.0,pyproject_hooks==1.3.3,pytest==9.1.1,pytest-cov==7.1.0,python-dateutil==3.0.0,pytz==2026.5,redis==4.3.6,requests==2.34.2,ricsdl==3.1.3,ricxappframe==3.2.2,schedule==1.2.2,scikit-learn==1.3.2,scipy==1.15.3,setuptools==84.2.1,six==1.17.0,threadpoolctl==3.7.0,tomli==2.5.0,typing_extensions==4.16.0,tzdata==2026.5,urllib3==2.8.0
code: commands[0]> pytest -v --cov src --cov-report xml --cov-report term-missing --cov-report html --cov-fail-under=50
============================= test session starts ==============================
platform linux -- Python 3.10.6, pytest-9.1.1, pluggy-1.7.0 -- /w/workspace/ric-app-ad-tox-sonarqube/.tox/code/bin/python
cachedir: .tox/code/.pytest_cache
rootdir: /w/workspace/ric-app-ad-tox-sonarqube
plugins: cov-7.1.0
collecting ... collected 4 items

tests/test_ad.py::test_database_connection PASSED                        [ 25%]
tests/test_ad.py::test_trainModel PASSED                                 [ 50%]
tests/test_ad.py::test_predict_anomaly PASSED                            [ 75%]
tests/test_ad.py::test_msg_to_ts PASSED                                  [100%]

=============================== warnings summary ===============================
tests/test_ad.py::test_trainModel
tests/test_ad.py::test_trainModel
tests/test_ad.py::test_trainModel
tests/test_ad.py::test_predict_anomaly
tests/test_ad.py::test_predict_anomaly
tests/test_ad.py::test_predict_anomaly
tests/test_ad.py::test_predict_anomaly
tests/test_ad.py::test_predict_anomaly
  /w/workspace/ric-app-ad-tox-sonarqube/.tox/code/lib/python3.10/site-packages/pandas/core/dtypes/cast.py:1641: DeprecationWarning: np.find_common_type is deprecated.  Please use `np.result_type` or `np.promote_types`.
  See https://numpy.org/devdocs/release/1.25.0-notes.html and the docs for more information.  (Deprecated NumPy 1.25)
    return np.find_common_type(types, [])

tests/test_ad.py::test_predict_anomaly
  /w/workspace/ric-app-ad-tox-sonarqube/src/main.py:111: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`
    df.loc[:, 'RRU.PrbUsedDl'] = df['RRU.PrbUsedDl'].astype('float')

-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html
================================ tests coverage ================================
_______________ coverage: platform linux, python 3.10.6-final-0 ________________

Name                Stmts   Miss  Cover   Missing
-------------------------------------------------
src/__init__.py         0      0   100%
src/ad_model.py        67     14    79%   42-43, 50-51, 57-58, 108-112, 121, 123, 125, 129
src/ad_train.py        69      6    91%   56-58, 66-68
src/database.py        94     34    64%   64-75, 85-97, 106-110, 113-118
src/exceptions.py       4      4     0%   18-25
src/insert.py          50     50     0%   21-84
src/main.py           116     65    44%   41-46, 70-83, 106-110, 119-130, 139, 146-163, 167-170, 174-177, 181-185, 190-192
src/processing.py      44      0   100%
-------------------------------------------------
TOTAL                 444    173    61%
Coverage HTML written to dir htmlcov
Coverage XML written to file coverage.xml
Required test coverage of 50% reached. Total coverage: 61.04%
================== 4 passed, 9 warnings in 118.06s (0:01:58) ===================
code: commands[1]> coverage xml -i
code: OK ✔ in 2 minutes 37.27 seconds
flake8: install_deps> python -I -m pip install flake8
flake8: freeze> python -m pip freeze --all
flake8: flake8==7.4.1,mccabe==0.7.0,pip==26.2.2,pycodestyle==2.15.0,pyflakes==4.0.3,setuptools==84.2.1
flake8: commands[0]> flake8 setup.py src tests
  code: OK (157.27=setup[37.85]+cmd[119.24,0.18] seconds)
  flake8: OK (2.48=setup[2.24]+cmd[0.24] seconds)
  congratulations :) (159.79 seconds)