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‎.github/workflows/classroom.yml‎

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name: Autograding Tests
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'on':
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- push
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- repository_dispatch
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permissions:
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checks: write
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actions: read
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contents: read
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jobs:
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run-autograding-tests:
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runs-on: ubuntu-latest
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if: github.actor != 'github-classroom[bot]'
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steps:
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- name: Checkout code
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uses: actions/checkout@v4
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- name: ".tests/model_test.py"
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id: tests-model_test-py
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uses: classroom-resources/autograding-python-grader@v1
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with:
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timeout: 10
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max-score: 10
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setup-command: pip install pytest PyYAML joblib pandas scikit-learn
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- name: Autograding Reporter
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uses: classroom-resources/autograding-grading-reporter@v1
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env:
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TESTS-MODEL_TEST-PY_RESULTS: "${{steps.tests-model_test-py.outputs.result}}"
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with:
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runners: tests-model_test-py

‎.tests/model_test.py‎

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import joblib
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import pandas as pd
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from sklearn.metrics import accuracy_score
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import yaml
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def test_model():
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with open('config.yaml', 'r') as file:
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config = yaml.safe_load(file)
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path = config['path']
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features = config['features']
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assert len(features) == 2
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df_test = pd.read_csv(".tests/penguins_test.csv")
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df_test = df_test.dropna()
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X = df_test[features]
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y = df_test["sex"] # categorial
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model = joblib.load(path)
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prediction = model.predict(X)
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score = accuracy_score(y, prediction)
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assert score > 0.8

‎.tests/penguins_test.csv‎

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species,island,bill_length_mm,bill_depth_mm,flipper_length_mm,body_mass_g,sex
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Adelie,Dream,0.3272727272727274,0.5432098765432101,0.31034482758620685,0.33333333333333326,Male
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Adelie,Dream,0.2981818181818181,0.6666666666666665,0.4137931034482758,0.45833333333333326,Male
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Adelie,Biscoe,0.15636363636363626,0.4938271604938276,0.2068965517241379,0.04166666666666663,Female
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Gentoo,Biscoe,0.47999999999999976,0.08641975308641991,0.6206896551724137,0.41666666666666674,Female
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Chinstrap,Dream,0.31999999999999984,0.4320987654320989,0.25862068965517215,0.13888888888888884,Female
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Chinstrap,Dream,0.4945454545454546,0.5185185185185186,0.3620689655172411,0.25,Female
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Adelie,Biscoe,0.10545454545454547,0.5925925925925926,0.31034482758620685,0.20833333333333337,Female
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Adelie,Dream,0.29454545454545467,0.8641975308641978,0.4827586206896548,0.35416666666666674,Male
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Adelie,Biscoe,0.13818181818181818,0.7530864197530862,0.29310344827586166,0.3055555555555556,Female
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Chinstrap,Dream,0.5418181818181818,0.5185185185185186,0.22413793103448265,0.2777777777777777,Female
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Chinstrap,Dream,0.7236363636363636,0.9382716049382718,0.6551724137931032,0.5833333333333333,Male
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Adelie,Biscoe,0.19999999999999996,0.4814814814814814,0.22413793103448265,0.25,Female
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Gentoo,Biscoe,0.6072727272727272,0.382716049382716,0.8620689655172411,0.9166666666666667,Male
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Chinstrap,Dream,0.7781818181818181,0.8395061728395059,0.568965517241379,0.5,Male
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Gentoo,Biscoe,0.6327272727272726,0.3703703703703707,0.8965517241379306,0.8194444444444444,Male
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Adelie,Torgersen,0.38909090909090893,0.6666666666666665,0.39655172413793105,0.4305555555555556,Male
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Adelie,Dream,0.2727272727272727,0.617283950617284,0.2413793103448274,0.48611111111111116,Male
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Adelie,Torgersen,0.5054545454545454,1.0370370370370372,0.37931034482758585,0.41666666666666674,Male
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Gentoo,Biscoe,0.7418181818181817,0.308641975308642,0.8448275862068964,0.7638888888888888,Male
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Adelie,Dream,0.3272727272727274,0.7283950617283952,0.17241379310344795,0.20138888888888884,Male
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Chinstrap,Dream,0.6836363636363636,0.7407407407407409,0.4137931034482758,0.23611111111111116,Male
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Gentoo,Biscoe,0.46545454545454534,0.024691358024691468,0.7068965517241379,0.6666666666666667,Female
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Gentoo,Biscoe,0.5127272727272727,0.12345679012345667,0.7758620689655169,0.4652777777777777,Female
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Adelie,Dream,0.20727272727272705,0.617283950617284,0.3620689655172411,0.29166666666666674,Male
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Adelie,Biscoe,0.21818181818181825,0.4814814814814814,0.1551724137931032,0.13194444444444442,Female
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Adelie,Biscoe,0.13090909090909109,0.46913580246913567,0.22413793103448265,0.125,Female
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Gentoo,Biscoe,0.4109090909090909,0.16049382716049387,0.7931034482758617,0.5277777777777777,Female
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Chinstrap,Dream,0.5054545454545454,0.7160493827160495,0.39655172413793105,0.4027777777777777,Female
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Gentoo,Biscoe,0.5345454545454544,0.28395061728395077,0.7413793103448274,0.6805555555555556,Male
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Adelie,Torgersen,0.11272727272727279,0.345679012345679,0.2413793103448274,0.09722222222222221,Female
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Adelie,Biscoe,0.3054545454545454,0.7160493827160495,0.13793103448275845,0.3472222222222223,Male
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Chinstrap,Dream,0.8618181818181816,0.8271604938271606,0.603448275862069,0.36111111111111116,Male
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Gentoo,Biscoe,0.5163636363636361,0.3333333333333335,0.7413793103448274,0.6527777777777777,Male
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Gentoo,Biscoe,0.5127272727272727,0.1728395061728396,0.6379310344827585,0.5833333333333333,Female
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Gentoo,Biscoe,0.7745454545454544,0.3333333333333335,0.8103448275862069,0.7777777777777777,Male
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Chinstrap,Dream,0.698181818181818,0.6296296296296298,0.43103448275862055,0.29166666666666674,Male
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Gentoo,Biscoe,0.4763636363636363,0.3333333333333335,0.7413793103448274,0.7222222222222223,Male
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Adelie,Torgersen,0.13818181818181818,0.4320987654320989,0.31034482758620685,0.09722222222222221,Female
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Gentoo,Biscoe,0.8072727272727271,0.3209876543209875,1.0172413793103448,0.8194444444444444,Male
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Gentoo,Biscoe,0.6181818181818182,0.23456790123456783,0.96551724137931,0.7777777777777777,Male
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Gentoo,Biscoe,,,,,
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Adelie,Biscoe,0.34545454545454546,0.6049382716049383,0.34482758620689635,0.3472222222222223,Male
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Gentoo,Biscoe,0.5236363636363637,0.16049382716049387,0.7758620689655169,0.6111111111111112,Female
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Adelie,Dream,0.26909090909090905,0.4444444444444442,0.10344827586206895,0.1527777777777778,Female
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Gentoo,Biscoe,0.38909090909090893,0.1358024691358024,0.6379310344827585,0.5555555555555556,Female
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Adelie,Dream,0.3672727272727274,0.6666666666666665,0.13793103448275845,0.23611111111111116,Female
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Adelie,Torgersen,0.18909090909090898,0.9135802469135803,0.46551724137931005,0.29861111111111116,Male
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Adelie,Torgersen,0.16727272727272724,0.7037037037037037,0.25862068965517215,0.3055555555555556,Female
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Chinstrap,Dream,0.6872727272727273,0.7037037037037037,0.5344827586206895,0.38888888888888884,Male
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Adelie,Torgersen,0.2618181818181817,0.925925925925926,0.31034482758620685,0.26388888888888884,Male
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Chinstrap,Dream,0.5963636363636362,0.5432098765432101,0.3275862068965516,0.19444444444444442,Male
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Gentoo,Biscoe,0.56,0.23456790123456783,0.7931034482758617,0.625,Female
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Gentoo,Biscoe,0.5854545454545454,0.308641975308642,0.8448275862068964,0.6666666666666667,Male
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Adelie,Dream,0.1963636363636363,0.6666666666666665,0.46551724137931005,0.4930555555555556,Male
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Adelie,Biscoe,0.3236363636363635,0.8518518518518521,0.5344827586206895,0.5625,Male
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Gentoo,Biscoe,0.5345454545454544,0.3703703703703707,0.7413793103448274,0.7777777777777777,Male
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Adelie,Dream,0.1272727272727272,0.5432098765432101,0.3275862068965516,0.13194444444444442,Female
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Adelie,Dream,0.2799999999999998,0.7407407407407409,0.2068965517241379,0.5416666666666667,Male
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Adelie,Dream,0.26909090909090905,0.5802469135802473,0.2758620689655169,0.16666666666666663,Female
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Chinstrap,Dream,0.6254545454545453,0.8395061728395059,0.5344827586206895,0.375,Male
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Chinstrap,Dream,0.7054545454545453,0.691358024691358,0.25862068965517215,0.1527777777777778,Male
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Gentoo,Biscoe,0.5563636363636362,0.18518518518518512,0.6896551724137927,0.5625,Female
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Adelie,Biscoe,0.11636363636363622,0.7160493827160495,0.25862068965517215,0.3055555555555556,Female
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Gentoo,Biscoe,0.31999999999999984,0.07407407407407396,0.7241379310344827,0.5416666666666667,Female
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Gentoo,Biscoe,0.6036363636363637,0.3209876543209875,0.6206896551724137,0.7361111111111112,Male
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Adelie,Biscoe,0.24363636363636343,0.5061728395061729,0.13793103448275845,0.3055555555555556,Male
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Adelie,Biscoe,0.19999999999999996,0.7407407407407409,0.37931034482758585,0.29166666666666674,Male
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Chinstrap,Dream,0.4945454545454546,0.4814814814814814,0.39655172413793105,0.26388888888888884,Female
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Adelie,Biscoe,0.3054545454545454,0.5925925925925926,0.25862068965517215,0.13888888888888884,Female

‎README.md‎

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# tutorial9

‎config.yaml‎

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path: "path_to_your_model.joblib"
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features: ['feature_1', 'feature_2'] # You are allowed to add only two features.

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