diff --git a/antonov_dmitry_lab_3/dataset.csv b/antonov_dmitry_lab_3/dataset.csv new file mode 100644 index 0000000..02c2f85 --- /dev/null +++ b/antonov_dmitry_lab_3/dataset.csv @@ -0,0 +1,4425 @@ +Marital status,Application mode,Application order,Course,Daytime/evening attendance,Previous qualification,Nacionality,Mother's qualification,Father's qualification,Mother's occupation,Father's occupation,Displaced,Educational special needs,Debtor,Tuition fees up to date,Gender,Scholarship holder,Age at enrollment,International,Curricular units 1st sem (credited),Curricular units 1st sem (enrolled),Curricular units 1st sem (evaluations),Curricular units 1st sem (approved),Curricular units 1st sem (grade),Curricular units 1st sem (without evaluations),Curricular units 2nd sem (credited),Curricular units 2nd sem (enrolled),Curricular units 2nd sem (evaluations),Curricular units 2nd sem (approved),Curricular units 2nd sem (grade),Curricular units 2nd sem (without evaluations),Unemployment 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+from sklearn.metrics import accuracy_score +from sklearn.model_selection import train_test_split +from sklearn.tree import DecisionTreeClassifier + +# прочитали датасет +data = pd.read_csv('dataset.csv') + +# определение признаков +# целевая переменная - Target +X = data[['Gender', 'Debtor', 'International']] +y = data['Target'] # Assuming 'Dropout' is the target variable + +# разделили данные на тренировочную и тестовую выборки +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) + +# создали модель decision tree classifier +dt_classifier = DecisionTreeClassifier(random_state=42) +dt_classifier.fit(X_train, y_train) + +# получили значения модели для 2ух самых важных признаков +feature_importances = dt_classifier.feature_importances_ + +top_features_indices = feature_importances.argsort()[-2:][::-1] +top_features = X.columns[top_features_indices] + +# вывод результата +print("2 самых важных признака:", top_features) + +# получили значения модели для проверки точности +predictions = dt_classifier.predict(X_test) + +# вычислили точность модели +accuracy = accuracy_score(y_test, predictions) +print("точность модели:", accuracy) diff --git a/antonov_dmitry_lab_3/example.py b/antonov_dmitry_lab_3/titanic.py similarity index 100% rename from antonov_dmitry_lab_3/example.py rename to antonov_dmitry_lab_3/titanic.py