diff --git a/tensor-eval.py b/tensor-eval.py index 43f978b..325fd01 100644 --- a/tensor-eval.py +++ b/tensor-eval.py @@ -12,17 +12,18 @@ alldata = pd.read_csv( X = alldata['total_vaccinations'].to_numpy().ravel().reshape(-1, 1) y = alldata['daily_vaccinations'].to_numpy().ravel().reshape(-1, 1) -X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 6) +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2) lin_reg = reg.fit(X_train, y_train) score = lin_reg.score(X_test, y_test) prediction = lin_reg.predict(X_test) build_no = sys.argv[1] if len(sys.argv) > 1 else 0 -data = {"rmse": [rmse], "build": [build_no]} +rmse = rmse(y_test, prediction, squared=False) +data = {"rmse": [round(rmse, 2)], "build": [build_no]} df = pd.DataFrame(data=data) with open("evaluation.csv", "a") as f: df.to_csv(f, header=f.tell() == 0, index=False) -print("RMSE:", rmse(y_test, prediction, squared=False)) +print("RMSE:", rmse) print("Score:", score) \ No newline at end of file