multiple_metrics.py

"""
Individual imports
"""
from sklearn.metrics import precision_score, recall_score, f1_score

y_true = [0, 1, 2, 0, 1, 2]
y_pred = [0, 2, 1, 0, 0, 1]

print("Precision: ", precision_score(y_true, y_pred, average='macro'))
print("Recall: ", recall_score(y_true, y_pred, average='macro'))
print("F1 Score: ", f1_score(y_true, y_pred, average='macro')) 


"""
Single Line import
"""
from sklearn.metrics import precision_recall_fscore_support 

precision, recall, f1_score, _ = precision_recall_fscore_support(y_true, 
                                                                 y_pred, 
                                                                 average='macro')
print(f"Precision: {precision}")
print(f"Recall: {recall}")
print(f"F1 Score: {f1_score}")