rohan1022/automodel-ml

1import pandas as pd
2
3def load_dataset(path: str):
4    try:
5        df = pd.read_csv(path)
6        print("\nDataset loaded successfully\n")
7        return df
8    except Exception as e:
9        print("Error loading dataset:", e)
10        return None
11
12
13def basic_info(df: pd.DataFrame):
14    print("Shape of dataset:", df.shape)
15    print("\nColumns:")
16    print(df.columns.tolist())
17
18
19def missing_values(df: pd.DataFrame):
20    print("\nMissing values:")
21    print(df.isnull().sum())
22
23
24def data_types(df: pd.DataFrame):
25    print("\nData types:")
26    print(df.dtypes)
27
28
29def preview_data(df: pd.DataFrame):
30    print("\nFirst 5 rows:")
31    print(df.head())
32
33