miriamspsantos

# Make the necessary imports
import pandas as pd
from ydata_profiling import ProfileReport

# Load the data
df = pd.read_csv('data/adult.csv', na_values='?')

# Generate the report
profile = ProfileReport(df,title="Adult Census Profile")

miriamspsantos

cat_cols = ['workclass', 'education', 'education.num',
            'marital.status', 'occupation', 'relationship', 'race',
            'sex', 'native.country', 'income']

for col in cat_cols:
    categories = df.groupby(col).size()
    print(categories)
    
#workclass
#Federal-gov           960

miriamspsantos

import pandas as pd

# Load the data
df = pd.read_csv('data/adult.csv', na_values='?')

# Dataset Overview
df.head() # preview a sample

df.shape  # number of observations and features
# (32561, 15)