Rows, columns: (400, 6)

Missing values per column:
city           0
area_sqft      0
bedrooms       0
age_years     10
floor          8
price_lakh     0
dtype: int64

Columns the model will see:
['area_sqft', 'bedrooms', 'age_years', 'floor', 'city_Indore', 'city_Jaipur', 'city_Lucknow', 'city_Pune']

First 3 rows:
   area_sqft  bedrooms  age_years  floor  city_Indore  city_Jaipur  city_Lucknow  city_Pune
0        471         2        9.0   13.0            1            0             0          0
1        978         2       22.0    0.0            0            1             0          0
2       1352         3       24.0    7.0            0            0             1          0

Missing values left: 0