In [39]:
import pandas as pd

In [43]:
df = pd.read_csv("/tmp/test.csv")

In [32]:
feature_cols = ["two","three"]
#df[["two","three"]] = df[["two","three"]].fillna(value=0)
df[feature_cols] = df[feature_cols].fillna(value=0)

In [42]:
pd.get_dummies(df)


Out[42]:
one two three four title_a title_b title_c
0 1 1 0 1 1 0 0
1 0 1 0 1 0 1 0
2 1 0 0 1 0 0 1

In [ ]: