Mapping a Pandas Column

Builds a new column based on an existing column as it indexes a dictionary. Similar to numpy.where but specifically for dictionaries

d = {
    'a': 1,
    'b': 2,
    'c': 3
}

df["Date"] = df["Member"].apply(lambda x: d.get(x))