Title: Convert A String Categorical Variable To A Numeric Variable
Slug: convert_categorical_to_numeric
Summary: Convert A String Categorical Variable To A Numeric Variable
Date: 2016-05-01 12:00
Category: Python
Tags: Data Wrangling
Authors: Chris Albon
Originally from: Data Origami.
In [1]:
import pandas as pd
In [2]:
raw_data = {'patient': [1, 1, 1, 2, 2],
'obs': [1, 2, 3, 1, 2],
'treatment': [0, 1, 0, 1, 0],
'score': ['strong', 'weak', 'normal', 'weak', 'strong']}
df = pd.DataFrame(raw_data, columns = ['patient', 'obs', 'treatment', 'score'])
df
Out[2]:
In [3]:
def score_to_numeric(x):
if x=='strong':
return 3
if x=='normal':
return 2
if x=='weak':
return 1
In [4]:
df['score_num'] = df['score'].apply(score_to_numeric)
df
Out[4]: