December 2015
Beginner to intermediate
202 pages
4h
English
Content preview from Python Business Intelligence CookbookBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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Standardizing a Social Security number in Pandas
When working with Personally Identifiable Information, also known as PII, whether in the medical, human resources, or any other industry, you'll receive that data in various formats. There are many ways you might see a Social Security number written. In this recipe, you'll learn how to standardize the commonly seen formats.
Getting ready
Import Pandas, and create a new DataFrame to work with:
import pandas as pd lc = pd.DataFrame({ 'people' : ["cole o'brien", "lise heidenreich", "zilpha skiles", "damion wisozk"], 'age' : [24, 35, 46, 57], 'ssn': ['6439', '689 24 9939', '306-05-2792', '992245832'], 'birth_date': ['2/15/54', '05/07/1958', '19XX-10-23', '01/26/0056'], 'customer_loyalty_level' : ['not ...Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.