Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420182	CLM	Diana L Estrada	1987-06-14	UHC-43137-75	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-402604	CLM	Jim Pierce	1946-08-01	UHC-01552-36	—	9163 Canyon Rd, Phoenix, AZ, 85003	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-415532	CLM	Laura Ramos	1995-07-22	UHC-35531-48	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-400518	CLM	Evelyn Rodriguez	1946-12-04	—	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-401481	CLM	Kayla Peters	1997-02-02	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400522	CLM	Cheryl Sanchez	1974-11-14	UHC-46229-99	—	3765 Union St, Austin, TX, 78773	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-416058	CLM	Grcae Burns	1977-04-13	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-403962	CLM	Brittany Maldonado	1960-07-22	UHC-58633-21	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-401425	CLM	Meria Singh	1983-05-20	—	—	8998 Jefferson Ave, Las Vegas, NV, 89195	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414231	CLM	Jason Greene	1940-04-15	—	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-423775	CLM	Benjamin Stephens	2000-09-03	UHC-97938-47	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-431237	CLM	Ashley Diaz	1976-12-18	UHC-49500-48	—	6737 Oak St, Minneapolis, MN, 55416	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-414473	CLM	Donna Welch	1976-06-06	UHC-78754-72	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-430587	CLM	Ahmed Ford	1982-09-17	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-406650	CLM	Walter Patel	2005-07-01	—	—	6868 Maple Ave, Phoenix, AZ, 85063	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-429139	CLM	Fatima Payne	1984-11-02	—	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-418079	CLM	Ann Webb	1950-10-01	UHC-30929-91	—	6699 Lincoln Way, Los Angeles, CA, 90022	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-401359	CLM	Barb Taylor	1976-03-10	—	—	2598 Lincoln Way, Chandler, AZ, 85217	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-405234	CLM	Vicky Hawkins	1973-05-10	—	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-414070	CLM	Jordan Jenkins	1957-12-17	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-430190	CLM	Julia Carroll	1966-01-08	UHC-78156-75	—	5514 Palm Dr, Minneapolis, MN, 55414	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-403069	CLM	Philip Reynolds	1954-06-13	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-418276	CLM	Karen Aguilar	1960-01-06	UHC-80528-02	—	552 Hillcrest Rd, Atlanta, GA, 30384	0.82	Phone missing area code Member ID reformatted Placeholder values cleared
CLM-430149	CLM	Samantha N Howard	1955-11-11	UHC-54388-27	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-427223	CLM	Teresa V Sims	1981-01-25	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-428821	CLM	Eric Shaw	1996-01-06	UHC-14709-71	—	5021 Indian School Rd, Charlotte, NC, 28276	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-420512	CLM	Mason McDonald	1986-08-05	UHC-00884-35	—	2917 Central Ave, Sacramento, CA, 95867	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-422949	CLM	Betty Evans	1998-04-26	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-410503	CLM	Amber Salazar	1962-12-17	UHC-68878-86	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-424817	CLM	Justin Gordon	1988-03-01	UHC-82612-26	—	2293 Union St, Denver, CO, 80284	0.82	Name re-cased Phone missing area code City re-cased
CLM-420389	CLM	Daniel Ortiz	1946-03-06	UHC-95981-27	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-429225	CLM	Steve Wheeler	1999-03-01	—	—	6745 Camelback Rd, Orlando, FL, 32819	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-428281	CLM	Emily Montgomery	2004-03-03	UHC-51886-82	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-426123	CLM	Christopher Harris	1948-11-20	UHC-90418-51	—	3241 Valley View Dr, Tucson, AZ, 85782	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-408823	CLM	Zachary Bryant	2006-07-04	UHC-87908-27	—	1840 Sage Ct, Charlotte, NC, 28253	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-403195	CLM	Dennis Hunt	1993-03-07	—	—	9777 Mountain View Dr, Columbus, OH, 43245	0.82	Phone missing area code City re-cased Placeholder values cleared
CLM-415458	CLM	Noah Bryant	1949-03-15	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-430544	CLM	James Rodriguez	1966-11-02	UHC-72572-86	—	7312 Harbor Blvd, Tucson, AZ, 85739	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-429112	CLM	Nathan Greene	1999-07-11	UHC-46806-74	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-425880	CLM	Robert Nichols	1989-09-18	—	—	8307 Sunset Blvd, Las Vegas, NV, 89136	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-429214	CLM	Christine Vega	1995-04-02	UHC-51289-46	—	3340 Willow Ct, Atlanta, GA, 30342	0.84	Name re-cased Phone missing area code
CLM-426502	CLM	Jesse I Delgado	1956-12-12	UHC-02668-55	—	—	0.84	Phone missing area code Placeholder values cleared
CLM-425524	CLM	Cynthia Santiago	2006-03-09	—	—	—	0.84	Phone missing area code Placeholder values cleared
CLM-411289	CLM	Megan Brown	1999-05-07	UHC-23638-95	—	6811 Grand Ave, Tempe, AZ, 85219	0.84	Phone missing area code Placeholder values cleared
CLM-432257	CLM	Judy Lynch	1966-09-04	UHC-41671-34	—	—	0.84	Phone missing area code Placeholder values cleared
CLM-412176	CLM	Young G Kayla	1993-08-02	UHC-40548-30	—	—	0.84	Phone missing area code Placeholder values cleared
CLM-426902	CLM	Kevin Gonzalez	1943-11-27	UHC-63413-26	—	—	0.84	Phone missing area code Placeholder values cleared
CLM-430081	CLM	Andrea Lee	1994-12-25	UHC-63035-08	—	—	0.84	Phone missing area code Placeholder values cleared
CLM-414314	CLM	Carolyn Harrison	1998-09-18	UHC-59431-11	—	—	0.84	Phone missing area code Placeholder values cleared
CLM-414315	CLM	Carolyn Harrison	1998-09-18	UHC-59431-11	—	—	0.84	Phone missing area code Placeholder values cleared

505 rows, page 10 of 11Previous Next