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

All sources, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120524	ENR	Nicholas Espinoza	2003-07-25	UHC-39988-70	2948060529	2471 Indian School Rd, Glendale, AZ, 85381	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100511	ENR	Grace P Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH, 43279	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20420	PRV	Justin Rodriguez	1953-06-15	—	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114591	ENR	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-125097	ENR	Karen S Rivera	1984-05-22	UHC-62284-61	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-63310	TPA	Joe Rojas	1982-01-06	—	8514202582	7841 Sage Ct, Phoenix, AZ, 85047	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118547	ENR	Ethan E Mills	1938-07-25	UHC-93643-96	4245738596	6811 Park Pl, Plano, TX, 75081	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428570	CLM	Kayla Knight	1977-10-25	UHC-89655-06	9282492380	8687 Bayshore Dr, Sacramento, CA, 95827	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-116384	ENR	Kevin P Lewis	1972-06-28	UHC-47662-48	2736147265	772 Willow Ct, Los Angeles, CA, 90065	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-56484	TPA	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-137933	ENR	Victoria Nunze	1991-02-24	UHC-10473-09	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-28501	PRV	Susan Diaz	1963-09-01	UHC-72659-15	3115621473	9143 Desert Sky Blvd, Phoenix, AZ, 85009	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-409737	CLM	Scott Howell	2004-09-04	—	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-418988	CLM	Sophia Rogers	1999-04-17	—	3148013666	1710 Hillcrest Rd, Austin, TX, 78795	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-60299	TPA	Elijah Henderson	1980-02-17	—	2205784083	8438 Camelback Rd, Scottsdale, AZ, 85236	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-104568	ENR	Sam Z Bowman	1945-07-09	UHC-16338-08	6874062557	6349 Spring St, Gilbert, AZ, 85276	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-416451	CLM	Terry Jenkins	1973-05-04	UHC-17173-50	5448407784	4419 Maple Ave, Eden Prairie, MN, 55344	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425000	CLM	Vicky Graham	1950-09-24	—	6796257726	1392 Forest Ave, San Antonio, TX, 78284	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106225	ENR	Joshua V Brown	1993-10-09	UHC-57400-21	3207121797	509 Sunset Blvd, Tucson, AZ, 85751	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139864	ENR	Vincent J Simpson	1982-02-19	—	7294211676	2192 Meadow Ln, Charlotte, NC, 28219	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-402528	CLM	Arthur Munoz	2006-05-28	UHC-53883-63	9609752681	657 Sunset Blvd, Tempe, AZ, 85252	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428478	CLM	Brandon Sanchez	1967-08-24	UHC-70694-47	3565802709	2492 Grand Ave, Nashville, TN, 37257	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-138686	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25197	PRV	Billy Weaver	1975-06-25	UHC-25544-03	7517946640	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-135239	ENR	Alexander H Stone	2007-09-16	UHC-33700-39	3637346496	6478 Sunset Blvd, San Diego, CA, 92119	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-415442	CLM	Samuel Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX, 75266	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20199	PRV	Arjun Lucas	1993-03-09	UHC-83630-69	2897502616	7452 Indian School Rd, Nashville, TN, 37237	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432080	CLM	Scott Campbell	1947-06-03	—	3803424135	15 Hillcrest Rd, Sacramento, CA, 95811	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-405785	CLM	Pamela Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110380	ENR	Harold D Hudson	1980-08-07	UHC-86397-55	4974924107	7039 Jefferson Ave, Dallas, TX, 75254	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-122246	ENR	Paul U Lawson	2005-04-09	UHC-29000-24	3639530976	2360 Mesa Dr, Eden Prairie, MN, 55372	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-411533	CLM	Logan Collins	1944-12-21	—	5114008104	9814 Pine Dr, Las Vegas, NV, 89137	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-113856	ENR	Mei S Neslon	1998-05-06	UHC-81996-09	9375833268	6349 Indian School Rd, San Antonio, TX, 78263	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140352	ENR	Kathryn B Salazar	1942-07-06	UHC-94095-01	7883228340	996 Sage Ct, San Antonio, TX, 78249	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105757	ENR	Austin Lucas	1973-04-28	UHC-18883-68	—	9566 Oak St, Minneapolis, MN, 55454	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109624	ENR	Kathryn L Carpeenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27637	PRV	Christopher C Thomas	2003-09-08	—	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52946	TPA	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423086	CLM	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.62	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
TPA-54486	TPA	Steven Rogers	1984-08-23	—	5934662378	5940 Mesa Dr, Minneapolis, MN, 55434	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117341	ENR	Matthew S Medina	1961-09-14	UHC-54702-19	6442752167	9132 Spring St, Houston, TX, 77061	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418055	CLM	Karen Anderson	1974-08-20	—	3175019423	3300 Mountain View Dr, Los Angeles, CA, 90049	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24113	PRV	—Junk	2004-11-27	—	5989373221	1699 Hillcrest Rd, Miami, FL, 33123	0.62	Two-digit birth year Phone reformatted City re-cased Email lower-cased+3 more
ENR-119908	ENR	Roy Ramos	1976-03-09	UHC-72382-35	4423644182	8873 Willow Ct, Austin, TX, 78767	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104575	ENR	Danielle Q Bradley	1946-04-12	UHC-12229-41	2354782240	3413 Broadway, Tampa, FL	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
CLM-411991	CLM	Valentina Ortiz	1953-05-05	—	5086820139	6321 Mesa Dr, Nashville, TN, 37256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125396	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125395	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120729	ENR	Joyce Hunter	2006-07-08	UHC-09705-62	9648327304	3697 Main St, Plano, TX, 75042	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121058	ENR	Arthur R Jones	1952-10-25	UHC-47132-05	6917133101	6332 Camelback Rd, Tucson, AZ, 85705	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

6,661 rows, page 48 of 134Previous Next