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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113092	ENR	Brittany Crawford	1950-05-27	UHC-52699-22	—	9286 Highland Ave, Charlotte, NC, 28201	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-415994	CLM	Joseph Cole	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-410593	CLM	Kim Burns	1964-05-08	UHC-66985-61	2407424572	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-129607	ENR	Bruce U Clark	1990-05-02	UHC-63878-37	8644093656	2717 Ocean Ave, Houston, TX, 77077	0.78	Phone reformatted Member ID reformatted SSN last four extracted Email lower-cased+1 more
TPA-53921	TPA	Walter Peterson	1965-10-07	—	7395661763	4110 Spring St, Seattle, WA, 98144	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-129995	ENR	Santiago Rojas	1993-12-27	UHC-47732-45	3847333885	3935 Canyon Rd, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-132026	ENR	Heather S Santiago	1984-05-12	UHC-96448-79	9216274151	6619 Spring St, Minneapolis, MN, 55444	0.78	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-120540	ENR	Luis Ruiz	1979-01-10	UHC-50265-15	9706176774	240 Broadway, San Antonio, TX, 78299	0.78	Date of birth reformatted SSN last four extracted Address re-cased Whitespace trimmed+1 more
ENR-109133	ENR	Ran X Diaz	1947-08-10	UHC-91892-26	8143745111	6942 Union St, Nashville, TN, 37207	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
TPA-54674	TPA	Evelyn Coleman	1982-11-13	—	—	5757 Main St, Tampa, FL, 33672	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
TPA-59263	TPA	Juan Wells	1963-12-02	—	7514299935	943 Lincoln Way, Dallas, TX, 75235	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-405978	CLM	Barbara Mejia	1972-11-14	UHC-89568-77	6926701904	9067 Oak St, Columbus, OH, 43244	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-128057	ENR	Elizabeth B Foster	1942-09-07	UHC-63053-16	—	9341 Spring St, Houston, TX, 77056	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
PRV-27238	PRV	Bruce Munoz	1993-08-13	UHC-93815-58	4465388925	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-102345	ENR	Jordan Armstrong	1990-06-22	UHC-21547-04	7224967167	5162 Bayshore Dr, San Antonio, TX, 78276	0.80	Phone reformatted Member ID reformatted SSN last four extracted Whitespace trimmed
CLM-425120	CLM	Cynthia McDonald	1972-05-10	UHC-33327-97	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-108003	ENR	Stephen W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA, 95839	0.80	Name re-cased Date of birth reformatted SSN last four extracted Plan code upper-cased
ENR-137264	ENR	Jennifer Z Thomas	1991-09-13	UHC-26804-55	6578777848	2261 Pine Dr, Glendale, AZ, 85366	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed
CLM-424548	CLM	William Allen	2006-07-18	UHC-31377-42	—	9630 Mountain View Dr, Miami, FL, 33163	0.80	SSN last four extracted State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-122630	ENR	Mariana Matthews	1963-02-13	UHC-97332-82	7558159844	7420 Jefferson Ave, Tampa, FL, 33657	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed
ENR-127996	ENR	Lori Q Santiago	1993-02-12	UHC-83318-54	4878488971	3583 Hillcrest Rd, Tempe, AZ, 85206	0.80	SSN last four extracted City re-cased Email lower-cased Whitespace trimmed
ENR-101189	ENR	Nicholas King	1949-09-03	UHC-09040-33	8839223080	123 Hillcrest Rd, Jacksonville, FL, 32249	0.80	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed
CLM-401332	CLM	Anddy Fiels	1995-03-23	UHC-34165-43	8035777942	3129 Main St, Jacksonville, FL, 32261	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-422385	CLM	Teresa Gonzales	1942-04-21	—	—	7497 Park Pl, Austin, TX, 78716	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-29592	PRV	Ryan George	2005-10-22	—	—	7634 Hillcrest Rd, Columbus, OH, 43289	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414240	CLM	Gabriel Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN, 37233	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-429096	CLM	Emily U Ramirez	1959-12-05	UHC-37730-93	5793312324	2364 Broadway, Tempe, AZ, 85294	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-55400	TPA	Terry Torres	2008-07-25	UHC-76846-30	8744688321	1791 Main St, Chandler, AZ, 85268	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-429359	CLM	Margaret Knight	1952-08-24	—	6384374725	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-414216	CLM	Anna Kennedy	1955-01-20	—	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-124265	ENR	Logan I Wagner	1977-03-02	UHC-44134-51	4549516436	289 Willow Ct, Tempe, AZ, 85227	0.80	Date of birth reformatted SSN last four extracted Email lower-cased Whitespace trimmed
CLM-422520	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-59627	TPA	Betty P Griffin	1955-04-26	—	—	8221 Bayshore Dr, Sacramento, CA, 95861	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-138461	ENR	Jess J Mayer	1990-09-22	UHC-76285-11	2177272006	2783 Union St, Glendale, AZ, 85322	0.80	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed
ENR-100712	ENR	Catherine S Gomez	1944-12-26	UHC-81221-42	9323689026	—	0.80	SSN last four extracted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411773	CLM	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-407316	CLM	Elizabeth Smith	1980-06-08	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-132548	ENR	Diego R Knight	1952-03-13	UHC-29007-63	5766900189	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-423646	CLM	Emily C Padilla	1963-05-21	—	7352798111	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-109411	ENR	Pamela U Lucas	1963-10-05	UHC-08267-93	—	6958 Highland Ave, San Antonio, TX, 78246	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Whitespace trimmed
CLM-403319	CLM	Donald W Cole	1957-02-18	UHC-55288-55	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-405699	CLM	Michael Owens	1940-08-19	UHC-07421-16	—	3292 Valley View Dr, Austin, TX, 78773	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-402884	CLM	Emily Robertson	1947-08-02	UHC-80611-21	5042978872	5836 Union St, Minneapolis, MN, 55491	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
ENR-107343	ENR	Marcus C Bryant	1998-01-03	UHC-34443-06	5179745055	3386 Indian School Rd, Houston, TX, 77034	0.80	Name re-cased SSN last four extracted City re-cased Placeholder values cleared
TPA-53549	TPA	Aisha Myers	1995-02-19	—	4434212130	5623 Sage Ct, Fresno, CA, 93744	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-415366	CLM	Danile Warren	2007-05-06	UHC-75069-05	—	—	0.80	Member ID reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-423622	CLM	Cynthia Medina	2004-08-19	UHC-10029-27	8824176917	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-403258	CLM	Adam Burke	1940-09-04	—	5924843277	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-102228	ENR	Kenneth Woods	1957-01-16	UHC-94677-57	9476207271	2537 Pine Dr, Los Angeles, CA, 90097	0.80	Phone reformatted Member ID reformatted SSN last four extracted Whitespace trimmed
ENR-139118	ENR	Berry D Evelyn	1997-05-13	UHC-03378-97	6654921336	4129 Valley View Dr, Jacksonville, FL, 32223	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared

2,817 rows, page 49 of 57Previous Next