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

Enrollment, 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-135544	ENR	Janet Fernandez	1989-04-14	UHC-09025-60	8829543390	8060 Ridge Rd, San Diego, CA, 92189	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-104564	ENR	Billy Hughes	1980-03-14	UHC-09060-83	7882827080	2722 Washington St, Nashville, TN, 37287	0.78	Phone reformatted Member ID reformatted SSN last four extracted Email lower-cased+1 more
ENR-129152	ENR	Richard Schultz	1960-09-04	UHC-29561-38	6765722649	3637 Union St, Tempe, AZ, 85264	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-104053	ENR	Jose E Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-116174	ENR	Sue Rojas	1975-10-28	UHC-53235-16	8516546290	5079 Main St, Dallas, TX, 75224	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-121357	ENR	Donna L Edwards	2006-07-13	UHC-93006-69	3987702080	7842 Harbor Blvd, Gilbert, AZ, 85209	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-128809	ENR	Priya Ortiz	1943-10-11	UHC-82529-11	6228358243	9244 Mesa Dr, Phoenix, AZ, 85012	0.78	Phone reformatted SSN last four extracted State code upper-cased Email lower-cased+1 more
ENR-127024	ENR	Judy West	1967-02-28	UHC-12846-45	6122965787	3484 Meadow Ln, Austin, TX, 78761	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-109915	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	2015 Pine Dr, Houston, TX, 77097	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-109556	ENR	Heather Alvarado	1973-06-13	UHC-77728-30	8013347145	5069 River Rd, Charlotte, NC, 28259	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-112386	ENR	Abigail Gonzales	1984-02-03	UHC-04215-78	5955278012	7544 Spring St, Phoenix, AZ, 85004	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
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
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
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
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
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
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
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
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
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
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
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
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
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
ENR-115708	ENR	Gregory P Peters	1993-05-27	UHC-13326-68	5132351550	—	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-132444	ENR	Kelly Andrews	1945-12-17	UHC-58244-95	2747480148	6786 Washington St, Scottsdale, AZ, 85272	0.80	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed
ENR-106342	ENR	Debra V Mills	1999-09-06	UHC-81228-32	5686171947	5021 Oak St, Sacramento, CA, 95823	0.80	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed
ENR-103476	ENR	Judy Turner	1957-08-03	UHC-54618-59	7797358923	5845 Central Ave, Denver, CO, 80296	0.80	Name re-cased Phone reformatted SSN last four extracted City re-cased
ENR-119596	ENR	Mason Lucas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ, 85200	0.80	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed
ENR-122624	ENR	Donald Harper	1975-11-02	UHC-72323-54	6775338231	499 Lincoln Way, Fresno, CA, 93765	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-133162	ENR	Spohia J Weber	2000-05-13	UHC-64377-26	—	8425 Ocean Ave, Tampa, FL, 33692	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
ENR-106055	ENR	Janet Welch	1985-02-11	—	6665319538	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-138419	ENR	Amber Fowler	1978-02-17	UHC-80157-64	5565115934	1684 Broadway, Tampa, FL, 33673	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-129005	ENR	Kevin J Reynolds	1943-06-27	UHC-73040-31	3668147765	2591 Baseline Rd, Chandler, AZ, 85294	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-125843	ENR	Wayne B Perkins	1988-06-20	UHC-05641-06	4346173481	—	0.80	Name re-cased SSN last four extracted Email lower-cased Placeholder values cleared
ENR-100372	ENR	Mark Murray	2004-08-02	UHC-37188-55	8949000722	1185 Broadway, Chandler, AZ, 85288	0.80	Name re-cased Phone reformatted SSN last four extracted City re-cased
ENR-114419	ENR	Adam Wilson	1956-05-18	UHC-39581-26	6155663239	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-135445	ENR	Henry S Alvarado	1960-08-24	UHC-71930-79	9898795800	569 Highland Ave, Austin, TX, 78726	0.80	Phone reformatted SSN last four extracted City re-cased Placeholder values cleared
ENR-138020	ENR	Elijah Bradley	1992-01-20	UHC-73220-92	—	4132 Maple Ave, Atlanta, GA, 30370	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
ENR-116662	ENR	Samuel J Rogers	1947-01-25	UHC-45434-25	5555703216	9453 Sage Ct, Tampa, FL, 33692	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
ENR-106064	ENR	Sharon Cunningham	1945-09-24	UHC-72535-93	2734967284	5534 Camelback Rd, Tucson, AZ, 85723	0.80	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased
ENR-139082	ENR	Ashley U Robertson	1938-04-10	UHC-49686-73	7609487841	3831 Jefferson Ave, Miami, FL, 33119	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed

1,767 rows, page 32 of 36Previous Next