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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141099	ENR	Stephen Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-105895	ENR	Luna I Gregory	2002-09-09	UHC-29698-66	3468350435	1516 Market St, Tempe, AZ, 85251	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126439	ENR	Christine I Olson	1984-12-03	UHC-78090-69	8264811734	7619 Pine Dr, Fresno, CA, 93738	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126985	ENR	Jose N Wells	1968-06-15	UHC-83554-72	4147465634	409 Baseline Rd, Chandler, AZ, 85238	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137411	ENR	Elyjah C Stone	1948-02-20	UHC-19400-84	5159369386	1563 Forest Ave, Plano, TX, 75022	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-108288	ENR	Meria P Smith	1997-12-19	UHC-18101-63	7248299741	4836 Mountain View Dr, Eden Prairie, MN, 55359	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137762	ENR	Luis D Singh	1971-10-24	UHC-83168-20	8697983012	2156 Valley View Dr, Denver, CO, 80252	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-128270	ENR	Jacob Ramirez	1979-06-01	UHC-89226-72	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-131873	ENR	Daniel Vargas	1943-07-09	UHC-01795-98	4918301501	2695 Bayshore Dr, Gilbert, AZ, 85291	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134574	ENR	John O Padilla	1991-03-22	UHC-53391-76	6249462986	6058 Ocean Ave, Tucson, AZ, 85798	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108239	ENR	Michael P Miller	1965-02-04	UHC-12929-83	3428666672	8893 Mountain View Dr, Scottsdale, AZ, 85242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135889	ENR	Roy Snyder	1988-04-11	UHC-17618-78	6598953390	2307 Grand Ave, Seattle, WA, 98150	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-142264	ENR	Sophia Walker	2003-11-13	UHC-92887-59	6263641997	7654 Oak St, Los Angeles, CA, 90067	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101207	ENR	Carl W Sandoval	1998-04-01	UHC-49946-01	8959073972	7537 Park Pl, Dallas, TX, 75210	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104949	ENR	Rachel M Johnson	1946-02-26	UHC-50862-88	3108253339	5094 Jefferson Ave, Minneapolis, MN, 55426	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-111051	ENR	Jean Morrison	1980-12-04	UHC-78779-23	6125763995	70 Maple Ave, Chandler, AZ, 85204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116827	ENR	Eric P Stewart	2005-08-27	UHC-44441-15	4215825683	4955 Highland Ave, Eden Prairie, MN, 55342	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117074	ENR	Angela Watkins	1997-08-02	UHC-53758-58	—	2215 Canyon Rd, Tampa, FL, 33613	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
ENR-139130	ENR	Lauren Ramos	1955-07-01	UHC-94950-75	6029952724	5403 Maple Ave, Miami, FL, 33133	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137557	ENR	Andrea Harvey	1976-03-08	UHC-45580-06	9193260838	7038 Valley View Dr, Phoenix, AZ, 85075	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139778	ENR	Kevin C Guerrero	1950-09-19	UHC-28812-38	9255112142	6281 Spring St, Fresno, CA, 93791	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131283	ENR	Katherine Hernandez	1955-09-27	UHC-08215-63	—	7590 Meadow Ln, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
ENR-110052	ENR	Sarah B Ford	1998-10-01	UHC-23807-49	8177010911	7721 Maple Ave, Phoenix, AZ, 85088	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112187	ENR	Arjnu R Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-131267	ENR	Sue Medina	1981-06-01	UHC-59443-95	6126945386	1573 Willow Ct, Las Vegas, NV, 89123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124152	ENR	Ethan Y Robinson	1970-11-02	UHC-37257-71	6286780483	9633 Main St, Miami, FL, 33175	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115782	ENR	Julie Bowman	1999-07-07	UHC-31865-72	8705186046	23 Desert Sky Blvd, Houston, TX, 77066	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141682	ENR	Ashley X Carter	1951-02-25	UHC-23575-96	4692681630	970 Mesa Dr, Dallas, TX, 75260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124526	ENR	Camila Goez	1964-07-01	UHC-71049-16	8948402210	995 Indian School Rd, Glendale, AZ, 85364	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111996	ENR	Grace B Alexander	1967-07-01	UHC-60724-18	2842693724	9454 Desert Sky Blvd, Columbus, OH, 43279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100096	ENR	Billy Morris	1963-11-12	UHC-30168-61	9266940502	256 Sage Ct, Mesa, AZ, 85226	0.76	Phone reformatted SSN last four extracted City re-cased Email lower-cased+2 more
ENR-117020	ENR	Jenny Watson	2004-05-07	UHC-61964-52	8907140389	9725 Harbor Blvd, Tucson, AZ, 85783	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-127555	ENR	Douglas Sims	1982-12-09	UHC-34438-69	7709103537	174 Spring St, Denver, CO, 80291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104883	ENR	Kelly Z Munoz	1944-09-17	UHC-78676-71	7317642615	8886 Central Ave, Plano, TX, 75066	0.76	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133877	ENR	Roy Ortiz	1945-11-02	UHC-69213-61	9195019972	496 Bayshore Dr, Las Vegas, NV, 89197	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109658	ENR	Jesse O Brooks	2008-03-27	UHC-19325-46	5183703872	133 Valley View Dr, San Diego, CA, 92190	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129443	ENR	Elijah J Wilson	1958-09-23	UHC-73395-76	9685615917	9118 Pine Dr, Orlando, FL, 32800	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115939	ENR	Janice R Jacobs	1965-04-10	UHC-01211-45	6235873971	631 Forest Ave, Mesa, AZ, 85270	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124787	ENR	Carolyn Salazar	1972-01-28	UHC-24617-84	5105091161	9428 Lincoln Way, Miami, FL, 33100	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116119	ENR	Ana Larson	1994-02-10	UHC-32538-29	9577522918	8644 Palm Dr, Miami, FL, 33165	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101440	ENR	Justin Jacobs	1969-06-04	UHC-85981-27	3163347790	3445 Mountain View Dr, Charlotte, NC, 28286	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-106124	ENR	Carol M Wheeler	1945-07-06	UHC-52629-10	2794963192	402 Forest Ave, Eden Prairie, MN, 55349	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108893	ENR	Patricia Hart	1974-05-14	UHC-97214-71	—	6473 Jefferson Ave, Phoenix, AZ, 85018	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
ENR-142644	ENR	Daniel J Sannders	1954-08-15	UHC-03866-37	—	9364 Washington St, Mesa, AZ, 85223	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114069	ENR	Charlotte Ruiz	1955-09-20	UHC-93692-65	8838923998	6948 Broadway, Scottsdale, AZ, 85217	0.76	Name re-cased Address re-cased City re-cased Email lower-cased+2 more
ENR-131063	ENR	Kimberly Stephens	1939-11-27	UHC-60875-27	7529700633	3347 Elm St, Fresno, CA, 93711	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125006	ENR	Jordan Gary	1977-03-09	UHC-50033-62	2163311280	1759 Broadway, Austin, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120069	ENR	Jack Jackson	1966-03-08	UHC-08906-65	2258397015	2499 Washington St, Chandler, AZ, 85252	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137902	ENR	Dylan George	1994-10-24	UHC-20182-18	2738738928	2152 Park Pl, Plano, TX, 75008	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-107770	ENR	Jacob U Fuller	1996-08-13	UHC-88371-53	6624928281	4603 Ocean Ave, Fresno, CA, 93717	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more

8,423 rows, page 104 of 169Previous Next