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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101490	ENR	Shirley Griffin	1997-10-19	UHC-13733-19	6389941304	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-104528	ENR	David Y Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-103789	ENR	Gloria Knight	1987-09-01	UHC-56784-27	5006471272	4703 Lake View Rd, Charlotte, NC, 28208	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-100970	ENR	Anna Ward	1948-12-10	UHC-23557-50	9636611272	5148 Broadway, Austin, TX, 78724	0.76	Name re-cased Address re-cased City re-cased Email lower-cased+2 more
ENR-118528	ENR	Michelle Wong	1995-11-14	UHC-62600-52	6462542770	9654 Central Ave, Chandler, AZ, 85215	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112762	ENR	Joshua Smith	1948-04-04	UHC-43885-01	9708301096	7868 Bayshore Dr, Jacksonville, FL, 32266	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-111931	ENR	Mei F Mejia	1987-08-02	UHC-42573-98	—	1454 Mesa Dr, Fresno, CA, 93722	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-120625	ENR	Theresa Young	1940-01-10	UHC-74149-85	2378236056	97 Broadway, Sacramento, CA, 95843	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110977	ENR	Mike Wong	1939-06-26	UHC-59233-88	6132620347	7574 Ocean Ave, Fresno, CA, 93721	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
ENR-100909	ENR	Bruce U Montgomery	1963-06-12	UHC-48786-81	5846795772	4435 Elm St, Atlanta, GA, 30397	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-118473	ENR	Elizabeth B Andrews	1949-08-26	UHC-22305-37	—	1098 Ocean Ave, Dallas, TX, 75293	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-108360	ENR	Nicole Santiago	1969-07-13	UHC-39042-85	9539965306	9805 Broadway, Minneapolis, MN, 55440	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-119188	ENR	Tyler Q Lawson	1985-04-24	UHC-01679-18	5897583351	8511 Lake View Rd, Tempe, AZ, 85213	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
ENR-132617	ENR	Christian Long	1988-11-01	UHC-14914-29	3084903750	4884 Union St, Sacramento, CA, 95825	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-108212	ENR	Margaret Hill	1946-11-12	UHC-76940-04	2258203107	7893 Lake View Rd, Charlotte, NC, 28278	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-140669	ENR	Willie Rogers	1940-07-17	UHC-19353-05	3196414899	3843 Mesa Dr, Las Vegas, NV, 89176	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-107998	ENR	Ronald W West	1999-11-16	UHC-93838-85	6906348005	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-105791	ENR	Joyce Q Ryan	2008-06-13	UHC-02549-23	3578641578	4345 Pine Dr, Tampa, FL, 33652	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-121168	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-128030	ENR	Nathan N Martin	1993-02-17	UHC-79747-51	3632210883	3231 Central Ave, Las Vegas, NV, 89120	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-126790	ENR	Patricia Hawkins	1992-11-17	UHC-74376-01	8093577719	9003 Highland Ave, San Antonio, TX, 78236	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-128442	ENR	Jessse O Cox	1950-04-15	UHC-66938-21	9105185320	2098 Church St, Fresno, CA, 93750	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-104200	ENR	Roy Green	1955-10-15	UHC-60747-64	2328719993	8357 Palm Dr, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-124063	ENR	Linda A Obrien	1962-06-07	UHC-16985-12	3922499740	7746 Palm Dr, Dallas, TX, 75211	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-128638	ENR	Michael W Arnold	1960-05-19	UHC-06669-55	5707975141	9115 Lake View Rd, Orlando, FL, 32893	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-114667	ENR	Megan V Lopez	1938-12-24	UHC-07531-24	9732731124	7091 Valley View Dr, Dallas, TX, 75210	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-134149	ENR	Masun Q Smith	1961-02-15	UHC-13514-35	2662525669	3073 Jefferson Ave, Tempe, AZ, 85289	0.78	Phone reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
ENR-125775	ENR	Philip Ortiz	1998-02-08	UHC-37413-99	3162815095	9341 Hillcrest Rd, Chandler, AZ, 85242	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
ENR-123668	ENR	Charles V Patel	1986-06-21	UHC-59535-70	—	2290 Indian School Rd, Nashville, TN, 37293	0.78	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
ENR-108028	ENR	Gregory Hanson	1957-04-03	UHC-91278-40	4199122202	5058 Mesa Dr, Mesa, AZ, 85249	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-142079	ENR	Mason I Phillips	2004-05-17	UHC-51033-94	2154496140	3820 Apache Blvd, Tucson, AZ, 85757	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-129258	ENR	Betty S Black	2008-06-15	UHC-89571-01	8345840573	5994 Highland Ave, Charlotte, NC, 28291	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-112014	ENR	Ana I Cook	1938-07-28	UHC-01021-70	4469554109	2894 Market St, Tucson, AZ, 85775	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-130230	ENR	Arthur Y Jimenez	2001-02-01	UHC-75581-43	7044303301	4586 Lake View Rd, Eden Prairie, MN, 55342	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-104279	ENR	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ, 85787	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-128096	ENR	Dylan U Lewis	1941-12-03	—	5123781552	5083 Elm St, Scottsdale, AZ, 85212	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-133653	ENR	Zachary S Davis	1984-02-12	UHC-40176-26	8209605083	6064 Main St, Charlotte, NC, 28293	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-107562	ENR	Brittany Perkins	2007-06-01	UHC-89671-08	7533928119	4631 Broadway, San Diego, CA, 92106	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-111935	ENR	Ray L Pierce	1958-10-05	UHC-02353-12	5563131295	9508 Market St, Eden Prairie, MN, 55328	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-136305	ENR	Jaon S Alexander	1938-08-27	UHC-34592-23	3003026946	165 Willow Ct, Scottsdale, AZ, 85248	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-124419	ENR	Jeerry Green	1956-06-23	UHC-67734-23	—	9486 Baseline Rd, Eden Prairie, MN, 55320	0.78	Name re-cased Member ID reformatted Email lower-cased Gender normalised+1 more
ENR-113498	ENR	Omar V Estrada	1956-07-13	UHC-36670-64	3688103781	5347 Sunset Blvd, Minneapolis, MN, 55405	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-105966	ENR	Betty Q Harrison	2005-05-04	UHC-87406-41	7556667262	6809 Sage Ct, Las Vegas, NV, 89182	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-114948	ENR	Marcus C Wong	2006-10-05	UHC-03574-75	5012574386	8541 Desert Sky Blvd, Mesa, AZ, 85278	0.78	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-131849	ENR	Helen Fernandez	1942-06-16	UHC-17523-60	9188964154	5023 Grand Ave, Atlanta, GA, 30344	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-121186	ENR	Nathan Burns	1951-06-09	UHC-99082-25	6735266944	9807 Mesa Dr, Austin, TX, 78779	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-102059	ENR	Hansen Teryr	1956-10-09	UHC-59896-66	4798898424	9836 Camelback Rd, Gilbert, AZ, 85294	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-106243	ENR	Steven H Alvarez	1980-01-26	UHC-84637-33	9823305099	6128 Oak St, Gilbert, AZ, 85277	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-109096	ENR	Walter Roberts	1979-01-05	UHC-32804-90	9173025383	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-113262	ENR	Pamela Ruiz	1970-10-10	UHC-62098-03	9505258522	1086 Meadow Ln, Tampa, FL, 33666	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more

7,326 rows, page 122 of 147Previous Next