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-119441	ENR	Lucia Ruiz	1989-06-19	UHC-65450-53	—	8921 Market St, Jacksonville, FL, 32252	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128348	ENR	Mark Wsahington	2006-12-27	UHC-53180-18	7607640652	5914 Ridge Rd, Minneapolis, MN, 55434	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108948	ENR	Craol Ross	1954-12-21	—	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123042	ENR	Patrick B Morgan	1978-04-07	UHC-69976-20	5134115944	8062 Mesa Dr, Houston, TX, 77015	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-142413	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd, Plano, TX, 75092	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136744	ENR	Karen Fowler	1978-08-06	UHC-87943-29	6973129340	2630 Sunset Blvd, Tucson, AZ, 85737	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118239	ENR	Brandon Williamson	1961-01-22	UHC-79871-06	4669765753	5175 Ocean Ave, Mesa, AZ, 85219	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102012	ENR	Bradley Silva	1939-08-03	UHC-51034-94	5203755068	8829 Park Pl, Glendale, AZ, 85364	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102057	ENR	Hannah Coleman	1957-12-14	UHC-98061-34	8817346540	295 Desert Sky Blvd, Minneapolis, MN, 55409	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140476	ENR	Kyle Hunt	1959-07-03	UHC-14233-10	2033574048	9635 Highland Ave, Denver, CO, 80254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123571	ENR	Linda E Mendoza	1981-03-17	UHC-12524-97	3116346585	9193 Desert Sky Blvd, San Diego, CA, 92119	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110402	ENR	Jeremy Nunez	1971-02-26	UHC-54560-44	7642382750	8260 Lincoln Way, Nashville, TN, 37271	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123436	ENR	Sandra A Fields	1971-01-01	UHC-89039-66	9254557532	7649 Valley View Dr, Jacksonville, FL, 32256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100319	ENR	Jose Soto	1957-12-27	UHC-35742-05	7322690278	3434 Main St, Columbus, OH, 43290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126192	ENR	Robert O Wagner	1967-04-16	UHC-49380-81	3932611074	494 Market St, Mesa, AZ, 85287	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100206	ENR	Cheryl J Miller	1961-12-23	UHC-60441-39	7742229884	4059 Harbor Blvd, Denver, CO, 80273	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106916	ENR	Kate Daniels	1993-12-04	UHC-46531-41	7475710519	4170 Market St, Glendale, AZ, 85319	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132790	ENR	Steven Jensen	1982-07-10	UHC-94738-62	3469653664	3986 Desert Sky Blvd, Dallas, TX, 75282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117732	ENR	Jesse Green	1970-07-16	UHC-20267-72	3424497807	1123 Main St, Denver, CO, 80290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134031	ENR	Amber P Larson	1957-11-21	UHC-32544-37	—	8175 Jefferson Ave, Tempe, AZ, 85258	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137019	ENR	Kally Jensen	1954-03-12	UHC-89135-52	8447793181	3420 Baseline Rd, Nashville, TN, 37213	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115005	ENR	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-128874	ENR	Alexander I Turner	1965-08-27	UHC-98406-32	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133168	ENR	Jean Long	1952-07-08	UHC-19794-22	2228756796	6765 Spring St, Mesa, AZ, 85238	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109489	ENR	Phillips Jcak	2001-06-14	UHC-13542-40	6183912652	1267 Bayshore Dr, Tampa, FL, 33629	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140292	ENR	Alan Aguilar	1964-11-24	UHC-36939-26	6858170704	2959 Lake View Rd, Atlanta, GA, 30392	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137247	ENR	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109785	ENR	Vncent Adams	1942-02-11	UHC-13189-31	9709013391	3494 Indian School Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131237	ENR	Samuel Martinez	1993-03-02	UHC-63883-31	2044450890	3969 Lake View Rd, San Antonio, TX, 78262	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-109033	ENR	Pamela Perry	1948-11-24	UHC-99271-74	8473171023	5465 Maple Ave, Nashville, TN, 37232	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-136583	ENR	Keith X Larson	1994-01-19	UHC-83530-31	2916371340	6408 Lincoln Way, Los Angeles, CA, 90046	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101950	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101949	ENR	Bobby Gonzales	1975-08-07	UHC-06949-29	8695564134	6370 Mesa Dr, Nashville, TN, 37235	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111453	ENR	John I Lee	1980-12-10	UHC-76890-70	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129404	ENR	Wei Coleman	1968-02-02	UHC-03076-19	6507914166	5962 Valley View Dr, Glendale, AZ, 85397	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135263	ENR	Doris Y Bradley	1942-01-11	UHC-10651-17	4198625164	3138 Meadow Ln, Tampa, FL, 33669	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110935	ENR	Bryan Herrera	2003-11-28	UHC-94727-57	8374424852	7399 Palm Dr, Glendale, AZ, 85386	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129231	ENR	Isabella Y Fisher	1942-06-10	UHC-39398-03	4274424161	3499 Baseline Rd, Eden Prairie, MN, 55315	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122922	ENR	Camila Dixon	1963-06-04	UHC-89921-33	6434881332	5403 Mesa Dr, Houston, TX, 77093	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124219	ENR	Jessica A Morris	1977-08-18	UHC-59716-17	—	1321 Forest Ave, Miami, FL, 33124	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104993	ENR	Fatima T Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127536	ENR	Denise White	1964-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-123162	ENR	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120077	ENR	Aisha T Patel	1992-02-11	UHC-79308-89	3934845680	9299 Highland Ave, Miami, FL, 33124	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136928	ENR	Priia F Robinson	1979-12-23	UHC-81983-21	4296375119	3100 River Rd, Denver, CO, 80261	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137273	ENR	William Bradley	1938-04-02	UHC-47454-98	5688906057	766 Spring St, Tempe, AZ, 85227	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110627	ENR	Emily J Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123319	ENR	Gary T Joes	1979-04-05	UHC-49094-24	2264909426	4857 Sunset Blvd, Minneapolis, MN, 55475	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118856	ENR	Heathre Nelsson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX, 77033	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127608	ENR	Virginia C Santiago	1972-01-25	UHC-93186-39	8053130390	9491 Highland Ave, San Antonio, TX, 78220	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

7,326 rows, page 81 of 147Previous Next