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-106655	ENR	Gabriel Le	1999-06-18	UHC-50527-28	5663617037	8613 Valley View Dr, Atlanta, GA, 30326	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-110034	ENR	Sara J Bennett	1977-06-10	UHC-56904-10	—	8747 Sage Ct, Los Angeles, CA, 90093	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-131120	ENR	Anna A Thomas	1958-05-08	UHC-06806-55	5274791301	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-132652	ENR	Natalie V Green	1946-02-08	UHC-05349-79	7073730259	8006 Highland Ave, Austin, TX, 78709	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-106532	ENR	Bryan Henderson	1965-03-13	UHC-39534-92	3654357125	6347 Forest Ave, Phoenix, AZ, 85001	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-134494	ENR	Timothy E Herrera	2004-05-25	UHC-89916-28	5996330040	1567 Grand Ave, Austin, TX, 78797	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-118087	ENR	David Ramirez	1999-04-21	UHC-64424-44	4443167152	5071 Lincoln Way, Denver, CO, 80248	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-104682	ENR	Peter I Rose	1939-04-16	UHC-46761-66	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-125454	ENR	Shirley Gibson	2007-07-14	UHC-43606-64	8834512728	7125 Pine Dr, Miami, FL, 33149	0.78	Date of birth reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-116631	ENR	George P Vasquez	2007-11-14	UHC-45591-16	2568951862	7870 River Rd, Plano, TX, 75085	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-127439	ENR	William C Castro	1978-03-24	UHC-34758-35	8628238259	5084 Park Pl, Eden Prairie, MN, 55342	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-138194	ENR	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-140936	ENR	Nancy O Nguyen	1946-06-01	UHC-55395-55	6597636293	4782 Pine Dr, Charlotte, NC, 28206	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-101857	ENR	Martha Hart	1963-12-16	UHC-66731-43	8875826176	1183 Park Pl, Tempe, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-134284	ENR	Lori P Daniels	1983-08-06	UHC-46838-73	—	5843 Baseline Rd, Fresno, CA, 93704	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-107307	ENR	Henry Hanson	1966-08-15	UHC-62543-51	2536098999	1511 Forest Ave, Nashville, TN, 37288	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-116622	ENR	Katherine B Snyder	1982-05-12	UHC-79450-77	4894411543	9191 Broadway, Fresno, CA, 93754	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-126375	ENR	Hiroshi Guerrero	1959-10-27	UHC-62930-88	9214336320	4508 Broadway, Miami, FL, 33132	0.78	Date of birth reformatted Phone reformatted Address re-cased City re-cased+1 more
ENR-126376	ENR	Hiroshi Guerrero	1959-10-27	UHC-62930-88	9214336320	4508 Broadway, Miami, FL, 33132	0.78	Date of birth reformatted Phone reformatted Address re-cased City re-cased+1 more
ENR-109019	ENR	Laura X Kelly	1957-02-22	UHC-41118-16	5728815057	9767 Broadway, Minneapolis, MN, 55477	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-131327	ENR	Samantha L Rose	1967-01-14	UHC-79680-58	3393553725	3541 Pine Dr, Plano, TX, 75004	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-114618	ENR	Jean U Thomas	1942-09-05	UHC-89179-46	2299208257	7194 Ocean Ave, Scottsdale, AZ, 85242	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
ENR-114633	ENR	Lisa B Black	1961-12-27	UHC-50463-40	2674535838	5705 Lincoln Way, Austin, TX, 78753	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-108369	ENR	Natalie Li	1987-08-02	UHC-57373-93	3306096087	—	0.78	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-132136	ENR	Paul D Estrada	1983-07-26	UHC-63153-81	9586879366	5930 Ridge Rd, Seattle, WA, 98113	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-123576	ENR	Judith H West	1965-07-26	UHC-78083-57	3868128971	9842 Broadway, Gilbert, AZ, 85238	0.78	Phone reformatted Member ID reformatted Address re-cased Gender normalised+1 more
ENR-137118	ENR	Anna Obrien	1941-06-20	UHC-94402-84	3205222007	1628 Park Pl, Scottsdale, AZ, 85277	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-100626	ENR	Emily Oliver	1996-10-02	UHC-20709-15	4453799601	6515 Broadway, Phoenix, AZ, 85045	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-106858	ENR	Victoria Hawkins	1973-05-10	UHC-52836-55	7752165799	3400 Baseline Rd, Houston, TX, 77040	0.78	Email lower-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-116647	ENR	Timothy G Estrada	1968-07-27	UHC-49784-72	3917962574	5314 Elm St, Columbus, OH, 43236	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-113008	ENR	Camila M Allen	2008-03-09	UHC-26089-86	—	2209 Broadway, Plano, TX, 75028	0.78	Name re-cased Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-126079	ENR	Tyler Rice	1994-08-12	UHC-71226-29	6733791249	4038 Mountain View Dr, Sacramento, CA, 95810	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-127151	ENR	Daniel G Carroll	1969-06-20	UHC-02920-79	9338103677	6778 Elm St, Charlotte, NC, 28218	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-105293	ENR	Sophia E Dixon	2005-06-24	UHC-76731-09	8045851953	6679 Main St, Glendale, AZ, 85349	0.78	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-105471	ENR	Logan E Elliott	1951-02-03	UHC-52877-90	2703112421	3366 Harbor Blvd, Los Angeles, CA, 90097	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-107646	ENR	Hall I Emma	1991-06-23	UHC-83120-16	7968874555	3419 Indian School Rd, Minneapolis, MN, 55455	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-121966	ENR	Brittany L Flores	1952-04-15	UHC-97409-85	5477103532	795 Broadway, Jacksonville, FL, 32204	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
ENR-106952	ENR	Sophia Schultz	1979-05-28	UHC-23034-25	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.78	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-123831	ENR	Megan C Crawford	1938-07-24	UHC-68518-93	8129954441	6340 Union St, Seattle, WA, 98117	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
ENR-112502	ENR	Russell Larson	1983-05-13	UHC-29658-63	3524860385	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-121776	ENR	Diana Wallace	2004-07-14	UHC-56666-20	5528184543	9592 Broadway, Tampa, FL, 33603	0.78	Name re-cased Member ID reformatted Address re-cased Gender normalised+1 more
ENR-138286	ENR	Jennifer A Williamson	1973-12-03	UHC-38196-25	6977925414	1510 Forest Ave, Seattle, WA, 98147	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-136945	ENR	Dennis Z Reid	1954-07-02	UHC-15830-18	4248117636	184 Indian School Rd, Houston, TX, 77008	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-105782	ENR	Betty R Soto	1974-12-06	UHC-59887-21	3075952735	669 Sage Ct, Los Angeles, CA, 90080	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-108717	ENR	Virginia Hoffman	1947-09-20	UHC-79617-30	7588526273	4417 Spring St, Plano, TX, 75000	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-104369	ENR	Albert Y Diaz	1958-10-18	UHC-79011-24	2417094758	4675 Mountain View Dr, San Diego, CA, 92173	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-119782	ENR	Andrew Garza	1959-11-02	UHC-05082-55	7177746257	2582 Meadow Ln, Seattle, WA, 98176	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-137959	ENR	Carlos Z Rojas	1953-01-05	UHC-60960-97	2472134584	7158 Willow Ct, Houston, TX, 77096	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-139662	ENR	Aisha R Gray	1983-12-18	UHC-66078-28	7129421644	8462 Main St, Minneapolis, MN, 55488	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-136394	ENR	Nancy Myers	1999-06-15	UHC-26902-60	7815824969	1604 Sunset Blvd, Austin, TX, 78771	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more

7,326 rows, page 123 of 147Previous Next