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-137565	ENR	Douglas Kally	1995-05-25	UHC-63043-26	9644424332	9857 Washington St, Charlotte, NC, 28231	0.92	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased
ENR-128127	ENR	Betty Cooper	2000-08-23	UHC-83087-08	8498672884	2201 Broadway, Miami, FL, 33145	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-110105	ENR	Lucia X Warren	1927-03-01	UHC-06315-69	5193926684	8941 Maple Ave, Phoenix, AZ, 85049	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
ENR-124589	ENR	William T Reid	2005-08-01	UHC-35354-11	8777096726	7293 Elm St, Houston, TX, 77039	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-124430	ENR	Sara Owens	1958-12-28	UHC-31222-94	2113760288	6873 Market St, Phoenix, AZ, 85085	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-111282	ENR	Angela Valdez	1994-12-28	UHC-70844-46	9305551834	6996 Jefferson Ave, Minneapolis, MN, 55494	0.92	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased
ENR-130882	ENR	Chalrotte Chen	1978-01-20	UHC-29497-60	7587796006	5075 Canyon Rd, Seattle, WA, 98148	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-117672	ENR	Jonathan Dunn	1997-09-20	UHC-80735-98	4154239307	6111 Mountain View Dr, Miami, FL, 33188	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-129276	ENR	John X Gordon	1958-01-22	UHC-85825-63	3733993592	5838 Ridge Rd, Minneapolis, MN, 55403	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-101092	ENR	Chaarles Nelsson	1977-04-20	UHC-36461-88	4995412528	1217 Church St, Orlando, FL, 32845	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-114117	ENR	Maeo H Cook	1987-05-10	UHC-41125-17	4383509128	2631 Indian School Rd, Seattle, WA, 98169	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-125476	ENR	Cheryl M Garcia	1989-11-19	UHC-54283-43	4237356103	210 Mesa Dr, Orlando, FL, 32829	0.92	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased
ENR-118826	ENR	Stephen B Hayes	1954-03-09	UHC-96739-90	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-111305	ENR	Charlotte Owens	1940-02-25	UHC-49048-55	2747782087	1858 Jefferson Ave, Orlando, FL, 32867	0.92	Name re-cased Date of birth reformatted City re-cased Email lower-cased
ENR-133190	ENR	Logan Campbell	1983-12-26	UHC-12459-58	3486926379	201 Central Ave, Atlanta, GA, 30336	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-103633	ENR	Eugene Espinoza	1946-12-11	UHC-39151-74	7592923712	4711 Mountain View Dr, Houston, TX, 77081	0.92	Name re-cased Date of birth reformatted City re-cased Email lower-cased
ENR-124554	ENR	Luis J Martin	1977-08-21	UHC-11583-17	3535088907	4379 Elm St, Jacksonville, FL, 32260	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-123959	ENR	Jason Murphy	1996-09-21	UHC-15372-66	4925020894	239 Church St, Nashville, TN, 37253	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-126561	ENR	Brenda Clark	1987-12-05	UHC-60924-40	9464699494	4157 Cedar Ln, Orlando, FL, 32810	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-133074	ENR	Randy V Ortiz	2007-11-23	UHC-27517-35	3519295293	6655 Willow Ct, Gilbert, AZ, 85270	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-128990	ENR	Cherl Gray	1988-06-11	UHC-43431-50	2475159521	6466 Desert Sky Blvd, Seattle, WA, 98172	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-116055	ENR	Denise Estrada	1979-12-20	UHC-89371-29	4276516164	9543 Highland Ave, Columbus, OH, 43252	0.92	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased
ENR-123847	ENR	Alexis Ortega	1967-10-25	UHC-70156-56	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-101916	ENR	Diana Torres	1989-10-13	UHC-27532-93	2737916248	8908 Lincoln Way, Denver, CO, 80251	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-115769	ENR	Lauren Banks	1991-02-28	UHC-01807-08	5617795547	5095 Canyon Rd, San Antonio, TX, 78288	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-136784	ENR	Jonathan N Morris	1971-04-22	UHC-78726-66	3358406205	945 Central Ave, Tucson, AZ, 85776	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
ENR-130447	ENR	Luis Nunez	1979-02-27	UHC-38456-51	2532077019	967 Bayshore Dr, Tampa, FL, 33601	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-140428	ENR	Andrew Sandoval	1938-10-14	UHC-76575-91	4832334958	2234 Pine Dr, Sacramento, CA, 95889	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-139792	ENR	Pamela L Wallace	1988-03-20	UHC-17919-29	6877075010	8337 Bayshore Dr, Tempe, AZ, 85298	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-127681	ENR	Rebecca Carlson	1983-06-12	UHC-32126-56	7406823635	3457 Bayshore Dr, Chandler, AZ, 85242	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-141789	ENR	Ruth Hudson	1966-02-12	UHC-43497-04	7039478015	6660 Market St, Eden Prairie, MN, 55384	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-111739	ENR	Jacob S Boyd	1965-04-11	UHC-72588-96	4312266706	7792 Grand Ave, Mesa, AZ, 85296	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-124354	ENR	Christopher Chen	1941-04-02	UHC-07924-36	8994079258	9206 Park Pl, Glendale, AZ, 85374	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-130857	ENR	Cynthia L Little	1987-08-01	UHC-63042-46	2888178803	5859 Camelback Rd, Glendale, AZ, 85335	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-104880	ENR	Gregory G Wallace	1998-01-23	UHC-41484-74	4196194661	7544 Indian School Rd, Mesa, AZ, 85216	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-118018	ENR	Gloria Ray	1982-06-02	UHC-76213-90	8232773658	64 Central Ave, Tucson, AZ, 85712	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-111317	ENR	Willie Jenkins	2004-05-26	UHC-51635-89	9473390461	5072 Pine Dr, Scottsdale, AZ, 85251	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-104979	ENR	Amanda L Hunt	1954-01-17	UHC-86125-97	—	6446 Cedar Ln, Austin, TX, 78712	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-127955	ENR	Jean C Davis	1963-10-01	UHC-39834-55	7083367853	4532 Cedar Ln, Dallas, TX, 75254	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-114137	ENR	Lauren Perry	1954-10-27	UHC-79257-94	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-135014	ENR	Mason McDonald	1951-09-16	UHC-14514-93	—	3129 River Rd, Miami, FL, 33185	0.92	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-113839	ENR	Lawrence W Barnes	1973-08-20	UHC-73317-73	6064631098	4372 Mesa Dr, Miami, FL, 33178	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-130013	ENR	Webb X Susan	1952-10-06	UHC-58050-50	—	2347 Lincoln Way, Eden Prairie, MN, 55390	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
ENR-125417	ENR	Kimberly I Bryant	1969-11-06	UHC-33983-97	9337244975	6126 Sage Ct, Atlanta, GA, 30398	0.92	Name re-cased Phone reformatted Member ID reformatted City re-cased
ENR-142763	ENR	Julie D Meedina	2004-05-05	UHC-60078-04	5222929624	7323 Apache Blvd, Austin, TX, 78743	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
ENR-130625	ENR	Jacqueline V Ramirez	1995-07-09	UHC-42889-92	—	1601 Washington St, Tempe, AZ, 85247	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-124124	ENR	Scott Griffin	1995-06-26	UHC-28293-93	9623588268	1594 Broadway, Dallas, TX, 75240	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-100035	ENR	Jeremy I Carlson	1939-03-19	UHC-49717-27	7576890394	255 Broadway, Scottsdale, AZ, 85248	0.92	Date of birth reformatted Address re-cased City re-cased Whitespace trimmed
ENR-108087	ENR	Beverly A Freeman	1963-07-23	UHC-77741-84	6533136982	8881 Mountain View Dr, Tucson, AZ, 85774	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-138827	ENR	Linda U Hansen	1941-10-09	UHC-10492-62	8044235648	6644 Union St, Houston, TX, 77022	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased

8,423 rows, page 151 of 169Previous Next