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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113568	ENR	Edward Q Cole	1994-09-24	UHC-33289-65	9093891581	9543 Forest Ave, Fresno, CA, 93763	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-138780	ENR	Bradley Porter	2006-03-12	UHC-23306-28	8826185903	6298 Maple Ave, Fresno, CA, 93729	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
ENR-102290	ENR	Lnida B Harper	1977-11-26	UHC-73028-18	—	7545 Lake View Rd, Houston, TX, 77012	0.78	Name re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
ENR-120742	ENR	Emily Fuller	1975-06-24	UHC-91168-07	8832622974	5073 Sunset Blvd, Miami, FL, 33196	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-105208	ENR	Omar Stewart	1954-07-03	UHC-95053-34	5494679807	767 Park Pl, Miami, FL, 33104	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-115438	ENR	Jordan N Beverly	1940-11-16	UHC-93897-11	7103149946	4835 Sunset Blvd, Tampa, FL, 33639	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-112355	ENR	Evelyn Andrews	1946-01-27	UHC-11362-59	2375136768	6943 Apache Blvd, San Antonio, TX, 78242	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-116627	ENR	Shirley Coleman	1954-03-14	UHC-09588-07	4288420235	6553 Lake View Rd, Austin, TX, 78755	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-113756	ENR	Heather Q Crawford	1966-01-27	UHC-40219-93	9885618634	5137 Ridge Rd, Chandler, AZ, 85286	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-100618	ENR	Peggy Chavez	1951-03-19	UHC-92419-11	8756610430	5663 Spring St, Minneapolis, MN, 55457	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-117206	ENR	Sean W Berry	1969-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-133642	ENR	Karen Warren	1955-07-06	UHC-82850-96	—	8255 Sunset Blvd, Tucson, AZ, 85723	0.78	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+1 more
ENR-120301	ENR	Bill J Reynolds	1951-06-25	UHC-07356-49	5255036693	6551 Main St, Nashville, TN, 37247	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
ENR-120553	ENR	Sarah Payne	1991-06-06	UHC-17580-57	6068804168	5798 Harbor Blvd, Houston, TX, 77041	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-126925	ENR	Cynthia Young	1971-03-18	UHC-25405-85	7444609085	455 Central Ave, Tampa, FL, 33633	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-130892	ENR	Jessica Reed	1940-07-06	UHC-84686-12	3399919378	7325 Broadway, Jacksonville, FL, 32219	0.78	Phone reformatted Address re-cased City re-cased State name converted to code+1 more
ENR-137223	ENR	David Hernandez	1970-11-07	UHC-97769-98	3464483781	5149 Bayshore Dr, Columbus, OH, 43208	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-122335	ENR	Jennifer K Lawrence	1976-11-14	UHC-40748-10	9523465851	9056 Ridge Rd, Phoenix, AZ, 85082	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-131642	ENR	Brian N Thomas	1968-11-22	UHC-51366-19	—	4478 River Rd, San Diego, CA, 92183	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-131712	ENR	Walter Carter	1998-01-14	UHC-11426-79	3804759540	8437 Lincoln Way, Denver, CO, 80206	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-117635	ENR	Dianne Martin	1970-07-05	UHC-70579-10	7798156909	1379 Market St, Minneapolis, MN, 55407	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-140855	ENR	Paatricia J Burns	1954-03-14	UHC-97556-39	8142534914	8332 Washington St, San Diego, CA, 92177	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-120546	ENR	Steven Ruiz	1949-07-10	UHC-52473-73	7272466796	6429 Sage Ct, Chandler, AZ, 85280	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-109565	ENR	Jacob Y Bell	2004-10-27	UHC-98482-23	3442459568	4785 Highland Ave, Dallas, TX, 75216	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-126665	ENR	Marcus S Wog	1988-04-10	UHC-05531-33	8034593381	3182 Union St, Gilbert, AZ, 85211	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-132348	ENR	Pamela Perez	1957-07-18	UHC-45761-86	8976319123	4213 Baseline Rd, Tucson, AZ, 85767	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-139292	ENR	Judy Jensen	1983-05-27	UHC-28149-36	4836230360	6027 Desert Sky Blvd, Atlanta, GA, 30373	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-116409	ENR	Angela E Kennedy	1978-03-17	UHC-27371-43	6667745792	7826 Elm St, Austin, TX, 78725	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-110661	ENR	Debra E West	1994-08-14	UHC-41849-96	7864220069	9577 Willow Ct, Houston, TX, 77077	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-110660	ENR	Debra E West	1994-08-14	UHC-41849-96	7864220069	9577 Willow Ct, Houston, TX, 77077	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-142556	ENR	Diana Pena	1978-11-05	UHC-30521-62	9416171581	8865 Sunset Blvd, Atlanta, GA, 30309	0.78	Name re-cased Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-127248	ENR	Ruth Hernandez	1955-05-15	UHC-45614-74	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.78	Phone reformatted Member ID reformatted City re-cased State name converted to code+1 more
ENR-136463	ENR	Joan Clark	1944-05-16	UHC-71989-42	4055337590	1521 Lake View Rd, Columbus, OH, 43206	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-107723	ENR	Deborah Baker	1994-06-22	UHC-63704-66	5715185709	2179 Highland Ave, San Diego, CA, 92129	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-115546	ENR	Abigail R Robinson	1950-05-19	UHC-49297-98	4893252082	62 River Rd, Miami, FL, 33174	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-118209	ENR	Gerald Espinoza	1973-09-01	UHC-11368-06	4819611839	8394 Harbor Blvd, Scottsdale, AZ, 85270	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-116067	ENR	Lauren Carroll	1991-09-19	UHC-97789-40	8028291640	2682 Valley View Dr, San Antonio, TX, 78231	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-107252	ENR	Mairana Sanders	1991-09-09	UHC-43146-58	8117223521	2727 Willow Ct, Tempe, AZ, 85244	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-112352	ENR	Yuki Soto	1944-05-12	UHC-03062-76	2323039084	1250 Hillcrest Rd, Charlotte, NC, 28205	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-128470	ENR	Mei Y Bailey	1988-11-25	UHC-05096-38	8112399240	2507 Broadway, Atlanta, GA, 30339	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-130041	ENR	Bradley X Bryant	1990-12-16	UHC-99924-03	2034211154	3422 Lake View Rd, Atlanta, GA, 30370	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-120993	ENR	Heather Wong	1955-03-21	UHC-22124-81	9522890815	6965 Lake View Rd, Phoenix, AZ, 85056	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-133052	ENR	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-133051	ENR	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-140330	ENR	Lauren Peterson	2006-01-26	UHC-33510-48	9587290046	3468 Church St, Fresno, CA, 93784	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-142714	ENR	Ahmed M Adams	1986-11-16	UHC-27067-82	8948315889	670 Meadow Ln, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-124882	ENR	Valentina N Guzman	1986-08-06	UHC-80745-68	6977995606	2936 Broadway, Miami, FL, 33190	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-124881	ENR	Valentina N Guzman	1986-08-06	UHC-80745-68	6977995606	2936 Broadway, Miami, FL, 33190	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-142456	ENR	Jonathan O Schultz	1945-06-08	UHC-44242-21	9373785066	3118 Pine Dr, Charlotte, NC, 28298	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-124500	ENR	Eddie B Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln, Tucson, AZ, 85795	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more

4,296 rows, page 74 of 86Previous Next