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

Third-party administrator, 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
TPA-63349	TPA	Knight Jaen	1961-04-01	—	9802923709	9744 Jefferson Ave # 257, Fresno, CA, 93744	0.62	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
TPA-54057	TPA	Gabriel Richardson	2002-11-01	UHC-41025-97	7397941121	2343 Lake View Rd # 599, Dallas, TX, 75274	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-50471	TPA	Heather Ramos	1952-08-23	—	4993369586	8971 Canyon Rd, San Diego, CA, 92135	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55867	TPA	Emma Mendez	1954-05-08	UHC-16028-30	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55290	TPA	Brittany Diaz	1974-03-08	—	3276912675	4481 Ocean Ave, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-52049	TPA	Ashley Gordon	1983-11-11	—	5797996732	3599 Park Pl, Glendale, AZ, 85364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-59497	TPA	Henry U Chen	1945-11-01	—	—	7603 Sunset Blvd, Dallas, TX, 75297	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-63351	TPA	Mei Reid	1977-09-04	—	7824678194	7400 Meadow Ln, Eden Prairie, MN, 55382	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54065	TPA	Kathryn Nichols	1961-11-13	—	8517042478	9702 Main St # 228, Tampa, FL, 33604	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
TPA-58685	TPA	Diana Freeman	1962-07-17	—	—	2721 Elm St, Jacksonville, FL, 32234	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51165	TPA	Jennifer Henry	1968-06-10	UHC-46109-60	—	4536 Camelback Rd, Orlando, FL, 32843	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-50783	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	5788361392	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62073	TPA	Evelyn Gonzales	1941-07-02	—	—	3451 Market St, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55136	TPA	Nancy Clark	1938-12-27	—	7958128966	5468 Ocean Ave, Seattle, WA, 98114	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59617	TPA	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63958	TPA	Yuki Park	2003-04-23	—	—	6274 Camelback Rd, Tampa, FL, 33696	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51541	TPA	Joyce Wang	1980-08-14	UHC-08056-64	3296635105	2091 Pine Dr, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51153	TPA	Deb Johnson	1978-06-01	—	5339564622	2676 Grand Ave, Tampa, FL, 33681	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58370	TPA	Lius Murphy	1981-02-20	UHC-01298-90	—	299 Sage Ct, Jacksonville, FL, 32278	0.62	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+3 more
TPA-63152	TPA	Ashley Coleman	1950-09-15	—	8938616922	4299 Washington St, Los Angeles, CA, 90057	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59027	TPA	Martha Salazar	1982-06-10	—	—	1310 Forest Ave, Orlando, FL, 32859	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60011	TPA	Alan Ward	1988-11-21	—	4465229310	7662 Mountain View Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-58377	TPA	Amanda Campbell	1968-08-28	—	—	5649 Camelback Rd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52611	TPA	Chris Nelson	1961-09-24	UHC-65673-31	5055761014	982 Maple Ave, Houston, TX, 77003	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55850	TPA	Frank Alexander	1999-12-26	—	7945034676	2263 Washington St, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52610	TPA	Madison Gray	1978-01-25	UHC-81442-53	2839797952	1612 Baseline Rd, San Antonio, TX, 78231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57051	TPA	Kathryn Peterson	1958-11-23	—	2235735208	595 Church St, Charlotte, NC, 28234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62643	TPA	Nancy G Harvey	1994-03-19	—	2437322928	4513 Palm Dr, San Diego, CA, 92169	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54288	TPA	Raymond Payne	1967-06-01	—	3808478937	7626 Broadway, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-50676	TPA	Samuel Z Mejia	2003-07-13	—	—	8131 Broadway, Tucson, AZ, 85768	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-54152	TPA	Nicole Hayes	1981-12-01	—	—	8810 Cedar Ln, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54882	TPA	Austin Park	1987-07-24	—	—	8843 Forest Ave, Seattle, WA, 98131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53066	TPA	Amanda Simmons	1964-04-10	—	—	9164 Camelback Rd, Mesa, AZ, 85207	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-55849	TPA	Brian Ford	1998-09-28	—	—	3178 Harbor Blvd, Houston, TX, 77071	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60320	TPA	Justin Shaw	1942-04-02	—	8966040696	5769 Oak St, Las Vegas, NV, 89112	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63416	TPA	Bobby Jones	1990-10-25	—	—	8156 Lake View Rd, Austin, TX, 78778	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-63066	TPA	Olivia Gutierrez	1971-06-02	—	—	2108 Ocean Ave, Denver, CO, 80237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54246	TPA	Zachary Hill	1958-01-15	—	2539570730	7404 Market St, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53332	TPA	Willie Robinson	1992-04-01	—	5023689952	3045 Lake View Rd, Seattle, WA, 98185	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50595	TPA	Cynthia Hensen	1971-01-22	—	—	3524 Ridge Rd # 711, Jacksonville, FL, 32222	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-62299	TPA	Henry Nguyen	2002-03-18	—	4843109592	5080 Canyon Rd, Columbus, OH, 43273	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50238	TPA	Maria Chavez	1999-10-15	—	—	3624 Union St, Las Vegas, NV, 89105	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56573	TPA	Omar J Obrien	—	—	—	8082 Highland Ave, Tucson, AZ, 85760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
TPA-55572	TPA	Maria U Ward	1968-05-28	—	—	6177 Central Ave, Los Angeles, CA, 90025	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53442	TPA	Denise Lane	1943-08-19	—	3863616140	8532 Sage Ct, Houston, TX, 77041	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60710	TPA	Michelle Butler	2006-04-03	—	9149170067	6798 Union St, Dallas, TX, 75261	0.64	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
TPA-63560	TPA	Lucia Gomez	1997-02-02	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61587	TPA	Andrea Chavez	1962-08-10	—	—	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-50370	TPA	Brittany X Estrada	1967-02-12	—	—	908 Forest Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

1,229 rows, page 12 of 25Previous Next