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

All sources, 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-135720	ENR	Bruce I Vega	1971-04-17	UHC-50874-41	4652547967	9446 Hillcrest Rd, Sacramento, CA, 95862	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
TPA-60070	TPA	Sean Ray	1970-02-01	—	5745452514	8684 Desert Sky Blvd, Columbus, OH, 43224	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-25949	PRV	Madison Henderson	1985-12-16	UHC-63607-78	5004203551	2197 Highland Ave, San Diego, CA, 92140	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-401808	CLM	Joyce Carlson	1956-07-15	UHC-05360-87	4963618160	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-101440	ENR	Justin Jacobs	1969-06-04	UHC-85981-27	3163347790	3445 Mountain View Dr, Charlotte, NC, 28286	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-108893	ENR	Patricia Hart	1974-05-14	UHC-97214-71	—	6473 Jefferson Ave, Phoenix, AZ, 85018	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
ENR-114069	ENR	Charlotte Ruiz	1955-09-20	UHC-93692-65	8838923998	6948 Broadway, Scottsdale, AZ, 85217	0.76	Name re-cased Address re-cased City re-cased Email lower-cased+2 more
ENR-137902	ENR	Dylan George	1994-10-24	UHC-20182-18	2738738928	2152 Park Pl, Plano, TX, 75008	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
CLM-425383	CLM	Juan F Santos	1978-01-04	—	—	9445 Park Pl, Scottsdale, AZ, 85216	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
CLM-412518	CLM	Jack Fowler	1955-03-01	UHC-96462-49	5454650954	4237 Central Ave, Scottsdale, AZ, 85200	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412519	CLM	Jack Fowler	1955-03-01	UHC-96462-49	5454650954	4237 Central Ave, Scottsdale, AZ, 85200	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408541	CLM	Sophia R Harris	2007-08-28	UHC-55282-86	2785819081	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-103011	ENR	Frances I Porter	1949-01-13	UHC-23993-16	6076977962	173 Broadway, Tempe, AZ, 85230	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
TPA-57559	TPA	Danielle Q Peterson	1949-01-25	—	2584846687	1519 Jefferson Ave, Mesa, AZ, 85265	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
PRV-22792	PRV	Priya West	1999-03-13	UHC-77568-76	2489756166	1090 Broadway, Eden Prairie, MN, 55382	0.76	Name re-cased Phone reformatted Address re-cased Gender normalised+2 more
TPA-57582	TPA	Andreew Smith	1962-12-08	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
TPA-50531	TPA	Yuki Stone	1941-05-22	—	6989662942	8948 Forest Ave, Fresno, CA, 93766	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-425124	CLM	Mateo Dean	2000-12-27	UHC-92928-49	9219120581	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-428421	CLM	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-102266	ENR	Emma Patel	1988-09-21	UHC-14814-27	5562339202	3616 Indian School Rd, Phoenix, AZ, 85021	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-405182	CLM	Marilyn K Aguilar	1977-06-02	UHC-97377-90	2763483797	1454 Jefferson Ave, Phoenix, AZ, 85025	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-25588	PRV	Brian Warren	1987-04-15	—	6757865821	3951 Central Ave, Chandler, AZ, 85206	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-120379	ENR	Michael O Hudson	1939-09-25	—	9202460928	6849 River Rd, Los Angeles, CA, 90039	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-420202	CLM	Alexis A Armstrong	1996-08-18	—	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
ENR-111435	ENR	Mateo Armstrong	1956-09-20	UHC-71781-38	3546062389	454 Lake View Rd, Mesa, AZ, 85285	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-62532	TPA	Bobby Santos	1953-01-24	—	—	1155 Jefferson Ave, Chandler, AZ, 85214	0.76	Date of birth reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-121076	ENR	Gerald Davis	1968-08-09	—	7815974840	8465 Grand Ave, Houston, TX, 77083	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-119462	ENR	Susan H Johnston	1942-02-21	UHC-61538-23	8186060216	4664 River Rd, Minneapolis, MN, 55493	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-131011	ENR	Diane Schultz	1997-10-25	UHC-82582-51	8666175518	4295 Mesa Dr, Tampa, FL, 33680	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-131012	ENR	Diane Schultz	1997-10-25	UHC-82582-51	8666175518	4295 Mesa Dr, Tampa, FL, 33680	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-137613	ENR	Kevin Rojas	1993-01-19	UHC-91709-03	4438053665	7298 Oak St, Tampa, FL, 33674	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-106583	ENR	Ethan A Ramirez	1946-04-27	UHC-43410-40	7797237346	5792 Harbor Blvd, Columbus, OH, 43251	0.76	Phone reformatted Member ID reformatted City re-cased Gender normalised+2 more
TPA-63725	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-63724	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-418620	CLM	Mariana E Matthews	1941-02-12	UHC-24776-39	8857922664	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-59727	TPA	Gloria Obrien	1970-10-23	—	3227351204	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-50106	TPA	Elijjah Pena	1997-07-20	—	6374286005	7649 Union St, Tucson, AZ, 85794	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-54203	TPA	Anthony Graham	1963-10-09	—	9787531810	8414 Highland Ave, Las Vegas, NV, 89165	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-108364	ENR	Virginia G Graham	1943-12-05	UHC-43956-72	2746209937	4639 Palm Dr, San Diego, CA, 92193	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-419425	CLM	Jduy Schmidt	1998-11-05	UHC-15358-33	8264920115	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-108144	ENR	Alexis Hunter	1946-09-09	UHC-63667-27	7459351930	4609 Mesa Dr, Seattle, WA, 98191	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-402708	CLM	Sandar K Wallace	1944-05-15	UHC-92839-30	—	9327 Lincoln Way, Mesa, AZ, 85228	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-134007	ENR	Pul Murphy	1954-11-21	UHC-93980-80	—	1988 Mesa Dr, Atlanta, GA, 30321	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
ENR-112432	ENR	Teresa U Greene	1966-10-05	UHC-09192-11	8096719727	6237 Oak St, San Diego, CA, 92178	0.76	Phone reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-101490	ENR	Shirley Griffin	1997-10-19	UHC-13733-19	6389941304	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-104528	ENR	David Y Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-413945	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ, 85340	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
TPA-52722	TPA	Jacob Kim	1988-11-28	—	6176643822	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431616	CLM	Daniel Hlomes	1953-11-18	UHC-72010-71	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
TPA-51595	TPA	Sarah Alvarado	1963-04-16	—	2095581648	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

16,828 rows, page 260 of 337Previous Next