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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28074	PRV	Cynthia B Burke	1950-06-14	—	9508055680	5687 Central Ave, Fresno, CA, 93732	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-404023	CLM	Steve K Guzman	2001-11-20	UHC-15163-18	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-429117	CLM	Brian Dixon	1985-07-13	—	—	8209 Maple Ave, Gilbert, AZ, 85204	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-432644	CLM	Hiroshi P Peterson	1947-08-28	UHC-47694-32	3743863817	6875 Apache Blvd, Gilbert, AZ, 85234	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406026	CLM	Jesse Fields	1948-04-10	UHC-75871-12	—	829 Central Ave, Dallas, TX, 75288	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-103843	ENR	John W Young	1955-02-28	UHC-87848-29	6735201642	4204 Ridge Rd, Columbus, OH, 43204	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-132516	ENR	Terry K Franklin	2000-12-13	UHC-05661-73	2913248681	2019 Indian School Rd, Houston, TX, 77057	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-114778	ENR	Patricia C Walsh	2001-07-21	UHC-77618-41	6828270150	4463 Central Ave, Los Angeles, CA, 90061	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
ENR-108870	ENR	Sofia C Willis	1949-05-07	UHC-36265-91	4728367959	6637 Desert Sky Blvd, Las Vegas, NV, 89114	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-62990	TPA	Eric Harper	2002-10-26	UHC-18855-16	7293908233	8687 Ocean Ave, San Diego, CA, 92145	0.80	Member ID reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-139222	ENR	Angela Cooper	1981-05-11	UHC-14773-40	2214994935	4250 Broadway, Charlotte, NC, 28288	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-140456	ENR	Beverly E Schultz	1953-10-23	UHC-01012-35	—	8197 Ocean Ave, Houston, TX, 77096	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-417914	CLM	Judith West	1965-07-26	—	—	9842 Broadway, Gilbert, AZ, 85238	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405726	CLM	Maggie B Obrien	1985-05-03	UHC-19518-51	—	1406 Elm St, Nashville, TN, 37286	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411494	CLM	Kayla Carr	1964-05-19	—	—	37 Camelback Rd, Phoenix, AZ, 85042	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58710	TPA	Juan Fowler	2002-09-11	—	—	196 Cedar Ln, San Antonio, TX, 78273	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411956	CLM	Henry Alvarez	1956-09-16	—	9042388403	2832 Meadow Ln, Tampa, FL, 33643	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432259	CLM	Arthur Turner	1996-10-25	UHC-79544-73	—	3704 Mountain View Dr, Gilbert, AZ, 85271	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-130253	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-25968	PRV	Catherine Sanders	1942-02-06	—	—	6972 Apache Blvd, Minneapolis, MN, 55418	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59405	TPA	Charles V Evans	1976-10-02	—	7402085591	2088 Broadway, Glendale, AZ, 85375	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423907	CLM	Maria Jenkins	2006-04-01	—	7118276384	2486 Mountain View Dr, Jacksonville, FL, 32232	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-132157	ENR	Gloria V Nelson	1954-11-15	UHC-53720-31	3406136886	152 Sunset Blvd, Orlando, FL, 32847	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
TPA-51754	TPA	Nicholas Cox	1943-10-01	—	—	3321 Spring St, Sacramento, CA, 95883	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-116942	ENR	Ashley D Schmidt	1947-03-01	UHC-48601-56	8658408318	4122 Grand Ave, Tucson, AZ, 85714	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-114996	ENR	Timothy Howeell	1969-12-13	UHC-99708-59	5867772438	831 Washington St, Sacramento, CA, 95835	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-120389	ENR	Jeff X Garner	1959-02-16	UHC-08046-17	2412087708	9517 Highland Ave, Tampa, FL, 33671	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-116824	ENR	Matthew Phillips	1974-09-16	—	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58290	TPA	Alice Herrera	1980-06-25	—	7517554693	4802 Camelback Rd, Tucson, AZ, 85783	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24629	PRV	Theresa Young	1940-01-10	—	2378236056	97 Broadway, Sacramento, CA, 95843	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-424412	CLM	Michael Vargas	1970-12-16	UHC-17895-09	—	2345 Maple Ave, Miami, FL, 33124	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-133098	ENR	Roger Le	1987-12-14	UHC-84334-48	4346333773	9800 Cedar Ln, Austin, TX, 78739	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-127041	ENR	Joyce Andrews	2003-04-05	UHC-90507-70	4118984468	4125 Indian School Rd, Denver, CO, 80243	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-138047	ENR	Carol B Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-141196	ENR	Priya N James	1976-01-11	UHC-56355-15	3105964427	1251 Indian School Rd, Seattle, WA, 98170	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-53953	TPA	Maria Hansen	1939-04-07	—	—	1426 Washington St, Seattle, WA, 98139	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426771	CLM	Amber Hicks	1986-03-13	UHC-79648-21	—	6384 Mesa Dr, Gilbert, AZ, 85230	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-422723	CLM	Terry West	1982-11-25	—	7538299365	4900 Church St, Los Angeles, CA, 90086	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-118009	ENR	Jordan K Hunt	1940-05-03	UHC-67451-26	6436579402	1415 Palm Dr, Scottsdale, AZ, 85238	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-61406	TPA	Diego Snyder	1944-01-08	—	3989341877	2917 Washington St, Seattle, WA, 98101	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-109796	ENR	Andrew Contreras	1938-09-15	UHC-91231-49	8885623897	1647 Park Pl, Jacksonville, FL, 32233	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
PRV-26394	PRV	Sophia Ray	1999-10-03	—	7377922231	707 Valley View Dr, Austin, TX, 78737	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-103402	ENR	George X Brown	1982-06-15	UHC-17562-29	6792577583	8083 Ridge Rd, Plano, TX, 75028	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-414875	CLM	Heather H Buton	2006-05-11	UHC-19857-94	2033496757	9594 Maple Ave, Orlando, FL, 32856	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412368	CLM	Henry Gomez	1957-07-16	UHC-44840-46	5165932301	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104757	ENR	Sofia Stevens	1980-06-13	UHC-74147-78	—	8184 Cedar Ln, Glendale, AZ, 85382	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
TPA-63313	TPA	Willie Chavez	1952-10-12	—	—	2780 Desert Sky Blvd, Plano, TX, 75096	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116345	ENR	Amanda D Schmidt	1994-04-21	UHC-60957-45	4453803209	768 Oak St, Jacksonville, FL, 32215	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-407052	CLM	Joseph Evans	1993-02-13	UHC-49441-33	2687165448	731 Canyon Rd, Orlando, FL, 32842	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52124	TPA	Kyle Cruz	1970-07-28	—	7427326030	4360 Broadway, Glendale, AZ, 85354	0.80	Phone reformatted Address re-cased ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 150 of 166Previous Next