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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111808	ENR	Thomas Mtathews	2002-01-14	UHC-82481-42	8153314166	9134 Oak St, Dallas, TX, 75287	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122915	ENR	Christian N Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX, 75209	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134262	ENR	Ryan Q Gibson	2000-03-01	UHC-58746-33	—	6308 Bayshore Dr, Minneapolis, MN, 55478	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130487	ENR	Ethan Matthews	1974-03-03	UHC-17417-81	6577872834	9531 Willow Ct, Scottsdale, AZ, 85233	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414429	CLM	Justin Snyder	1941-02-25	—	8637442511	6092 Ocean Ave, Scottsdale, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403943	CLM	Heather C Fuller	1938-10-26	UHC-24859-05	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123616	ENR	Judy Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400809	CLM	Kathleen S Sooto	1939-10-26	UHC-10461-05	8439704719	7986 Oak St, San Antonio, TX, 78293	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136926	ENR	Sharon Black	1984-11-25	UHC-78692-93	3576162237	3564 Palm Dr, Sacramento, CA, 95897	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414937	CLM	Tyyler Gray	2005-10-24	UHC-40253-88	—	3159 Harbor Blvd, Glendale, AZ, 85326	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61955	TPA	Brittany Watson	1971-04-25	UHC-75844-21	3348380907	3073 Market St, Sacramento, CA, 95874	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54999	TPA	Bradley Meyer	1978-02-03	—	8057839731	2160 Central Ave, Jacksonville, FL, 32236	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56880	TPA	Richard H Riley	1989-01-11	—	—	4315 Pine Dr, Columbus, OH, 43292	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126004	ENR	Theresa Garcia	1940-11-08	UHC-73103-71	9435629635	2889 Camelback Rd, Fresno, CA, 93725	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-52047	TPA	Valentina Y Ward	1990-11-26	—	—	8511 Harbor Blvd, Charlotte, NC, 28207	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106173	ENR	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131051	ENR	Kimberly Cunningham	1948-04-18	UHC-52660-83	6924575961	7075 Baseline Rd, Seattle, WA, 98153	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415412	CLM	Mariana Peterson	1979-12-19	UHC-50156-37	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62103	TPA	Jeremy Daniels	1986-05-05	UHC-66664-57	—	1579 Palm Dr, Sacramento, CA, 95830	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117441	ENR	Gary L Miller	1993-04-20	UHC-58590-92	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119382	ENR	Donna F Hudson	1977-05-12	UHC-54328-52	2786468077	1234 Sage Ct, Seattle, WA, 98185	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110789	ENR	Cunningham T Doris	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
CLM-405360	CLM	Betty Warren	2000-12-24	—	9392029437	5525 Union St, Minneapolis, MN, 55457	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414954	CLM	Jose Padilla	1955-01-14	UHC-81594-89	—	8571 Highland Ave, Chandler, AZ, 85234	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
PRV-28307	PRV	Marcus P Davis	1951-01-24	UHC-27003-57	5598648628	889 Elm St, Columbus, OH, 43225	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57484	TPA	Wei Baiely	1975-02-24	—	—	609 Hillcrest Rd, Minneapolis, MN, 55431	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-63197	TPA	Janice Park	1971-10-21	—	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426587	CLM	Jacob Jimenez	1983-11-07	—	7103017058	1086 Ocean Ave, Houston, TX, 77041	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110889	ENR	Keith Ward	1966-01-18	UHC-05385-36	6594941855	6267 Park Pl, Phoenix, AZ, 85095	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-430101	CLM	Nathan E Campbell	1985-11-19	UHC-33373-43	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131431	ENR	Masn X Wang	1940-05-24	—	5516594785	5407 Pine Dr, Atlanta, GA, 30392	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64291	TPA	Gay Santos	1957-03-08	—	2328547760	947 Grand Ave, Miami, FL, 33168	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141026	ENR	Jordan R Burns	1953-09-10	UHC-92287-05	9337782106	5530 Lake View Rd, Fresno, CA, 93709	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-412295	CLM	Greg Torres	1984-02-22	UHC-36621-45	7334286897	4772 Ocean Ave, Eden Prairie, MN, 55363	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
CLM-404310	CLM	Jacqueline T Jimenez	1950-09-07	—	8869740952	7066 Highland Ave, Orlando, FL, 32875	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20789	PRV	Emily Roberts	2006-06-27	—	2562969088	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101325	ENR	Stephen U Bradley	1960-07-28	UHC-51253-79	2119164469	1332 Washington St, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130112	ENR	Saandra Hernandez	1985-08-13	—	2518417342	8229 Market St, Houston, TX, 77091	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419216	CLM	Heather Hunt	1943-08-23	—	—	2126 Lake View Rd, Seattle, WA, 98192	0.76	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+2 more
ENR-140515	ENR	Jerry Banks	1945-09-20	UHC-69891-94	6254404110	249 Oak St, Columbus, OH, 43202	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-141039	ENR	William C Oliver	1951-01-11	UHC-98569-65	2492906803	9799 Pine Dr, Tampa, FL, 33624	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422522	CLM	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-123618	ENR	Lauren Munoz	1989-07-19	UHC-64060-30	—	8553 Maple Ave, Dallas, TX, 75224	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21541	PRV	Sophia Hughes	2006-11-23	UHC-77760-37	7506300514	2143 Bayshore Dr, Tempe, AZ, 85230	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423045	CLM	Amy Andrews	1944-02-27	UHC-03390-19	5436882075	3903 Bayshore Dr, Jacksonville, FL, 32265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-402081	CLM	Larry Butler	1953-04-19	UHC-35192-72	—	3941 Palm Dr, San Antonio, TX, 78201	0.76	Name re-cased Member ID reformatted State code upper-cased Gender normalised+2 more
CLM-421049	CLM	Jess U Carter	1977-08-02	—	—	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-142296	ENR	Paul Alvarado	1972-12-07	UHC-77051-61	2809594623	1241 Church St, Tucson, AZ, 85754	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53103	TPA	Ralph Daniels	2001-07-07	—	—	3822 Sage Ct, Phoenix, AZ, 85082	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431879	CLM	Dorothy Fuller	1970-03-20	UHC-32368-14	3884557385	5100 Grand Ave, Charlotte, NC, 28272	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

4,010 rows, page 40 of 81Previous Next