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 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-123776	ENR	Noah Z Vasquez	2006-04-27	UHC-36547-91	4896088769	7434 Mountain View Dr, Tucson, AZ, 85782	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-113057	ENR	Kevin C Coleman	1942-10-16	UHC-70834-58	3268638705	8198 Highland Ave, Las Vegas, NV, 89100	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-111113	ENR	Sarah Vega	1972-11-12	UHC-79841-48	8229827800	4503 Lake View Rd, Mesa, AZ, 85244	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-101363	ENR	Gloria Stone	1954-03-28	UHC-49958-85	2687142191	7547 Broadway, Seattle, WA, 98141	0.90	Date of birth reformatted Phone reformatted Address re-cased State code upper-cased+1 more
ENR-132042	ENR	Stephanie P Fox	1997-11-07	UHC-45072-32	6527749017	6164 Central Ave, Tampa, FL, 33652	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-115029	ENR	Jeremy Holmes	1969-11-21	UHC-94285-65	6525353869	818 Central Ave, San Diego, CA, 92195	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-118138	ENR	Ronald F Vasquez	1947-09-07	UHC-90558-80	8855856933	4937 Lake View Rd, Denver, CO, 80250	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-121188	ENR	Jack Park	1951-11-28	UHC-09724-75	8185763914	9446 Mountain View Dr, Dallas, TX, 75281	0.90	Phone reformatted City re-cased State code upper-cased Email lower-cased+1 more
ENR-102916	ENR	Charlotte N Banks	1953-03-10	UHC-25976-34	4914408335	6121 Lake View Rd, Charlotte, NC, 28272	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-139025	ENR	James Mills	1982-10-16	UHC-21607-68	—	9312 Broadway, Los Angeles, CA, 90068	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
ENR-142055	ENR	Virginia Carlson	1993-03-18	UHC-04926-88	5589823717	4591 Valley View Dr, Dallas, TX, 75241	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-114196	ENR	Laura H Schultz	1956-05-12	UHC-75201-50	9384459423	6786 Lincoln Way, Orlando, FL, 32849	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-100269	ENR	Michelle D Banks	1958-03-05	UHC-75633-84	—	3398 Oak St, Atlanta, GA, 30368	0.90	Name re-cased State code upper-cased Email lower-cased Whitespace trimmed+1 more
ENR-115294	ENR	Stephen U Baker	1958-09-13	UHC-93089-76	7444050613	4570 Willow Ct, Plano, TX, 75012	0.90	Date of birth reformatted Phone reformatted State code upper-cased Plan code upper-cased+1 more
ENR-131715	ENR	Joyce L Walker	1951-04-10	UHC-58752-20	5439218373	8654 Jefferson Ave, Los Angeles, CA, 90020	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-123251	ENR	Joseph Hansen	1940-08-18	UHC-21743-38	8147804187	6929 Broadway, Houston, TX, 77032	0.90	Phone reformatted Address re-cased State code upper-cased Email lower-cased+1 more
ENR-110608	ENR	Heather A Hernandez	1977-03-19	UHC-75070-81	4026279970	9822 Park Pl, Seattle, WA, 98183	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-100038	ENR	Murray Zachary	1960-08-10	UHC-17057-88	2602792670	6875 Maple Ave, Seattle, WA, 98113	0.90	Name re-cased Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-126865	ENR	Bruce D Davis	1963-02-04	UHC-59299-76	—	7362 Apache Blvd, Tempe, AZ, 85262	0.90	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-131660	ENR	Peter Harris	1990-09-28	UHC-53556-75	5062779593	7620 Highland Ave, Fresno, CA, 93717	0.90	Name re-cased Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-106957	ENR	Logan Williams	1942-05-11	UHC-25542-30	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-130239	ENR	James Z Herrera	1979-11-09	UHC-24048-03	3447043368	6370 Meadow Ln, Seattle, WA, 98144	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-112366	ENR	Henry Alvarado	2004-03-19	UHC-19957-64	3969223506	3064 Cedar Ln, Chandler, AZ, 85218	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-121080	ENR	Jordan Bailey	1963-06-28	UHC-61063-87	5903217949	7325 Harbor Blvd, Eden Prairie, MN, 55313	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-101216	ENR	Catherine I Hoffman	1949-01-28	UHC-61532-06	4744385613	5813 Indian School Rd, San Diego, CA, 92113	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-137986	ENR	Julia Ramos	1978-01-19	UHC-20430-89	4946700419	4618 Washington St, Las Vegas, NV, 89175	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-105928	ENR	Kathleen Z Sandoval	1962-05-14	UHC-84252-16	7892352194	5904 Central Ave, Tempe, AZ, 85242	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-102018	ENR	Jeffrey L Silva	1978-08-05	UHC-06689-67	2033088222	4836 Pine Dr, Glendale, AZ, 85399	0.90	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-127715	ENR	Kevin Q Chapman	2008-09-17	UHC-05392-63	2429060399	2030 Park Pl, Dallas, TX, 75291	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-119263	ENR	Scott K Roberts	1956-11-24	UHC-28958-09	2488889680	1572 Broadway, Phoenix, AZ, 85079	0.90	Phone reformatted Member ID reformatted City re-cased State code upper-cased+1 more
ENR-133908	ENR	Aisha Lopez	1971-03-03	UHC-33764-63	—	24 Desert Sky Blvd, Chandler, AZ, 85260	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-141942	ENR	Aisha Stone	1939-03-28	UHC-81503-98	6116326021	2012 Hillcrest Rd, Minneapolis, MN, 55473	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-108318	ENR	Megan Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
ENR-141988	ENR	Sarah J Long	1993-01-20	UHC-42321-42	3153143425	6140 Camelback Rd, Houston, TX, 77063	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-132232	ENR	Arthur Cunningham	1982-07-28	UHC-66146-64	9145630815	7343 Union St, Austin, TX, 78769	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-102960	ENR	Julie P Oliver	2005-03-19	UHC-41333-44	9839863651	2265 Grand Ave, Mesa, AZ, 85260	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-120252	ENR	Bobyb Chapman	1998-07-14	UHC-34658-22	6199083428	3244 Central Ave, San Diego, CA, 92182	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
ENR-121562	ENR	Arjun Robertson	1980-11-11	UHC-87084-84	4112212069	4498 Washington St, Jacksonville, FL, 32242	0.90	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+1 more
ENR-137195	ENR	Denise Dominguez	1972-05-01	UHC-13081-73	8045114895	2833 Palm Dr, Jacksonville, FL, 32276	0.90	Phone reformatted State code upper-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-121514	ENR	Omar Y Medina	1955-05-19	UHC-37490-97	6154300542	3433 Meadow Ln, Orlando, FL, 32854	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-106084	ENR	Diego U Nunez	1939-05-19	UHC-84881-76	4985179327	5397 Washington St, Gilbert, AZ, 85261	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-126158	ENR	Doris W Ryan	1949-06-22	UHC-33530-27	—	2509 Mesa Dr, Columbus, OH, 43203	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
ENR-135155	ENR	Elijah L Montgomery	1993-03-04	UHC-34909-33	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-103746	ENR	Mariana I Weaver	1971-02-10	UHC-60976-77	9193358449	1635 Maple Ave, Tucson, AZ, 85726	0.92	Name re-cased Phone reformatted State code upper-cased Email lower-cased
ENR-115457	ENR	Elijah G Jones	1972-02-16	UHC-72502-21	7966434909	9888 Jefferson Ave, Tampa, FL, 33678	0.92	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased
ENR-131354	ENR	Margaret Q Robinson	1939-03-15	UHC-05602-98	2039336220	3266 Elm St, Tucson, AZ, 85782	0.92	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed
ENR-120193	ENR	Daniel Patterson	1983-06-22	UHC-32182-09	9893376478	6795 Ridge Rd, San Antonio, TX, 78279	0.92	Name re-cased State code upper-cased Email lower-cased Plan code upper-cased
ENR-137456	ENR	Mark Watkins	1970-01-15	UHC-11435-64	6909252705	6186 Mesa Dr, Charlotte, NC, 28249	0.92	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased
ENR-107629	ENR	Harold V Reynolds	1985-09-02	UHC-89498-76	—	7204 Bayshore Dr, Tampa, FL, 33604	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-136636	ENR	Donna Y Yooung	1983-02-14	UHC-28182-85	2145609349	9517 Park Pl, Scottsdale, AZ, 85270	0.92	Name re-cased Phone reformatted State code upper-cased Email lower-cased

1,918 rows, page 34 of 39Previous Next