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-123032	ENR	Logan K Rodriguez	1954-04-15	UHC-67574-82	2494934696	7853 Sage Ct, Houston, TX, 77078	0.90	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+1 more
PRV-29249	PRV	Douglas Cruz	1961-04-01	—	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-137300	ENR	Cheryl R Armstrong	1967-04-06	UHC-23457-56	7249073323	1762 Lake View Rd, San Diego, CA, 92136	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-129835	ENR	Sharon T Sims	1954-10-15	UHC-25011-43	8278218280	6678 Canyon Rd, Atlanta, GA, 30349	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-137663	ENR	Joseph Porter	1962-01-24	UHC-83654-49	6319606677	1548 Meadow Ln, Glendale, AZ, 85325	0.90	Name re-cased Phone reformatted State code upper-cased Email lower-cased+1 more
PRV-21103	PRV	Sean Carter	1949-03-08	—	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-124584	ENR	Jeffrey Moore	1985-05-28	UHC-66663-74	2878929436	7212 Oak St, Miami, FL, 33171	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-410232	CLM	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA, 93715	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
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
CLM-429827	CLM	Yuki A Ruiz	1972-03-21	UHC-19041-11	—	6056 Ridge Rd, Nashville, TN, 37257	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-415154	CLM	Kenneth Reyes	1956-06-07	UHC-43176-47	6318610641	4850 Sunset Blvd, San Diego, CA, 92110	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-59810	TPA	John Gordon	1958-01-22	—	—	5838 Ridge Rd, Minneapolis, MN, 55403	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+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
PRV-28538	PRV	Peter I Carlson	1949-05-26	—	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+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
CLM-401716	CLM	Denise Mendoza	1989-02-12	UHC-54373-74	2277668269	5546 Sunset Blvd, Houston, TX, 77094	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-57108	TPA	Edwards Donna	2006-07-13	—	3987702080	7842 Harbor Blvd, Gilbert, AZ, 85209	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-53832	TPA	Alice Tran	2006-04-18	—	—	5978 Market St, Gilbert, AZ, 85276	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-52569	TPA	Jordan Duncan	1993-06-11	—	7863190096	4713 Indian School Rd, Houston, TX, 77066	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
TPA-53591	TPA	Stephen Marshall	1942-07-15	—	—	8400 Union St, Austin, TX, 78700	0.90	Name re-cased Date of birth reformatted City re-cased 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
TPA-56421	TPA	Russell Fields	1978-10-06	—	—	1174 Lake View Rd, Tempe, AZ, 85260	0.90	Date of birth reformatted City re-cased 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
PRV-29418	PRV	Alen S Lyynch	1959-07-02	UHC-97250-45	3839226600	7020 Elm St, Orlando, FL, 32886	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-422760	CLM	Lucia O Washington	1972-06-19	UHC-13607-07	4562862266	3201 Main St, Tampa, FL, 33603	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-400209	CLM	Maria Martin	1991-05-20	—	8536854230	5568 Indian School Rd, Phoenix, AZ, 85006	0.90	Name re-cased Phone reformatted State code upper-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
PRV-25929	PRV	Peter Reyes	1944-10-12	UHC-30205-67	9456969470	6145 Broadway, Denver, CO, 80228	0.90	Phone reformatted Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-431200	CLM	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+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
CLM-419834	CLM	Albert E Jacobs	1994-07-04	UHC-11708-31	—	1538 Lake View Rd, Seattle, WA, 98175	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-416253	CLM	Julia Freeman	1991-01-09	UHC-39615-20	—	3819 Oak St, Nashville, TN, 37239	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+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

4,010 rows, page 70 of 81Previous Next