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

Claims, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403288	CLM	Shirley Harvey	1994-12-25	—	—	7830 Pine Dr, Chandler, AZ, 85217	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-418481	CLM	Shirley V Thompson	1953-08-09	UHC-90994-28	—	9564 Washington St, Columbus, OH, 43265	0.76	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-403396	CLM	Brian Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-425028	CLM	Ruth Arnold	1991-11-16	UHC-20192-12	—	1369 Hillcrest Rd, San Antonio, TX, 78222	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-417557	CLM	Barbara Hansen	1998-05-22	—	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-422149	CLM	Ashley Ortega	1954-02-15	UHC-05522-42	—	6300 Market St, Austin, TX, 78716	0.76	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-426517	CLM	John Payne	1947-12-01	UHC-58602-12	4165285691	4417 Hillcrest Rd, Atlanta, GA, 30363	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-406944	CLM	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave, Austin, TX, 78720	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-419471	CLM	Kimberly Simmons	1997-02-12	—	—	5330 Park Pl, Miami, FL, 33186	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-422926	CLM	Frances Wagner	1964-10-04	UHC-84713-83	3396701275	5646 Mountain View Dr, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-413361	CLM	Ronald Padilla	2001-08-28	UHC-04677-70	4709867841	6044 Broadway, Eden Prairie, MN, 55370	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-404099	CLM	Patricia Rios	2001-05-20	UHC-27480-20	—	6561 Highland Ave, Phoenix, AZ, 85070	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-415151	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	4266 Broadway, Miami, FL, 33192	0.76	Date of birth reformatted Member ID reformatted Address re-cased State name converted to code+2 more
CLM-404033	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-421127	CLM	Frances Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-420160	CLM	Helen Gibosn	1939-04-03	—	7852167931	3902 Market St, Nashville, TN, 37243	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-421506	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+2 more
CLM-400813	CLM	Hiroshi X Armstrong	1952-10-13	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427354	CLM	Christina Olson	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-431267	CLM	Alice Ortiz	1971-04-13	—	6908508979	152 Maple Ave, Seattle, WA, 98195	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-403294	CLM	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ, 85787	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-407522	CLM	Keith F Nguyen	1947-11-24	—	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-431401	CLM	Gary Matthews	1945-11-13	—	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423459	CLM	Kevin Franklin	1971-02-24	—	3168431466	4629 Willow Ct, Nashville, TN, 37284	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-403032	CLM	David G Hanson	2005-11-08	UHC-84368-97	—	6176 Pine Dr, Jacksonville, FL, 32228	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-418866	CLM	Amy Riley	1957-03-05	UHC-09465-38	6995590922	4668 Jefferson Ave, Seattle, WA, 98123	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-408758	CLM	Timohy Weber	2001-09-27	UHC-91272-09	8739230347	3400 Park Pl, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-421987	CLM	Kate Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH, 43237	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-427710	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427709	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-404121	CLM	Lisa Wlker	1979-01-20	—	6869250852	5732 Forest Ave, Tempe, AZ, 85276	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-423023	CLM	Kimberly Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
CLM-419478	CLM	Marilyn Hut	1985-03-25	UHC-30807-74	8722826872	8599 Lake View Rd, Nashville, TN, 37242	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-421997	CLM	George Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-404922	CLM	Jessica Torres	1971-07-02	UHC-04919-14	7079164172	1126 Elm St, Atlanta, GA, 30368	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-419184	CLM	Hiroshi Harris	1992-03-24	UHC-10926-62	5049109320	2833 Lake View Rd, Denver, CO, 80219	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-419183	CLM	Hiroshi Harris	1992-03-24	UHC-10926-62	5049109320	2833 Lake View Rd, Denver, CO, 80219	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-418193	CLM	Brandon Reid	1969-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-403969	CLM	Hiroshi M Dean	1990-01-21	UHC-65896-87	—	4880 Mountain View Dr, Austin, TX, 78737	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-411272	CLM	Alexis West	1988-07-16	UHC-45209-44	5456237135	3085 Ridge Rd, Los Angeles, CA, 90031	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-421001	CLM	Tyler Q Reed	1950-11-15	—	—	7735 Meadow Ln, Eden Prairie, MN, 55380	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-411425	CLM	Timothy J Riice	1953-04-19	—	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-411410	CLM	Kelly Wheler	1975-11-17	UHC-91238-92	—	4067 Washington St, Orlando, FL, 32855	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-430839	CLM	Justin Rojas	1990-12-21	UHC-58364-37	—	3565 Highland Ave, Tampa, FL, 33662	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-410530	CLM	Ruth R Myers	1991-05-07	UHC-99379-70	8999592196	8516 Broadway, Columbus, OH, 43212	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-404914	CLM	Austin Z Wong	1961-03-19	—	7579956047	7229 Cedar Ln, Los Angeles, CA, 90055	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-426280	CLM	Donald S Morales	1965-12-15	UHC-67538-62	8892940574	9049 Ridge Rd, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427972	CLM	Hannah Bell	1960-01-21	UHC-89444-27	—	9030 Market St, Plano, TX, 75019	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-424687	CLM	Tresa Johnson	1944-11-06	—	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-402738	CLM	Thomas Nelson	1942-02-19	UHC-93004-63	3589653285	9609 Lincoln Way, Charlotte, NC, 28202	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more

2,633 rows, page 44 of 53Previous Next