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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417499	CLM	Nancy Hunt	1957-06-05	UHC-19169-81	—	7844 Camelback Rd, Minneapolis, MN, 55416	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-400966	CLM	Mary Willis	1939-06-26	UHC-39266-51	3363589981	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431303	CLM	Arthur Boyd	1978-06-22	UHC-79630-44	2182559013	5751 Valley View Dr, Fresno, CA, 93736	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-424378	CLM	Nicole G Bryant	1973-03-24	UHC-87960-16	4186686351	8509 Valley View Dr, Dallas, TX, 75208	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-423568	CLM	Brittany Schmidt	1942-06-10	UHC-24552-67	5076144742	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-408764	CLM	Victoria Aguilar	1993-11-21	UHC-67176-68	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-400952	CLM	Joseph Lucas	1997-08-08	UHC-25670-12	—	6558 Maple Ave, Phoenix, AZ, 85001	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-424969	CLM	Kelly A Jacob	1988-12-10	UHC-59781-92	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-426847	CLM	Olivia X Cole	2008-08-16	UHC-38020-85	—	6381 Harbor Blvd, Eden Prairie, MN, 55366	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-422314	CLM	Lisa Ferguson	1965-10-13	UHC-46337-12	—	4972 Cedar Ln, Eden Prairie, MN, 55370	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-421184	CLM	Gary M Guerrero	1985-12-10	UHC-18725-71	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-414367	CLM	David Sullivan	1983-02-03	UHC-29415-94	—	7143 Palm Dr, Eden Prairie, MN, 55343	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-429470	CLM	Marc Rios	1979-05-16	UHC-71790-05	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408543	CLM	William Hayes	1986-09-28	UHC-40174-16	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-424157	CLM	Angela Brown	1985-05-03	UHC-89858-94	2135935569	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-412590	CLM	Jesse Ross	1940-07-10	UHC-10623-58	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428834	CLM	Martin Sharon	1946-05-10	UHC-49913-33	9199233370	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411511	CLM	Judith R Castillo	1984-08-12	UHC-17837-26	4316528624	5562 Pine Dr, Tucson, AZ, 85793	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-421376	CLM	Virginia Black	1938-01-07	UHC-71337-20	7998416456	8709 Union St, Chandler, AZ, 85274	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428312	CLM	Andrew McCoy	1985-06-03	UHC-41409-07	—	343 Pine Dr, Tempe, AZ, 85210	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431002	CLM	Jean R Brouks	1971-01-27	UHC-79496-29	—	7920 Camelback Rd, Los Angeles, CA, 90012	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
CLM-431986	CLM	Emily O Taylor	1946-06-08	UHC-53019-81	—	6234 Elm St, Charlotte, NC, 28238	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-425221	CLM	Michelle J Tuker	1938-07-22	UHC-99041-10	—	5313 Broadway, Gilbert, AZ, 85269	0.94	Member ID reformatted Address re-cased Placeholder values cleared
CLM-404212	CLM	Jeremy Campbell	1971-01-02	UHC-66823-60	—	5454 Market St, Fresno, CA, 93733	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-421890	CLM	Camila Wang	1964-02-18	UHC-11506-03	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-405843	CLM	Frances J Moore	2006-04-19	UHC-19353-75	—	5127 Baseline Rd, Sacramento, CA, 95828	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415604	CLM	Theresa Payne	1978-09-05	UHC-59654-15	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-410477	CLM	Victoria Ramirez	1957-12-09	UHC-01322-01	—	635 Forest Ave, Sacramento, CA, 95807	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-419934	CLM	Arjun Jones	1979-06-19	UHC-20049-53	—	5653 Spring St, Mesa, AZ, 85223	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-424418	CLM	Juan Alvarez	1914-05-12	UHC-58454-53	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406647	CLM	Denise King	1989-06-10	UHC-24696-32	—	1882 Forest Ave, Mesa, AZ, 85234	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427821	CLM	Jean Phillips	1982-12-07	UHC-92483-07	—	1926 Cedar Ln, Gilbert, AZ, 85242	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-400337	CLM	Susan I Myers	1986-07-03	UHC-25021-80	8749666263	2325 Harbor Blvd, San Antonio, TX, 78218	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-423981	CLM	Jerry Dominguez	1959-04-24	UHC-34607-27	—	8695 Indian School Rd, Austin, TX, 78784	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-423361	CLM	Mark Riley	1951-04-23	UHC-38683-19	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-404379	CLM	Helen Park	2004-04-03	UHC-24378-23	—	7875 Indian School Rd, Orlando, FL, 32892	0.94	Name re-cased Member ID reformatted Placeholder values cleared
CLM-401381	CLM	Jose Olson	2003-05-28	UHC-32021-76	—	5299 Elm St, Jacksonville, FL, 32210	0.96	Member ID reformatted Placeholder values cleared
CLM-418917	CLM	Helen Guzman	1978-05-19	UHC-48899-33	—	7313 Maple Ave, Plano, TX, 75031	0.96	Member ID reformatted Placeholder values cleared
CLM-417806	CLM	Sean F Wrright	2001-05-23	UHC-54869-17	—	34 Bayshore Dr, Austin, TX, 78753	0.96	Member ID reformatted Placeholder values cleared
CLM-407387	CLM	Katherine James	2001-09-14	UHC-01774-66	4465816841	—	0.96	Member ID reformatted Placeholder values cleared
CLM-404591	CLM	Lawrence C Ray	2003-02-01	UHC-13779-44	—	2388 Oak St, Houston, TX, 77047	0.96	Member ID reformatted Whitespace trimmed
CLM-406476	CLM	Hiroshi Nunez	1976-12-20	UHC-91613-92	—	—	0.96	Member ID reformatted Placeholder values cleared
CLM-425217	CLM	Gary Delgado	1945-02-08	UHC-93041-31	—	—	0.96	Member ID reformatted Placeholder values cleared
CLM-402514	CLM	Melissa Fuller	1986-09-12	UHC-18904-06	—	9543 Cedar Ln, Houston, TX, 77051	0.96	Member ID reformatted Placeholder values cleared
CLM-403113	CLM	Carlos V White	1989-01-05	UHC-71477-56	2306632369	—	0.96	Member ID reformatted Placeholder values cleared
CLM-413476	CLM	Steve Schmidt	1948-08-13	UHC-23662-24	—	4988 Pine Dr, Glendale, AZ, 85340	0.96	Member ID reformatted Placeholder values cleared
CLM-413477	CLM	Steve Schmidt	1948-08-13	UHC-23662-24	—	4988 Pine Dr, Glendale, AZ, 85340	0.96	Member ID reformatted Placeholder values cleared
CLM-417621	CLM	Diana Armstrong	1969-06-23	UHC-36010-37	6637843878	1554 Palm Dr, Los Angeles, CA, 90085	0.96	Member ID reformatted Placeholder values cleared
CLM-421195	CLM	Omar Coleman	1979-12-02	UHC-91190-23	—	—	0.96	Member ID reformatted Placeholder values cleared
CLM-425244	CLM	Arthur Greene	1942-11-16	UHC-13551-49	—	—	0.96	Member ID reformatted Placeholder values cleared

2,293 rows, page 45 of 46Previous Next