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 “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
ENR-132745	ENR	Charles N Ortiz	1938-04-02	UHC-92395-20	—	6243 Hillcrest Rd, Glendale, AZ, 85395	0.94	Member ID reformatted City re-cased 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
ENR-108848	ENR	Bradley B Russell	2000-07-16	UHC-45171-11	—	5244 Valley View Dr, Minneapolis, MN, 55446	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-102089	ENR	Timothy X Arnold	1992-08-25	UHC-17637-46	9542624338	2798 Pine Dr, Denver, CO, 80217	0.94	Phone reformatted Member ID reformatted City re-cased
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
ENR-106294	ENR	Kathleen Harriosn	1958-08-20	UHC-46467-96	6035325304	7256 Palm Dr, Tempe, AZ, 85224	0.94	Member ID reformatted City re-cased State code upper-cased
ENR-140453	ENR	Gloria X Jimenez	1994-08-25	UHC-94884-17	5255249627	1513 Desert Sky Blvd, Atlanta, GA, 30341	0.94	Member ID reformatted Plan code upper-cased Whitespace trimmed
ENR-103364	ENR	Melissa X Welch	1986-07-15	UHC-74121-25	9893419033	—	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-115958	ENR	Aaorn T Daniels	2004-01-07	UHC-38053-93	6628221888	1963 Canyon Rd, Eden Prairie, MN, 55327	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-125227	ENR	Jean W Castro	1939-07-27	UHC-26849-81	6756254613	4619 Hillcrest Rd, Chandler, AZ, 85284	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-421184	CLM	Gary M Guerrero	1985-12-10	UHC-18725-71	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-138348	ENR	Pamela Q Russell	1939-08-22	UHC-06760-29	7822220413	9042 Sunset Blvd, Chandler, AZ, 85291	0.94	Date of birth reformatted Member ID reformatted Email lower-cased
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
ENR-136757	ENR	Nicole Z Garrett	1960-05-12	UHC-68654-70	6217726827	4909 Forest Ave, Miami, FL, 33123	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-101608	ENR	Frances S Espinoza	1952-10-13	UHC-41544-16	5162286927	3576 Highland Ave, Dallas, TX, 75226	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-100418	ENR	Thomas Holmes	1959-01-24	UHC-61592-18	4305092185	9118 Elm St, Nashville, TN, 37233	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-134680	ENR	Albert T Jenkins	2005-08-28	UHC-72469-22	3402311273	7283 Broadway, Plano, TX, 75042	0.94	Name re-cased Date of birth reformatted Member ID reformatted
ENR-116291	ENR	Deborah X Jimenez	1956-11-20	UHC-74313-33	3117303273	5416 Market St, Orlando, FL, 32873	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-408543	CLM	William Hayes	1986-09-28	UHC-40174-16	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-103779	ENR	Sofiia Pena	1939-02-19	UHC-94673-99	3243030405	2640 Ocean Ave, Austin, TX, 78733	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-424157	CLM	Angela Brown	1985-05-03	UHC-89858-94	2135935569	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-122902	ENR	Jessica Fernandez	1951-04-07	UHC-72664-23	5687161617	3338 Highland Ave, Austin, TX, 78789	0.94	Phone reformatted Member ID reformatted Email lower-cased
CLM-412590	CLM	Jesse Ross	1940-07-10	UHC-10623-58	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-100013	ENR	Pamela Ortiz	1991-03-25	UHC-32425-56	3045724985	4614 Park Pl, Columbus, OH, 43242	0.94	Name re-cased Date of birth reformatted Member ID reformatted
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
ENR-132067	ENR	Jessica B Cox	1982-09-27	UHC-61058-29	8257126253	4717 Forest Ave, Houston, TX, 77091	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-132066	ENR	Jessica B Cox	1982-09-27	UHC-61058-29	8257126253	4717 Forest Ave, Houston, TX, 77091	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
TPA-61578	TPA	Dylan Maldonado	1994-07-14	UHC-83801-46	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-124086	ENR	Amy Palmer	1962-11-23	UHC-11682-55	—	7688 River Rd, Eden Prairie, MN, 55355	0.94	Member ID reformatted Email lower-cased Placeholder values cleared
CLM-421890	CLM	Camila Wang	1964-02-18	UHC-11506-03	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-103706	ENR	Lawrence Le	1999-06-16	UHC-07405-11	9596280593	5586 Apache Blvd, San Diego, CA, 92131	0.94	Name re-cased Date of birth reformatted Member ID reformatted
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
TPA-64463	TPA	Valentina Garrett	1946-08-06	UHC-90419-92	—	—	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
ENR-100323	ENR	Christian F Kelley	1964-10-22	UHC-94838-95	—	1409 Forest Ave, Tampa, FL, 33687	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-122689	ENR	Jacqueline Jamse	1991-03-25	UHC-45653-48	—	4971 Desert Sky Blvd, Plano, TX, 75087	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-127286	ENR	Ashley W Walker	1952-12-07	UHC-94810-45	3065713948	524 Indian School Rd, Atlanta, GA, 30310	0.94	Name re-cased Phone reformatted Member ID reformatted

7,723 rows, page 151 of 155Previous Next