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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425982	CLM	Gerald D McDonald	1983-06-24	UHC-64643-77	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-425718	CLM	Teresa Fisher	1959-04-26	UHC-20504-81	—	5150 Main St, Scottsdale, AZ, 85299	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406899	CLM	Barabra Hansno	1953-04-02	—	3685367118	4855 Willow Ct, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403029	CLM	Raymond E Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-430954	CLM	Kelly Chapman	1970-01-12	UHC-53409-78	—	3677 Apache Blvd, Tampa, FL, 33634	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415038	CLM	Carlos Estrada	1968-05-07	—	—	2063 Hillcrest Rd, San Diego, CA, 92165	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427551	CLM	Ronald D Mason	1991-06-18	UHC-98035-99	—	655 Hillcrest Rd, Chandler, AZ, 85231	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425101	CLM	Jacob Riley	1943-04-26	UHC-23169-11	—	1862 Hillcrest Rd, Seattle, WA, 98179	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424792	CLM	Tler T Weber	1967-02-10	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-403650	CLM	Rebecca Williams	1972-11-15	—	4186966872	5115 Elm St, Dallas, TX, 75257	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429187	CLM	Erric P Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-427496	CLM	Logan Ortiz	1975-01-01	—	—	2251 Grand Ave, Las Vegas, NV, 89141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428651	CLM	Grace U Mendez	1962-06-05	UHC-83618-82	—	4883 Apache Blvd, Orlando, FL, 32821	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425995	CLM	Diego K Daniels	1994-11-01	—	7765732386	1463 Maple Ave # 609, Seattle, WA, 98121	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-430546	CLM	Maria Ryan	1955-01-17	UHC-03334-11	—	7797 Cedar Ln # 742, Sacramento, CA, 95853	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-432481	CLM	Jason Little	1964-11-10	UHC-48267-90	—	7533 Cedar Ln, Gilbert, AZ, 85217	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417929	CLM	Mray Sandoval	1947-08-22	UHC-36464-26	—	9341 Central Ave, Chandler, AZ, 85217	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412477	CLM	Jonathan Morgan	1982-03-23	UHC-47882-59	8498872973	3903 Mesa Dr, Fresno, CA, 93738	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-412476	CLM	Jonathan Morgan	1982-03-23	UHC-47882-59	8498872973	3903 Mesa Dr, Fresno, CA, 93738	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-424500	CLM	Charles T Nguyen	1981-01-23	UHC-11107-77	6186847915	7463 Forest Ave, Sacramento, CA, 95831	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-423302	CLM	Tommy B Gibson	2007-04-20	UHC-43316-31	8816368275	8914 Elm St, Sacramento, CA, 95879	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424146	CLM	Michael Ferguson	1991-08-02	UHC-81936-57	7084836813	6568 Highland Ave, Atlanta, GA, 30341	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416102	CLM	Jack Park	1951-11-28	UHC-09724-75	—	9446 Mountain View Dr, Dallas, TX, 75281	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425475	CLM	Carolyn Howard	1951-05-02	UHC-95418-97	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-407679	CLM	Peter Kelly	1981-07-09	UHC-28833-25	—	8295 Mountain View Dr, Las Vegas, NV, 89106	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-404383	CLM	Arthur Meyer	1985-07-06	—	—	1047 Mountain View Dr, Houston, TX, 77050	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414034	CLM	Gerald Taylor	1991-03-07	—	3706688652	4919 Park Pl, Orlando, FL, 32810	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413311	CLM	Priya Rogers	1973-04-22	UHC-59829-72	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-413312	CLM	Priya Rogers	1973-04-22	UHC-59829-72	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429531	CLM	Maria Stone	1970-12-01	UHC-53261-84	—	2623 Church St, San Diego, CA, 92133	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404000	CLM	Charlotte T Williams	1995-11-16	—	—	8125 Canyon Rd, Austin, TX, 78765	0.78	Date of birth reformatted Street suffix standardised Address re-cased 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-426738	CLM	Camila Kim	1941-12-18	—	6122740058	9411 Sunset Blvd, Columbus, OH, 43266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-428795	CLM	Jonathan Snyder	1967-03-07	UHC-98421-67	—	2709 Desert Sky Blvd, Eden Prairie, MN, 55343	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409685	CLM	Terry Holmes	1973-09-04	UHC-16727-88	6245921610	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407255	CLM	Roger Lewis	1956-02-03	UHC-29701-15	—	5339 Ridge Rd, Dallas, TX, 75210	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429469	CLM	Martha West	1951-08-13	—	6834713620	3664 Pine Dr, Tempe, AZ, 85218	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417317	CLM	George Mejia	1981-02-28	UHC-53320-70	—	6007 Lake View Rd, Dallas, TX, 75257	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428562	CLM	Janet Howell	2005-03-11	UHC-27476-62	—	2155 Baseline Rd, Sacramento, CA, 95820	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410975	CLM	Natalie Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-408776	CLM	Gary S Jimanez	1976-03-26	UHC-29986-91	6408089960	4951 Jefferson Ave, Tampa, FL, 33639	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425759	CLM	Douglas Stewart	2006-06-14	UHC-18830-70	—	7629 Church St, Glendale, AZ, 85353	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409239	CLM	Mari Rice	1976-04-12	UHC-48373-74	—	7225 Desert Sky Blvd, Houston, TX, 77004	0.78	Date of birth reformatted Street suffix standardised Address re-cased 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-420147	CLM	Sue Yang	2000-01-13	—	—	3414 Church St, Jacksonville, FL, 32295	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402315	CLM	Laura Alvarado	2005-01-12	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-417572	CLM	Andrew Lawson	1940-01-10	UHC-12756-80	—	8968 Willow Ct, Orlando, FL, 32895	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405384	CLM	Chistopher O Wallace	2000-08-07	—	5297517988	2898 Indian School Rd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more

10,559 rows, page 102 of 212Previous Next