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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404308	CLM	Jerry Perez	1941-01-27	UHC-73871-63	7109299262	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-401293	CLM	Joe Reid	1960-07-03	UHC-26803-21	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-421159	CLM	Dorothy Riley	1986-06-13	UHC-58212-49	8559264082	6622 Sunset Blvd, Houston, TX, 77075	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-401494	CLM	Sofia Chen	1996-09-25	UHC-18452-22	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
CLM-426558	CLM	Ruth B Spencer	2002-07-12	UHC-50944-63	—	1966 Main St, Tempe, AZ, 85241	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-416227	CLM	Gabriel Z Jenkins	2006-12-21	UHC-85992-41	—	3483 Willow Ct, Plano, TX, 75041	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-403955	CLM	Chryl Montgomery	1991-03-14	UHC-59035-49	2064742682	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-416267	CLM	Jonathan Weaver	1970-01-17	UHC-41663-21	8689333157	7790 Park Pl, Nashville, TN, 37221	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-421364	CLM	Willie Morris	1938-12-04	UHC-45440-30	—	6145 Market St, Sacramento, CA, 95831	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
CLM-422119	CLM	Kelly Welch	1949-07-22	UHC-86290-81	9232145248	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-421021	CLM	Bobby Gray	1989-02-03	UHC-77275-12	2494513302	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-423253	CLM	Juan E Mills	1949-05-25	UHC-33516-52	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-409725	CLM	Lawrence Banks	1978-09-08	—	5354229068	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-418582	CLM	Willie Miller	1998-07-08	UHC-30726-46	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-422271	CLM	James Hanson	1984-11-23	UHC-90765-54	6222528462	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-402728	CLM	Ana Coleman	1941-03-12	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-431420	CLM	Russell Park	1978-09-19	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-414073	CLM	Jance Patterson	1986-07-13	UHC-57062-91	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-420661	CLM	Robert Marshall	1969-02-23	UHC-66795-74	—	—	0.92	Member ID reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-409522	CLM	Bradley Fernandez	1946-08-11	UHC-37198-75	6054974709	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-405363	CLM	Adam Spencer	1959-01-01	UHC-67983-85	2167382345	—	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
CLM-418574	CLM	Terry J Tran	1943-01-01	UHC-88172-96	6984741248	—	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
CLM-428794	CLM	Ralph Bradley	1980-07-27	UHC-94420-89	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-400583	CLM	Isabella Herrera	1994-01-06	UHC-23502-35	8694120707	3105 Highland Ave, San Antonio, TX, 78207	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
CLM-400904	CLM	Alexander Watkins	1942-11-20	UHC-52797-12	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-412913	CLM	Olivia Wilson	1988-01-20	—	8176707907	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-407350	CLM	Nicholas Romerro	1978-12-26	UHC-10303-10	—	5771 Harbor Blvd, Denver, CO, 80215	0.92	Member ID reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-430472	CLM	Elijah Jensen	1939-08-12	UHC-95595-94	—	—	0.92	Name re-cased Email lower-cased Plan code upper-cased Placeholder values cleared
CLM-430794	CLM	Brittany E Wells	2001-01-14	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-426719	CLM	Barb Hicks	1960-06-28	—	6124562667	—	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
CLM-408466	CLM	Judy Payne	1950-01-20	UHC-70825-08	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-415819	CLM	Gerald Hunter	2008-07-04	UHC-11413-03	—	5105 Sunset Blvd, Columbus, OH, 43216	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-413122	CLM	Ethan Miller	1953-10-23	UHC-54719-13	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-427109	CLM	Stephanie Gardnar	1959-04-04	UHC-79152-88	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-426474	CLM	Karen Rodriguez	1984-06-12	UHC-78012-31	7917115471	1976 Desert Sky Blvd, Denver, CO, 80217	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-413432	CLM	Stephanie Henry	1986-08-02	—	6568008160	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-421071	CLM	Paul P Kelley	1997-01-22	UHC-55115-85	—	8971 Ocean Ave, Tucson, AZ, 85763	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-431740	CLM	Lida J Wite	1948-03-14	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-420470	CLM	Philip Holmes	1963-12-14	UHC-83762-30	—	9662 Indian School Rd, Gilbert, AZ, 85255	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-401750	CLM	Angela Fowler	1969-11-24	UHC-91761-70	4055581516	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
CLM-423168	CLM	Karen R Reynolds	1987-01-01	UHC-41791-25	—	1102 Jefferson Ave, Fresno, CA, 93769	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-403152	CLM	Noah Wilson	1942-07-12	UHC-22667-58	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-416551	CLM	Vincent Santos	1956-09-20	UHC-03098-68	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
CLM-406834	CLM	Keith Valdez	1972-04-23	UHC-86260-35	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-428447	CLM	Michael K Holmes	1999-05-15	UHC-66752-04	—	6651 Broadway, Dallas, TX, 75263	0.94	City re-cased Email lower-cased Placeholder values cleared
CLM-424471	CLM	Gerald Olson	2002-01-08	—	—	5297 Pine Dr, Jacksonville, FL, 32246	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-419377	CLM	Albert Ellis	2001-08-08	UHC-85432-06	9452836060	860 Ocean Ave, Houston, TX, 77050	0.94	Phone reformatted City re-cased Email lower-cased
CLM-411142	CLM	Juan Gilbert	2007-03-14	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-413402	CLM	Michelle Lee	1954-10-11	—	2072131280	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-405125	CLM	Carol W Fisher	1991-11-18	—	8314067611	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared

989 rows, page 18 of 20Previous Next