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-125180	ENR	Jose N Daniels	1993-12-12	UHC-41189-93	6485175584	947 Elm St, Glendale, AZ, 85390	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-424320	CLM	Ralph T Santiago	1964-01-11	UHC-93505-50	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-128880	ENR	Austin G Chavez	1991-12-27	UHC-75881-20	4119328396	3356 Broadway, Atlanta, GA, 30334	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-420617	CLM	Marcus Sims	2001-04-04	UHC-54250-06	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-423908	CLM	Ryan Myers	1951-06-28	UHC-22890-68	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413012	CLM	Mary Powell	2007-09-09	UHC-10162-80	—	2667 Indian School Rd, Atlanta, GA, 30336	0.94	Name re-cased Member ID reformatted Whitespace trimmed
PRV-23130	PRV	Samuel Marshall	2008-01-11	UHC-42128-45	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-102296	ENR	James N Wang	1984-04-26	UHC-94405-06	5618172038	3752 Bayshore Dr, Dallas, TX, 75249	0.94	Date of birth reformatted Member ID reformatted Email lower-cased
ENR-104397	ENR	Catherine Jones	1972-05-20	UHC-07548-07	—	7574 Baseline Rd, Los Angeles, CA, 90059	0.94	Member ID reformatted City re-cased Whitespace trimmed
ENR-102734	ENR	Bobby Wilson	1970-02-25	UHC-12643-12	4152432213	633 Meadow Ln, Miami, FL, 33117	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-424550	CLM	Keith Vargas	1955-03-05	UHC-17529-71	—	720 Meadow Ln, Seattle, WA, 98111	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-116882	ENR	Alexander V Washington	1964-11-02	UHC-63079-77	5302208911	1654 Oak St, Sacramento, CA, 95827	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-432303	CLM	Yuki Jacobs	1940-04-28	UHC-65496-76	—	4067 Meadow Ln, Dallas, TX, 75282	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-419526	CLM	Charles Mitchell	1951-04-25	UHC-86686-21	—	2614 Jefferson Ave, Mesa, AZ, 85202	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-103722	ENR	Tim W Watkins	1975-10-07	UHC-88249-69	8034850839	3720 River Rd, Atlanta, GA, 30310	0.94	Date of birth reformatted Member ID reformatted Email lower-cased
ENR-130712	ENR	Donna Gonzales	1983-09-02	UHC-17581-11	—	9379 Sage Ct, Las Vegas, NV, 89199	0.94	Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-428174	CLM	Denise Hughes	1997-09-03	UHC-60626-12	—	8318 Central Ave, Denver, CO, 80219	0.94	Member ID reformatted City re-cased Placeholder values cleared
ENR-100009	ENR	Shirley Hernandez	1964-01-10	UHC-60165-88	4607738796	—	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-414219	CLM	Andrew Hicks	1956-02-16	UHC-20492-19	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-138541	ENR	Hawkins Sara	1950-12-16	UHC-71970-99	—	6912 Willow Ct, San Antonio, TX, 78278	0.94	Name re-cased Member ID reformatted Whitespace trimmed
ENR-138540	ENR	Hawkins Sara	1950-12-16	UHC-71970-99	—	6912 Willow Ct, San Antonio, TX, 78278	0.94	Name re-cased Member ID reformatted Whitespace trimmed
ENR-129376	ENR	Mei I Nunez	1994-04-25	UHC-80915-35	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-120919	ENR	Scott Reed	1984-08-28	UHC-10537-89	—	9220 Union St, Tempe, AZ, 85299	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-142262	ENR	Alice N Hart	1966-02-17	UHC-52800-45	5224630912	5467 Grand Ave, Orlando, FL, 32841	0.94	Phone reformatted Member ID reformatted Email lower-cased
ENR-119021	ENR	Deborah K Meyer	2005-03-27	UHC-43843-48	5734040784	2029 Elm St, San Antonio, TX, 78259	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-412619	CLM	Justin B Torres	1963-06-01	UHC-54319-47	—	866 Sage Ct, Minneapolis, MN, 55487	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-127577	ENR	Lauren B Staphens	1940-03-19	UHC-42829-02	—	2503 Camelback Rd, Chandler, AZ, 85227	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
ENR-136716	ENR	Kyle I Dean	2002-12-23	UHC-66664-92	—	5143 Sage Ct, Miami, FL, 33128	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-142604	ENR	Olivia F Hunter	1977-10-16	UHC-24248-82	9898380921	5156 Palm Dr, Sacramento, CA, 95884	0.94	Name re-cased Member ID reformatted Whitespace trimmed
ENR-114126	ENR	Diaane Henderson	1946-12-20	UHC-09074-03	3942601676	6357 Oak St, Phoenix, AZ, 85000	0.94	Phone reformatted Member ID reformatted Email lower-cased
CLM-406439	CLM	Mason Little	1947-02-26	UHC-15343-10	—	840 Market St, Gilbert, AZ, 85204	0.94	Member ID reformatted City re-cased Placeholder values cleared
CLM-432215	CLM	Patrick Lawrence	1998-01-28	UHC-40638-05	9397940550	3024 Canyon Rd, Minneapolis, MN, 55445	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
CLM-406285	CLM	Douglas Hill	1959-03-08	UHC-75025-83	—	2821 Jefferson Ave, Columbus, OH, 43254	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-423419	CLM	Pamela Morgan	1959-07-27	UHC-30625-84	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-110898	ENR	Perry E Arthur	1959-09-11	UHC-34387-88	6832893258	9512 Highland Ave, Dallas, TX, 75236	0.94	Member ID reformatted City re-cased Whitespace trimmed
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
TPA-59542	TPA	Larry Mendez	1941-10-16	UHC-28324-36	—	—	0.94	Member ID reformatted Email lower-cased Placeholder values cleared
TPA-55495	TPA	Kathy Salazar	1988-03-07	UHC-62432-29	5826762980	9564 Lincoln Way, Mesa, AZ, 85203	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-124078	ENR	Janet F Sullivan	1962-02-20	UHC-73270-99	5166403891	2326 Lincoln Way, Denver, CO, 80219	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-116933	ENR	Cynthia V Alvarez	1976-06-12	UHC-31359-39	3356843842	5389 Palm Dr, Columbus, OH, 43224	0.94	Member ID reformatted City re-cased Whitespace trimmed
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
ENR-125000	ENR	Mei J Singh	1995-02-07	UHC-27686-30	8455113448	6610 Mesa Dr, Sacramento, CA, 95840	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-101126	ENR	Ryan X Kelly	1969-12-07	UHC-98387-34	2216232833	9059 Maple Ave, Austin, TX, 78780	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-423568	CLM	Brittany Schmidt	1942-06-10	UHC-24552-67	5076144742	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
ENR-137305	ENR	Jacob Hamilton	1952-05-20	UHC-72847-91	4496364276	2711 Baseline Rd, San Antonio, TX, 78247	0.94	Name re-cased Member ID reformatted Placeholder values cleared
ENR-130952	ENR	Janice A Banks	1964-06-22	UHC-81252-69	7216183607	7977 Elm St, Orlando, FL, 32847	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
ENR-119764	ENR	Wei N Foster	1994-11-03	UHC-60526-50	6534728447	9246 Camelback Rd, Jacksonville, FL, 32201	0.94	Phone reformatted Member ID reformatted Whitespace trimmed
CLM-408764	CLM	Victoria Aguilar	1993-11-21	UHC-67176-68	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 150 of 155Previous Next