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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64313	TPA	Paul Nguyen	1989-02-24	—	—	5530 Indian School Rd, Phoenix, AZ, 85028	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52143	TPA	Gerrald Cox	1971-10-05	—	—	5111 Canyon Rd, Plano, TX, 75044	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53552	TPA	Virginia Lynch	1950-12-07	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57126	TPA	Ronald Brown	1964-02-24	—	2945384752	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51695	TPA	Jessica Carter	1950-09-14	—	—	4008 Indian School Rd, Jacksonville, FL, 32239	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55630	TPA	Alice Perkins	1993-01-28	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61061	TPA	Joseph Day	1967-04-14	—	5583799198	8532 Palm Dr, Los Angeles, CA, 90076	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63761	TPA	Patrick Rios	1957-01-19	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55637	TPA	Scott Davis	1967-05-22	—	—	1816 Ocean Ave, Orlando, FL, 32863	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54418	TPA	Aisha Chen	1944-10-03	UHC-11222-74	—	8555 Main St, Plano, TX, 75076	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50161	TPA	Katherine L Payne	1945-07-05	—	—	352 Meadow Ln, Miami, FL, 33191	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60504	TPA	Ashley Nunez	1990-04-28	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52534	TPA	Obrien M Jacob	1949-07-03	UHC-92455-51	—	9669 Mountain View Dr, Jacksonville, FL, 32281	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-64083	TPA	Ralph W Wood	1959-08-19	—	—	5440 Lake View Rd, Charlotte, NC, 28250	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-56346	TPA	Larry Banks	2007-01-04	—	3904874762	152 Lincoln Way, Atlanta, GA, 30367	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-52286	TPA	Dorothy Gry	1945-08-20	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56602	TPA	Eugene Kennedy	1955-02-04	UHC-35358-92	—	4602 Grand Ave, Fresno, CA, 93727	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59700	TPA	Keith Hudson	1997-11-14	—	—	9739 Central Ave, Tucson, AZ, 85706	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54299	TPA	Eric Fisher	1942-10-10	—	—	799 Lake View Rd, Chandler, AZ, 85244	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-55876	TPA	Logan Y Gonzales	1986-07-13	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62724	TPA	Kayla Reyes	1995-02-08	—	4183318017	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-54690	TPA	Zachary Franklin	1940-06-23	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58944	TPA	David R Yang	1947-05-10	—	3884721360	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51622	TPA	Karen Williamson	1989-01-28	—	6128106648	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63217	TPA	Terry Cunningham	2007-03-21	—	—	7889 Lake View Rd, Jacksonville, FL, 32279	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56418	TPA	Omar Le	1980-03-23	—	—	9880 Canyon Rd, Charlotte, NC, 28206	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63146	TPA	Jonathan Stone	1972-10-13	—	3329001655	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-57035	TPA	Lauren Pena	1974-01-10	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54063	TPA	Elizabeth P Diaz	1942-03-04	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63143	TPA	Ahmed W Campbell	1939-09-19	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57606	TPA	Jacqueline James	1991-03-25	—	—	4971 Desert Sky Blvd, Plano, TX, 75087	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62251	TPA	Ruth S Ortiz	1990-11-22	UHC-29847-48	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50407	TPA	Kayla Shaw	1986-11-15	UHC-04156-50	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59665	TPA	Valentinna Howard	1987-04-16	—	—	9834 Valley View Dr, San Diego, CA, 92155	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63016	TPA	Jack Smith	1974-06-11	—	8054337199	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63015	TPA	Jack Smith	1974-06-11	—	8054337199	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57886	TPA	Hirohsi Wheeler	1997-03-16	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61623	TPA	Mark Dean	2008-02-14	UHC-46621-13	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57255	TPA	Yuki Chapman	2002-02-19	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62365	TPA	Diana Butler	1971-10-24	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63611	TPA	Martha Ruiz	1948-04-01	UHC-79278-09	—	5670 Main St, Eden Prairie, MN, 55372	0.94	Name re-cased Member ID reformatted Placeholder values cleared
TPA-58634	TPA	Ashley Obrien	1950-02-12	—	5396770252	8933 Ocean Ave, Sacramento, CA, 95866	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63477	TPA	Brenda Little	1942-01-25	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54829	TPA	Luis Clark	1983-08-07	—	—	8275 Church St, Columbus, OH, 43264	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60170	TPA	Cynthia Riley	1980-06-01	—	—	7249 Pine Dr, Seattle, WA, 98154	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52282	TPA	Kathy Lucas	2000-07-16	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60904	TPA	Nathan Yang	1957-05-21	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57161	TPA	Sandra Ortega	1980-12-26	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55584	TPA	Frank Bennett	2007-04-06	UHC-90848-74	—	8560 Park Pl, Miami, FL, 33125	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50297	TPA	Chriistine Cook	1958-02-12	—	—	2663 Union St, Columbus, OH, 43298	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,750 rows, page 100 of 115Previous Next