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 “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
TPA-61669	TPA	Arthur Holmes	1979-10-16	—	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63479	TPA	Andrea Dean	1939-10-02	—	2587498256	1987 Meadow Ln, Tempe, AZ, 85201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59141	TPA	Jonathan L Vega	1952-03-24	—	5986930420	6552 Jefferson Ave, San Diego, CA, 92194	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57339	TPA	Richard Burke	2002-09-27	—	9707262675	2536 Park Pl, Miami, FL, 33130	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61841	TPA	Ryan Henry	1997-02-08	UHC-30848-72	—	5813 Grand Ave, Dallas, TX, 75225	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-56599	TPA	Amber Berry	1995-05-11	—	2294123039	5315 Palm Dr, Atlanta, GA, 30369	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61973	TPA	Joyce Howard	1978-05-03	—	2235481783	6070 Maple Ave, Glendale, AZ, 85302	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55182	TPA	Carl Watson	1947-06-09	—	6356141072	4297 Palm Dr, Miami, FL, 33100	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61857	TPA	Vincent Z King	1948-08-14	—	7135329965	5963 Valley View Dr, Tucson, AZ, 85712	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61068	TPA	Scott Knight	1964-04-01	—	—	5464 Oak St, Miami, FL, 33131	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62191	TPA	Sean C Cunningham	1976-03-27	—	7413625672	9346 Cedar Ln, Eden Prairie, MN, 55308	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-52344	TPA	Luis W Hill	1942-10-27	—	—	7828 Meadow Ln, Gilbert, AZ, 85271	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50738	TPA	Sean Nunez	1997-10-03	—	4425150403	4431 Forest Ave, Fresno, CA, 93704	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53017	TPA	Jonathan Ferguson	1945-06-13	—	8737158504	8474 River Rd, San Diego, CA, 92190	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58150	TPA	Bruce Sanchez	1958-03-21	UHC-55488-72	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51795	TPA	Amber Colemman	1948-07-20	—	—	1524 Market St, Dallas, TX, 75203	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58346	TPA	Carolyn Pierce	1990-11-13	—	—	2381 Mountain View Dr, Jacksonville, FL, 32296	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50715	TPA	Judy Schultz	1971-11-05	—	6744583506	3200 Ridge Rd, Minneapolis, MN	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-64287	TPA	Ana N Mendoza	1983-03-07	—	5518727496	2702 Lake View Rd, Atlanta, GA, 30307	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58936	TPA	Sean Young	2007-07-27	—	3688637921	3421 Indian School Rd, Phoenix, AZ, 85060	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62455	TPA	Billy Woods	2008-12-28	—	6417375470	9638 Sage Ct, Atlanta, GA, 30338	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53701	TPA	Jose Alvarez	1940-03-14	—	8012836857	6690 Sunset Blvd, Orlando, FL, 32818	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52915	TPA	Kelly E Ortiz	1972-07-07	UHC-39478-81	8776432736	311 Ridge Rd, Plano, TX, 75065	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64431	TPA	Joseph Payne	1971-07-21	—	8603369247	8176 Hillcrest Rd, Orlando, FL, 32897	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54191	TPA	Virginia Rice	1942-12-26	—	—	6678 Lincoln Way, Fresno, CA, 93726	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63854	TPA	Alice Snyder	1981-06-05	—	5149107994	5736 Market St, Scottsdale, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51714	TPA	Mark Z Fox	1993-04-05	—	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62223	TPA	Margaret Jensen	1955-12-27	UHC-87953-54	7393025588	8046 Sunset Blvd, Glendale, AZ, 85323	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52461	TPA	Jean Mills	1961-04-07	—	—	6528 Grand Ave, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50124	TPA	Valentina Austin	1980-11-05	—	—	6663 Highland Ave, Gilbert, AZ, 85292	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54197	TPA	Paul Long	1994-08-14	—	—	231 Elm St, Denver, CO, 80225	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63826	TPA	Kevin Gonzales	1949-10-25	—	—	5627 Union St, San Diego, CA, 92150	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53214	TPA	Dot Medina	1967-10-19	—	—	1837 Pine Dr, Houston, TX, 77041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63435	TPA	Phillips L Elizabeth	1968-02-25	—	3446768297	1555 Jefferson Ave, Glendale, AZ, 85356	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50911	TPA	Dennis W Williams	1980-03-15	—	—	6382 Sage Ct, Gilbert, AZ, 85204	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57364	TPA	Jordan Ramirez	1985-10-28	—	4638726516	3884 Mountain View Dr, Tampa, FL, 33671	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61280	TPA	Kathryn Taylor	1959-11-11	—	2284008777	6925 Market St, Charlotte, NC, 28257	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56662	TPA	Mark Ramirez	1959-05-03	UHC-99276-30	—	4317 Lake View Rd, Seattle, WA, 98109	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61952	TPA	Jena T Davis	1947-11-14	—	6489249295	5123 Forest Ave, Sacramento, CA, 95804	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55423	TPA	Lisa Hawkins	2004-03-27	—	—	6779 Broadway, Charlotte, NC, 28250	0.74	Name re-cased Date of birth reformatted Address re-cased City re-cased+3 more
TPA-61683	TPA	Carol D King	1980-12-06	—	6226563870	4013 Union St, Nashville, TN, 37285	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63141	TPA	Betty M Burke	1966-02-08	—	—	4250 Mountain View Dr, Phoenix, AZ, 85086	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56498	TPA	Sandra Obrien	1985-10-07	—	—	7731 Spring St, Atlanta, GA, 30320	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54621	TPA	Sofia Welch	2005-09-24	—	2498555139	9888 Main St, Eden Prairie, MN, 55330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54178	TPA	Donald Griffin	1973-05-26	—	—	9557 Main St, Mesa, AZ, 85273	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51907	TPA	Denise L Holmes	1964-03-12	—	6523924269	8668 Central Ave, Gilbert, AZ, 85264	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62533	TPA	Shirley A Meyer	1976-09-12	UHC-36691-72	—	413 Cedar Ln, Seattle, WA, 98187	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61992	TPA	Shirley Powell	1949-02-22	—	9009977902	7038 Main St, Sacramento, CA, 95859	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63144	TPA	Eric Burke	1976-06-20	—	9697927617	5360 Valley View Dr, San Diego, CA, 92194	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54613	TPA	Ann Hudson	1944-06-11	—	4872690160	1546 Highland Ave, Nashville, TN, 37278	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

4,728 rows, page 31 of 95Previous Next