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-50579	TPA	Angela Myers	2003-01-09	—	—	3652 Oak St, Jacksonville, FL, 32238	0.78	Date of birth reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
TPA-63919	TPA	BrittanyJunk	1968-01-08	—	—	—	0.78	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared+1 more
TPA-63918	TPA	BrittanyJunk	1968-01-08	—	—	—	0.78	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared+1 more
TPA-62608	TPA	Mei Olson	1956-09-21	UHC-06921-33	5547738539	6886 Pine Dr # 534, Sacramento, CA, 95863	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-50076	TPA	Mason Williams	1994-07-17	—	—	6790 Valley View Dr, Eden Prairie, MN, 55389	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59015	TPA	Roger Howard	1981-11-11	—	5718494467	8865 Bayshore Dr, Tampa, FL, 33630	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50633	TPA	Aisha Allen	1938-10-20	—	—	6490 Baseline Rd, Minneapolis, MN, 55470	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57477	TPA	Elijah Richardson	1951-04-02	UHC-63367-57	—	3875 Park Pl, Orlando, FL, 32864	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53263	TPA	Shirley Walsh	1970-02-11	UHC-61247-35	—	4744 Lincoln Way, Sacramento, CA, 95852	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-50329	TPA	Jonathan Bryant	1980-03-06	—	2067526309	6901 Baseline Rd, Plano, TX, 75033	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55008	TPA	Lori Jordan	1985-05-24	—	—	3367 Ocean Ave, Mesa, AZ, 85209	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57862	TPA	Gregory Lynch	1968-08-02	—	7727890288	4885 Lincoln Way, Atlanta, GA, 30395	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-60933	TPA	Charles Reid	1969-06-14	—	—	3202 Lincoln Way, Tempe, AZ, 85211	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55971	TPA	Roy Miller	1942-04-16	UHC-46524-24	—	5054 Camelback Rd, Austin, TX, 78715	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61564	TPA	Jacob Mitchell	2005-05-03	—	3805945755	3700 Hillcrest Rd, Eden Prairie, MN, 55306	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-63261	TPA	Richard S Murray	2000-05-02	—	—	958 Pine Dr, Seattle, WA, 98187	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64046	TPA	Edwadr Santos	1980-10-27	—	8795116092	7324 River Rd, Charlotte, NC, 28249	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58733	TPA	Frances Henry	2001-02-07	—	9734465938	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-51162	TPA	John R Carter	1961-02-03	—	5777889063	1434 Union St, Tempe, AZ, 85241	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57170	TPA	Theresa Herrera	1945-04-08	—	—	4862 Indian School Rd, Tempe, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-55149	TPA	Valentina L Burke	1940-09-27	—	—	5368 Elm St, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
TPA-55950	TPA	Richard Boyd	2001-08-07	—	—	1939 Willow Ct, Austin, TX, 78742	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55951	TPA	Richard Boyd	2001-08-07	—	—	1939 Willow Ct, Austin, TX, 78742	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61324	TPA	Benjamin G Turner	1986-11-22	—	8614303476	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57960	TPA	Janet Dixon	2002-09-08	UHC-87234-89	—	6173 Jefferson Ave, Jacksonville, FL, 32229	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57001	TPA	Amy Rogers	1981-05-19	—	5648179457	8328 Palm Dr, Tucson, AZ, 85753	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63887	TPA	Anna Weaver	1965-12-26	UHC-31781-97	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56831	TPA	Ralph Knight	1949-10-18	—	—	9517 Maple Ave, Denver, CO, 80230	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56147	TPA	Mason Rios	1950-09-14	—	2208220528	8770 Washington St Apt 33, Glendale, AZ, 85340	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-52658	TPA	Isabella M Sanders	1986-05-19	—	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-54832	TPA	Alan Morgan	1976-06-02	—	—	9755 Elm St, Glendale, AZ, 85398	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60172	TPA	Shirley Fields	1946-02-13	—	7246872445	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56699	TPA	Lawrence Rice	1962-11-14	—	—	7553 Harbor Blvd, Tampa, FL, 33632	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-62237	TPA	Isabella West	1941-02-13	—	—	6180 Highland Ave, Plano, TX, 75021	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55330	TPA	Mike T Mills	1943-11-05	—	—	5667 Central Ave, Houston, TX, 77050	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54304	TPA	Bryan Williams	2007-08-09	—	—	3380 Park Pl, Tempe, AZ, 85201	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57304	TPA	Kelley M Frank	1942-02-28	—	—	4477 Sunset Blvd, Jacksonville, FL, 32204	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Whitespace trimmed+1 more
TPA-59408	TPA	Santiago L Green	1998-04-02	—	8138824526	6800 Canyon Rd, Columbus, OH, 43216	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61526	TPA	Martha Snyder	1990-05-08	—	7964328536	6526 Broadway, Plano, TX, 75074	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-57265	TPA	Noah Santiago	1979-07-05	—	—	7426 Baseline Rd, Los Angeles, CA, 90037	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54196	TPA	Andrea Fuller	1997-06-11	—	3936734561	5434 Maple Ave, Minneapolis, MN, 55427	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56403	TPA	Kimberly Z Cooper	1983-09-12	UHC-95289-30	—	9356 Central Ave, Sacramento, CA, 95865	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58967	TPA	Aisha B Cooper	1962-03-06	—	—	7175 Broadway, Denver, CO, 80200	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-54190	TPA	Ana Martin	1951-02-28	—	6886228454	4551 Lake View Rd, Columbus, OH, 43213	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52588	TPA	Dylan Stone	1980-08-01	—	4733786248	9835 Jefferson Ave, Tampa, FL, 33640	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54519	TPA	Ryan Howrd	1982-12-13	—	—	6856 Oak St, Jacksonville, FL, 32262	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63858	TPA	Robert Miller	1984-11-03	—	—	4044 Market St, Minneapolis, MN, 55403	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52024	TPA	Billy Tucker	1987-12-20	—	5508771851	1246 Hillcrest Rd, Tampa, FL, 33679	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52869	TPA	Melissa Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX, 75087	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55404	TPA	Benjamin Elliott	1948-03-08	—	—	5730 Sunset Blvd, San Antonio, TX, 78208	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

4,728 rows, page 49 of 95Previous Next