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-50962	TPA	Steven Ruyz	1971-06-18	—	5573298954	860 Bayshore Dr, Tucson, AZ, 85734	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51002	TPA	Debra Ray	1981-11-28	—	6167834031	2737 Meadow Ln, Miami, FL, 33123	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55260	TPA	Gregory Peters	1993-05-27	—	5132351550	263 Grand Ave, Charlotte, NC, 28213	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50151	TPA	Eric Sims	1947-06-04	—	2535772240	4759 Oak St, Tampa, FL, 33682	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52984	TPA	Julie Pena	1988-12-02	—	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63882	TPA	Waalter Munoz	2001-05-12	UHC-46892-79	—	6152 Sage Ct, Seattle, WA, 98156	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59843	TPA	Daniel Z Bllack	2005-02-09	—	—	4370 Spring St, Phoenix, AZ, 85078	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52027	TPA	Christina Snyder	1943-04-03	—	4248819209	5219 Willow Ct, Phoenix, AZ, 85058	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54788	TPA	Adam Lnua	1941-11-08	—	—	6056 Main St, Tempe, AZ, 85296	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50403	TPA	Brandon Munoz	1965-08-06	—	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57637	TPA	Debra C Matthews	1973-10-28	—	3579459511	3697 Lake View Rd, Chandler, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54894	TPA	Pat Alexander	1967-08-09	UHC-70757-96	—	1326 River Rd, Austin, TX, 78721	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63903	TPA	Richard Clark	1972-10-03	—	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58562	TPA	Patrick Andrews	2001-03-04	—	6435693627	4763 Church St, Plano, TX, 75068	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57517	TPA	Ryan Mendoza	1985-06-19	—	5549423880	3085 Baseline Rd, Los Angeles, CA, 90052	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54559	TPA	Diana Obrien	1971-09-07	UHC-82105-09	9458802963	5504 Indian School Rd, Fresno, CA, 93792	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60579	TPA	Jerry Silva	1958-10-15	—	—	8957 Camelback Rd, Chandler, AZ, 85243	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60748	TPA	Heather Lane	1983-07-19	—	9836743051	7827 Valley View Dr, Scottsdale, AZ, 85213	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-56141	TPA	Sean Y Tucker	1984-10-08	—	—	4906 Sage Ct, Gilbert, AZ, 85263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54243	TPA	Brenda Ross	2000-06-04	—	—	5293 Grand Ave, Phoenix, AZ, 85022	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50117	TPA	Madison Harris	1945-01-13	UHC-00473-04	—	1520 Ocean Ave, Austin, TX, 78754	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60633	TPA	Angela Woods	1978-01-03	—	—	3904 Canyon Rd, Scottsdale, AZ, 85226	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54744	TPA	Dorothy Garcia	1949-05-15	—	8249323499	6761 Sunset Blvd, Denver, CO, 80299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58155	TPA	Gerald Ortega	1979-09-05	—	2786948758	8711 Cedar Ln, Columbus, OH, 43291	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55020	TPA	Madison Barnes	1974-01-07	—	7306893142	7739 Forest Ave, Charlotte, NC, 28228	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51943	TPA	Emily Hicks	1990-09-02	—	—	207 Camelback Rd, Seattle, WA, 98112	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53703	TPA	Patricia Q Banks	2007-05-19	—	5594210595	4827 Willow Ct, San Antonio, TX, 78218	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55796	TPA	Matthew Rios	1960-04-19	—	—	96 Baseline Rd, Phoenix, AZ, 85052	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51253	TPA	Diana W Fisher	1945-03-17	—	2785830053	6134 Canyon Rd, Charlotte, NC, 28296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60377	TPA	Cynthia Little	1978-08-01	—	—	5859 Camelback Rd, Glendale, AZ, 85335	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58142	TPA	Sara C Sanders	1984-10-03	—	—	1296 Jefferson Ave, Gilbert, AZ, 85249	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54924	TPA	Nancy Wheeler	1992-07-20	—	2838643586	3917 Forest Ave, Miami, FL, 33171	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56205	TPA	Isabella Watkins	1967-06-02	—	—	1407 Ocean Ave, Mesa, AZ, 85223	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60832	TPA	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr, Austin, TX, 78768	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63853	TPA	Nancy Henderson	1987-10-03	—	—	6909 Harbor Blvd, Orlando, FL, 32839	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61785	TPA	Kelly Mason	1950-04-08	—	6127365124	527 Jefferson Ave, Eden Prairie, MN, 55374	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63415	TPA	Gregory Bowman	1982-04-16	—	2076868116	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-58460	TPA	Michelle Mason	1990-12-28	—	9224131844	4639 Forest Ave, Seattle, WA, 98194	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62923	TPA	John Moore	1996-04-11	—	4072061847	3523 Market St, Sacramento, CA, 95863	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61278	TPA	Janet Tucker	1972-06-26	—	—	4988 Indian School Rd, Minneapolis, MN, 55460	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62806	TPA	Amber Henderson	1970-08-09	—	—	7298 Broadway, Sacramento, CA	0.76	Name re-cased Address re-cased State code upper-cased ZIP missing+2 more
TPA-53216	TPA	Patricia Sullivan	1960-08-06	—	—	7284 Grand Ave, Plano, TX, 75022	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61363	TPA	James Li	2003-12-03	—	—	823 Bayshore Dr, Houston, TX, 77063	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56185	TPA	Glroia Sanchez	1977-08-26	—	—	3874 Church St, Columbus, OH, 43288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56411	TPA	Maria Flores	1998-02-23	UHC-15319-51	—	7307 Oak St, Tempe, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58746	TPA	Santiago Obrien	1991-08-09	—	—	9425 Maple Ave, Scottsdale, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61344	TPA	Betty Willis	1958-07-17	UHC-87716-71	—	2735 Cedar Ln, Houston, TX, 77086	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59501	TPA	Sara G Howard	1967-04-09	UHC-97726-24	—	4495 Union St, San Antonio, TX, 78244	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50276	TPA	Gary Gutierrez	1992-12-06	—	3813418968	2995 Market St, Eden Prairie, MN, 55325	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50277	TPA	Gary Gutierrez	1992-12-06	—	3813418968	2995 Market St, Eden Prairie, MN, 55325	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,750 rows, page 46 of 115Previous Next