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-57288	TPA	Helen Mejia	1987-01-20	—	—	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54846	TPA	Jeffrey Green	1976-05-21	—	—	1429 Spring St, Denver, CO, 80299	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50730	TPA	Holmes Charlotte	1999-05-21	—	6368778825	4958 Sage Ct, Glendale, AZ, 85366	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64006	TPA	William Vargas	1981-12-28	—	5274421061	24 Forest Ave, Gilbert, AZ, 85207	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
TPA-51123	TPA	Carolyn F Fuller	1949-04-24	—	—	4866 Church St, San Diego, CA, 92120	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64057	TPA	Gabriel Rammos	1968-12-09	—	—	8943 Hillcrest Rd, Las Vegas, NV, 89186	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58897	TPA	Mateo F Alvarez	1994-06-14	—	—	8301 Lake View Rd, Denver, CO, 80212	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55697	TPA	Scott U Jordan	1965-02-17	—	—	7935 Desert Sky Blvd Apt 5, Fresno, CA, 93744	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-57481	TPA	Roy Reyes	1982-12-28	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62750	TPA	Logan Scott	1988-08-15	—	5052434196	9396 Cedar Ln, Nashville, TN, 37243	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52353	TPA	Theresa Hoffman	1982-08-08	—	—	3909 Desert Sky Blvd, Sacramento, CA, 95839	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50996	TPA	Frances Porter	1949-01-13	UHC-23993-16	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52422	TPA	Thomas Powell	1965-12-19	—	—	1837 Palm Dr, Atlanta, GA, 30397	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51952	TPA	Terry Diaz	1939-05-15	—	—	4080 Palm Dr, Plano, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-52839	TPA	Kathleen I Moore	1977-02-10	UHC-73695-03	4555666896	4834 Forest Ave, Los Angeles, CA, 90038	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
TPA-64461	TPA	Zachary Obrien	1948-08-01	UHC-85761-47	2074450059	3899 Main St, Seattle, WA, 98129	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-62945	TPA	Kyle Lane	1981-11-07	—	7489465380	9320 Willow Ct, Dallas, TX, 75209	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-56655	TPA	Virginia Jackson	1958-05-09	—	—	1576 Oak St, Austin, TX, 78774	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55411	TPA	Terry Elliott	1980-05-20	—	—	6936 Willow Ct, Tempe, AZ, 85260	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62697	TPA	Heather Gardner	1996-07-12	—	—	3937 Elm St, Denver, CO, 80212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51159	TPA	Laryr Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51843	TPA	Anna Willis	1963-11-06	—	—	7346 Grand Ave, Seattle, WA, 98119	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62794	TPA	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53691	TPA	Bobby Anderson	1978-03-09	UHC-53467-07	8534510543	3664 Harbor Blvd, Minneapolis, MN, 55491	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61703	TPA	Teresa G Elliott	1938-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50436	TPA	Camila Santos	1951-11-20	—	—	4386 Lake View Rd, Seattle, WA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-54159	TPA	Megan Simpson	1996-02-28	UHC-32074-70	—	9117 Market St, Los Angeles, CA, 90091	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58349	TPA	David Mason	1938-07-25	—	—	4860 Mountain View Dr, Jacksonville, FL, 32255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64381	TPA	Joyce Carter	1958-01-15	—	—	6250 Maple Ave, San Diego, CA, 92130	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57204	TPA	Jean Ortega	2000-07-25	—	—	9182 Indian School Rd, Dallas, TX, 75246	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53595	TPA	Linda Munoz	1988-01-13	—	7635041072	8437 Church St, Tampa, FL, 33627	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63335	TPA	Gary Ryan	1965-08-20	—	—	3177 Canyon Rd, Tucson, AZ, 85783	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61696	TPA	Mason Weaver	2008-02-06	UHC-52861-29	—	5809 Harbor Blvd, Mesa, AZ, 85238	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58837	TPA	Evelin Delgado	1961-10-05	—	3543686826	495 Church St, Plano, TX, 75074	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62739	TPA	Lori Fluler	1985-09-22	—	—	2591 Camelback Rd, Tampa, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-59414	TPA	Aisha Hughes	2000-08-26	—	—	5338 Cedar Ln, Denver, CO, 80284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58546	TPA	Jeremy H Gomez	1972-08-09	—	—	5315 Mesa Dr, Minneapolis, MN, 55462	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52667	TPA	Steven Santiago	1984-01-24	—	—	3471 Market St, Chandler, AZ, 85281	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57021	TPA	Ray Thomas	1966-03-27	—	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61144	TPA	Aisha Montgomery	1940-08-14	—	—	6702 River Rd, Las Vegas, NV, 89125	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52889	TPA	Camila Santiago	1940-08-03	—	—	1728 Valley View Dr, Scottsdale, AZ, 85255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52108	TPA	Brenda X Johnston	1996-01-24	—	—	1490 River Rd, Tampa, FL, 33656	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60413	TPA	Eiljah Hunter	1992-05-21	—	—	9432 Broadway, Minneapolis, MN, 55466	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-56080	TPA	Kathryn Y Hart	1950-12-28	—	7066007087	—	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
TPA-58954	TPA	Ahmd Murray	2003-08-15	—	—	9035 Palm Dr, Dallas, TX, 75286	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-57513	TPA	Jonathan Ford	1955-02-08	—	—	1229 Broadway, Nashville, TN, 37279	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-58920	TPA	Janice Lucas	1943-11-03	—	—	4330 Oak St, Fresno, CA, 93759	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57232	TPA	Brian Bell	1963-01-06	—	7235787441	784 Camelback Rd, San Diego, CA, 92192	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59588	TPA	Ashley L Watkins	1991-02-15	—	8517345412	35 Central Ave, San Diego, CA, 92165	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-52164	TPA	Katherine R Austin	1964-01-09	—	6152244394	8602 Main St, Jacksonville, FL, 32240	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,750 rows, page 68 of 115Previous Next