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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57466	TPA	Alexander H Gray	1940-05-01	—	—	9441 Willow Ct, Minneapolis, MN, 55455	0.78	Street suffix standardised Address re-cased City 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-50865	TPA	Mrcus Bennett	1950-06-07	UHC-69159-18	—	7597 Valley View Dr, Los Angeles, CA, 90079	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62760	TPA	Susan I Fields	1959-01-25	UHC-67312-24	—	8220 Grand Ave, Atlanta, GA	0.78	City re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-57583	TPA	Smith Andrew	1962-10-28	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-59607	TPA	Vincent Littel	1980-02-28	—	6794154910	1858 Market St, Phoenix, AZ, 85033	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-63704	TPA	Roy Mejia	1976-09-15	UHC-51314-74	—	3909 Indian School Rd, San Diego, CA, 92167	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+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-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-58104	TPA	Joshua X Contreras	1959-04-17	—	—	8975 Ocean Ave, Denver, CO, 80271	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52458	TPA	Melissa Alexander	2002-05-27	—	—	6643 Broadway, Scottsdale, AZ, 85233	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-51327	TPA	Alice Carroll	1948-06-15	—	—	6738 Oak St, Mesa, AZ, 85272	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-60809	TPA	Christina D Fox	1962-06-21	—	—	5274 Valley View Dr, Gilbert, AZ, 85235	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+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-56924	TPA	Ryan Gordon	2000-09-19	—	5988345854	491 Main St, Fresno, CA, 93725	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58928	TPA	Tyler Mendez	1984-07-19	—	3425592286	8168 Church St, Tampa, FL, 33604	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59024	TPA	George Lopez	1951-11-13	—	—	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63680	TPA	Jacqueline Rojas	1950-04-05	—	—	4836 Main St, Sacramento, CA, 95824	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50492	TPA	—Junk	2001-05-09	UHC-12085-61	—	5526 Central Ave, Los Angeles, CA, 90072	0.78	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared+1 more
TPA-63877	TPA	Robert Simpson	1941-06-15	—	—	9634 Sage Ct, Mesa, AZ, 85256	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-53374	TPA	Eugene H Kelly	1976-07-07	—	—	1751 Valley View Dr, Miami, FL, 33148	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55051	TPA	Eric Butler	1965-07-03	—	—	8200 Maple Ave, San Antonio, TX, 78217	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63260	TPA	Rick Murray	2000-05-02	—	—	958 Pine Dr, Seattle, WA, 98187	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63676	TPA	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61714	TPA	Tyler Reyes	—	—	4789038854	4440 Maple Ave, Orlando, FL, 32849	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-58287	TPA	Hannah K Owens	1947-10-28	—	—	6773 Willow Ct, Orlando, FL, 32804	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59244	TPA	Sandra Gardner	1958-11-11	—	—	129 Palm Dr, Jacksonville, FL, 32283	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62320	TPA	Randy Vazquez	1960-06-15	—	—	9686 Lake View Rd, Austin, TX, 78792	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54485	TPA	Russell W Wong	1985-05-08	UHC-32502-69	—	6766 Desert Sky Blvd, Houston, TX, 77022	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57715	TPA	Abigail Roberts	1963-06-08	—	—	3460 Market St, Nashville, TN, 37298	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-53304	TPA	Roger White	1948-08-05	—	—	1413 Meadow Ln, Miami, FL, 33135	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-53272	TPA	Amy Vasquez	1951-04-14	—	—	5795 Maple Ave, Glendale, AZ, 85335	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55050	TPA	Anthony Guerrero	1972-11-10	—	2622920400	6030 Main St, Austin, TX, 78733	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-55348	TPA	Eugene B Ortiz	1992-06-02	UHC-22443-97	7517879983	8364 Broadway, Tucson, AZ	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-50995	TPA	Joyce O Carlson	1979-11-25	—	—	9366 Indian School Rd, Glendale, AZ, 85300	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53071	TPA	Arthr Hernandez	2003-08-06	—	—	9506 Washington St, Mesa, AZ, 85298	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62749	TPA	Jeremy Maldonado	1966-10-02	—	—	629 Oak St, Los Angeles, CA, 90026	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-57105	TPA	Alan Maldonado	1940-09-18	—	9648640740	3947 Willow Ct, Fresno, CA, 93760	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-51103	TPA	Wei Clark	2007-07-01	—	7352067863	1609 Jefferson Ave, Chandler, AZ, 85228	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60735	TPA	Peter Alvarez	1972-06-19	UHC-28455-24	—	1142 Church St, Tempe, AZ, 85263	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59018	TPA	Bruuce Perkins	1973-10-17	UHC-27600-51	—	8366 Lake View Rd, Los Angeles, CA, 90048	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
TPA-61447	TPA	Marcus Foter	1961-09-23	—	—	4649 Park Pl, Denver, CO, 80277	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59971	TPA	Ana J Rice	1967-05-27	—	3036113499	2102 Grand Ave, Chandler, AZ, 85232	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
TPA-53779	TPA	Harold Bailey	1980-08-05	—	—	2892 Maple Ave, Tucson, AZ, 85756	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-60235	TPA	Katherine W Carpenter	1977-08-22	—	—	2630 Harbor Blvd, Tampa, FL, 33659	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-60071	TPA	Sean Ray	1970-02-01	—	5745452514	8684 Desert Sky Blvd, Columbus, OH, 43224	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53731	TPA	Stephanie Valdez	1982-02-19	—	—	6959 River Rd, Gilbert, AZ, 85223	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55814	TPA	Emma Washington	1985-07-26	UHC-86378-61	—	6403 Park Pl, Miami, FL, 33143	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50850	TPA	Jordan McCoy	1995-02-04	—	6385888589	1084 Canyon Rd, Seattle, WA, 98172	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

2,455 rows, page 33 of 50Previous Next