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-62180	TPA	Joshua Gibson	1987-11-05	UHC-80149-44	—	4752 Washington St, Tempe, AZ, 85232	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60366	TPA	Sean N Davis	1949-06-01	UHC-58231-30	7534079181	1123 Indian School Rd, Dallas, TX, 75292	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59891	TPA	Emily Chapman	2008-06-05	—	—	3822 Highland Ave, San Antonio, TX, 78271	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57931	TPA	Roger Bishop	1975-11-01	—	—	5376 Bayshore Dr # 602, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-55448	TPA	Kevin Perkins	1946-09-13	—	8983675834	3108 Lake View Rd, San Diego, CA, 92117	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-59702	TPA	Sofia A Wagner	1947-02-27	—	8034664294	1490 Hillcrest Rd, Tucson, AZ, 85781	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58464	TPA	Raymond Soto	1970-08-18	—	9364220707	9722 Spring St, Tucson, AZ, 85765	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63830	TPA	Joshua Guerrero	1963-09-04	—	6243763251	7674 Baseline Rd, Dallas, TX, 75246	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61914	TPA	Gary Rios	1985-02-10	—	—	8407 Market St, Tucson, AZ, 85738	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58028	TPA	Rachel Maldonado	1992-09-16	—	9326109587	7516 Meadow Ln, Scottsdale, AZ, 85254	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61607	TPA	Camila Chen	1977-01-12	—	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51133	TPA	Brandon Rice	1986-03-14	—	—	9531 Mountain View Dr, Fresno, CA, 93773	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51330	TPA	Ryan Marquez	1967-05-07	UHC-70690-14	—	121 Mountain View Dr, Sacramento, CA, 95861	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52280	TPA	Lawrence Wagnr	1952-08-03	—	9752639074	2661 Indian School Rd, Phoenix, AZ, 85030	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60112	TPA	Hannah Bailey	1947-05-14	—	7008409188	1908 Forest Ave, Houston, TX, 77076	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55646	TPA	Arjun Marshall	1990-03-22	—	—	8882 Meadow Ln, Austin, TX, 78727	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57856	TPA	Alan Bradley	1975-10-03	—	9675180224	5811 River Rd, Glendale, AZ, 85343	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56848	TPA	Jsese Singh	1988-02-14	—	9242635331	5619 Palm Dr, Houston, TX, 77092	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57954	TPA	Ana Grant	1979-06-23	—	—	9741 Oak St, Minneapolis, MN, 55447	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59464	TPA	Christopher I Jackson	1959-04-13	UHC-69793-47	—	4347 Meadow Ln, Austin, TX, 78768	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-62005	TPA	Burke O Bryna	1998-09-15	—	7426339903	8698 Bayshore Dr, Dallas, TX, 75228	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53462	TPA	Bobby L Dxion	1958-01-25	UHC-60044-90	6504333180	2777 Washington St, Dallas, TX, 75278	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58128	TPA	Martha Gonzales	1950-02-07	—	3638174099	8970 Spring St, Sacramento, CA, 95806	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55114	TPA	Kyle Ortega	1989-09-20	—	9329833886	2383 Jefferson Ave, Houston, TX, 77090	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53329	TPA	Beverly Harris	2002-03-03	—	2919754979	1868 Forest Ave, Miami, FL, 33199	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52094	TPA	Bradley Schmidt	1954-04-16	—	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57195	TPA	Kelly N Campbell	1969-10-27	—	5223223035	3552 Church St, Denver, CO, 80259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59949	TPA	Paul Thomas	1976-03-20	—	—	5585 Grand Ave, Las Vegas, NV, 89192	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61828	TPA	Deborah Sandoval	1995-09-16	UHC-35084-28	8938233663	2765 Mesa Dr, Austin, TX, 78705	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64052	TPA	Natalie Daniels	1951-11-18	—	—	1690 Pine Dr, Eden Prairie, MN, 55375	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51137	TPA	Nathan McCoy	1970-12-06	—	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61554	TPA	Kayla Yaang	1952-06-07	UHC-08889-57	5295095466	7845 Palm Dr, Fresno, CA, 93723	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57405	TPA	Frank Weber	1956-03-02	—	8028170414	3595 Valley View Dr, Glendale, AZ, 85311	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64428	TPA	Donald G Kennedy	1959-08-24	UHC-80692-79	6095529694	7544 Canyon Rd, Jacksonville, FL, 32293	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63029	TPA	Maartha Cook	1983-01-04	—	9853291648	948 Highland Ave, Plano, TX, 75019	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51487	TPA	Joshua Wood	1948-11-14	—	7076233476	1039 Jefferson Ave, Miami, FL, 33151	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57679	TPA	Jesse V Herrera	1960-04-12	UHC-67077-73	—	2224 Union St, Seattle, WA, 98197	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-57952	TPA	Scott Scott	1943-01-14	UHC-61124-09	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53513	TPA	Sara Sanders	1970-11-07	—	8132133545	2403 Spring St, Denver, CO, 80296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60722	TPA	Anthony Carter	1967-05-05	UHC-26245-20	9109893969	8844 Harbor Blvd, Minneapolis, MN, 55483	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60053	TPA	Ann Lewis	1958-11-20	UHC-13986-22	5766694339	9751 Mesa Dr, Chandler, AZ, 85296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61334	TPA	Madison Franklin	1943-01-01	—	2334260479	1042 Spring St, Las Vegas, NV, 89111	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52981	TPA	Ben Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61950	TPA	Eugene Oliver	1980-09-23	—	2938007094	3552 Spring St, Charlotte, NC, 28221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56076	TPA	Doris Dominguez	2001-12-16	—	—	607 Sage Ct, Tampa, FL, 33656	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63745	TPA	Janet Vazquez	1988-12-01	—	—	2641 Palm Dr, Seattle, WA, 98110	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56486	TPA	Carol G Bishop	1991-06-15	—	2999235884	8981 Church St, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56020	TPA	Samantha Diaz	1998-08-23	—	—	1859 Meadow Ln, Tucson, AZ, 85789	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57146	TPA	Teresa Martinez	1976-02-26	—	—	332 Cedar Ln, Tucson, AZ, 85752	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62501	TPA	Wayne Ray	2003-12-15	—	2209994971	1480 Jefferson Ave, Dallas, TX, 75296	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

4,728 rows, page 32 of 95Previous Next