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-59556	TPA	Lori K Soto	1956-09-26	—	—	9248 Harbor Blvd, Tampa, FL, 33669	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-62611	TPA	Edward Shaw	1980-02-19	—	5336805777	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-57742	TPA	Dennis Parker	1972-05-03	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-53289	TPA	Donna Ward	1967-03-16	—	3195752966	924 Lincoln Way, Las Vegas, NV, 89133	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-62915	TPA	Marcus Turner	1939-12-12	—	7884604973	8916 Palm Dr, San Antonio, TX, 78257	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61263	TPA	Lauren Simmons	1991-10-26	UHC-04808-71	—	2970 Willow Ct, Chandler, AZ, 85283	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58034	TPA	Brandon Reid	1968-11-07	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+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-52285	TPA	Dorothy Gray	1945-08-20	—	7976634776	9607 Meadow Ln, Las Vegas, NV, 89155	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55203	TPA	Tyler Ward	1972-08-16	—	—	421 Church St, Miami, FL, 33153	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52797	TPA	Yuki Perry	1986-12-26	—	—	2416 Indian School Rd, San Antonio, TX, 78299	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60087	TPA	Logan Simmons	1959-06-11	UHC-67698-28	9247951154	8239 Forest Ave, Fresno, CA, 93786	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58978	TPA	Helen Dominguez	2000-05-20	—	—	320 Pine Dr Apt 2, Eden Prairie, MN, 55369	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+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-60394	TPA	Mei Carter	1992-06-24	—	—	635 Highland Ave, Houston, TX, 77055	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59726	TPA	Aisha Mejia	1962-08-28	—	—	3732 Hillcrest Rd, Jacksonville, FL, 32256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59817	TPA	Joyce Mendez	1966-04-10	—	—	1468 Sage Ct, Phoenix, AZ, 85078	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57259	TPA	Valentina Aguilar	1943-05-19	—	2386095322	4653 River Rd, Glendale, AZ, 85376	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53679	TPA	Ashly Olson	1946-05-10	—	—	5864 Willow Ct, Gilbert, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+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-56832	TPA	Carolyn Stevens	2005-09-16	—	5539915428	5431 Forest Ave, Seattle, WA, 98176	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56122	TPA	Julia X Cunningham	1954-05-28	—	—	3668 Spring St, Austin, TX, 78725	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61076	TPA	Lauren Huffman	1941-01-11	UHC-50586-26	8268041853	7071 Mesa Dr, Tucson, AZ, 85737	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+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-58998	TPA	Mara Romero	1964-03-15	—	—	4347 Willow Ct, Dallas, TX, 75275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60343	TPA	Wei Soto	1961-10-08	UHC-13631-55	—	6071 Valley View Dr, Columbus, OH, 43240	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64144	TPA	Ethan Lopez	1972-07-10	—	—	992 Sage Ct, San Diego, CA, 92148	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60276	TPA	Stephen Fernandez	1944-08-17	—	—	5103 Lake View Rd, Phoenix, AZ, 85072	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52617	TPA	Jose Ellitt	2004-11-26	—	—	1677 Oak St, San Diego, CA, 92172	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64383	TPA	Chhristina Williams	1996-12-21	—	4427525175	9383 Ocean Ave, Tucson, AZ, 85705	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64132	TPA	Mateo Sims	1980-03-12	—	—	4897 Canyon Rd, San Diego, CA, 92187	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52923	TPA	Walter Patel	2005-07-01	UHC-76743-89	4442800558	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-54330	TPA	Kyle U Sanchez	1963-05-16	UHC-85114-93	—	878 Ridge Rd, Minneapolis, MN, 55456	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
TPA-53846	TPA	Kenneth Evans	1972-06-04	—	—	7384 Harbor Blvd, Houston, TX, 77045	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58357	TPA	Doglas McDonald	1959-11-11	—	—	6907 Valley View Dr, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61708	TPA	Thomas Sims	1971-03-19	—	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54482	TPA	Edward Robinson	1999-06-06	—	2158816779	3550 Maple Ave, Miami, FL, 33136	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-55007	TPA	Heather Garza	1983-04-15	—	—	7382 Baseline Rd, Phoenix, AZ, 85013	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58122	TPA	Megan Ford	2008-05-18	—	—	1688 Bayshore Dr, Columbus, OH, 43231	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57763	TPA	Hnry Graham	1969-04-04	UHC-16030-05	—	46 Grand Ave, Plano, TX, 75023	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52768	TPA	Peggy Hill	1946-11-12	—	2258203107	7893 Lake View Rd, Charlotte, NC, 28278	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-55183	TPA	Luis Munoz	1963-10-07	—	5683113536	8503 Oak St, Atlanta, GA, 30354	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50920	TPA	Joe Nguyen	1961-12-10	—	—	5618 Hillcrest Rd, Plano, TX, 75046	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-58635	TPA	Anrold Mariana	1973-01-18	—	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60365	TPA	Ryan Cox	1954-05-17	—	—	8127 Desert Sky Blvd, Phoenix, AZ, 85056	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59708	TPA	Gary J Young	2001-11-25	UHC-27384-74	—	9289 Meadow Ln, Plano, TX, 75075	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58129	TPA	Maria F Castillo	1955-10-06	—	—	3511 Ocean Ave, Seattle, WA, 98161	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54391	TPA	Amber E Hamilton	1974-09-16	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-55753	TPA	Kevin Mendoza	1943-10-03	—	9597701472	4415 Lincoln Way, Chandler, AZ, 85253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,750 rows, page 61 of 115Previous Next