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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50882	TPA	Mateo G Carter	1973-08-09	—	3962349837	2383 Baseline Rd, Seattle, WA, 98132	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59856	TPA	David Wng	1968-08-14	—	2914464962	7085 Bayshore Dr, Atlanta, GA, 30360	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61728	TPA	Ralph Armstrong	1957-02-11	—	—	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-51076	TPA	Peter Scott	1950-11-02	—	—	2722 Mesa Dr, Scottsdale, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-52251	TPA	Douglas Woods	2000-08-17	UHC-13693-42	—	1511 Highland Ave, Gilbert, AZ, 85285	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-59585	TPA	Matthew Mrquez	1963-03-11	—	3106503184	3974 Harbor Blvd, Sacramento, CA, 95824	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-56508	TPA	Frances White	1968-11-16	—	—	3852 Main St, Dallas, TX, 75296	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54347	TPA	Omar Wung	1952-11-11	—	—	8933 Mesa Dr, Minneapolis, MN, 55458	0.78	Date of birth reformatted Street suffix standardised Address re-cased 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-57681	TPA	Jess Rios	2005-04-05	—	—	656 Hillcrest Rd, Jacksonville, FL, 32277	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51801	TPA	Kyle Patterson	2004-05-08	UHC-99347-41	—	6733 Lake View Rd, Tucson, AZ, 85797	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52710	TPA	Adam R Collins	1975-06-08	—	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+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-54070	TPA	Wayne Bryant	1958-12-15	—	6444598544	7704 Jefferson Ave, Eden Prairie, MN, 55341	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62376	TPA	Ken Q Hamilton	1985-10-18	UHC-66672-48	—	4095 Lake View Rd, Sacramento, CA, 95883	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-52009	TPA	Andrew Arnold	1988-09-26	—	—	3704 Spring St, Tampa, FL, 33606	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-56993	TPA	Ryan Carlson	1942-06-11	—	5463401984	4516 Harbor Blvd, Eden Prairie, MN, 55326	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60146	TPA	Michelle Gordon	1948-04-16	UHC-80137-39	6884293271	470 Valley View Dr, Houston, TX, 77049	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54996	TPA	Sandra Clark	1967-09-06	—	2623503155	9762 Apache Blvd, Gilbert, AZ, 85260	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55949	TPA	Noah Padilla	1984-09-20	—	—	5201 Highland Ave, Austin, TX, 78774	0.78	Street suffix standardised Address re-cased State code upper-cased 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-55715	TPA	Benjamin Chen	1976-09-15	—	6567646035	1923 River Rd, Seattle, WA, 98142	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63723	TPA	Judith Hernandez	1964-01-21	—	—	1992 Church St, Columbus, OH, 43237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address 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-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-60682	TPA	Randy Hall	1982-01-27	—	3269836537	8707 Valley View Dr, Phoenix, AZ, 85004	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-52541	TPA	Melissa D Campbell	1984-05-03	—	4079319079	9465 Sage Ct, Tucson, AZ, 85739	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-64473	TPA	Eugene Daniels	1994-02-05	UHC-59501-35	—	9891 Oak St, Mesa, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-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-59779	TPA	Luis Tucker	1953-09-13	UHC-25918-17	3153556975	4409 Hillcrest Rd, Atlanta, GA, 30307	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-61888	TPA	Alan Gibson	1988-02-12	—	8095223235	8041 Mesa Dr, Los Angeles, CA, 90051	0.78	Date of birth reformatted 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-54535	TPA	Matthew Perrez	1960-08-09	—	6827098770	3837 Camelback Rd, Seattle, WA, 98193	0.78	Phone reformatted Street suffix standardised Address re-cased 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-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-61985	TPA	Santiago Sandoval	1958-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more

7,854 rows, page 117 of 158Previous Next