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-50550	TPA	Sharon Owens	1946-05-14	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-53167	TPA	Kyle Lopez	1956-05-05	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-60095	TPA	Kathleen Wright	2005-08-02	—	—	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.96	Name re-cased Placeholder values cleared
TPA-51905	TPA	Patricia Bryant	1990-12-07	—	—	2419 Maple Ave, Denver, CO, 80271	0.96	Name re-cased Placeholder values cleared
TPA-61424	TPA	Mary Mejia	1950-07-02	UHC-24625-01	—	—	0.96	Name re-cased Placeholder values cleared
TPA-58209	TPA	Ethan Davis	1973-12-20	—	6292019441	—	0.96	Name re-cased Placeholder values cleared
TPA-58626	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway, Atlanta, GA, 30376	0.96	Name re-cased Placeholder values cleared
TPA-58256	TPA	John Bowman	1964-04-19	—	—	5881 Jefferson Ave, Denver, CO, 80200	0.96	Name re-cased Placeholder values cleared
TPA-58753	TPA	Dorys Hofman	1938-11-04	—	—	3017 Indian School Rd, Gilbert, AZ, 85218	0.96	Name re-cased Placeholder values cleared
TPA-52726	TPA	Joyce Y Arnold	1949-10-04	—	—	7113 Meadow Ln, Atlanta, GA, 30399	0.96	Name re-cased Placeholder values cleared
TPA-57206	TPA	Noah Woods	1999-05-23	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-55890	TPA	Priya Hamilton	1971-06-27	—	—	5118 Apache Blvd, Atlanta, GA, 30381	0.96	Name re-cased Placeholder values cleared
TPA-62242	TPA	Jen McCoy	1950-09-26	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-54252	TPA	Mei Johnson	1978-02-23	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-62207	TPA	Jordan Banks	1980-04-06	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-51304	TPA	Alexis Garza	1972-01-15	—	—	7046 Pine Dr, Eden Prairie, MN, 55370	0.96	Name re-cased Placeholder values cleared
TPA-59916	TPA	Ptrick Reyes	1964-02-17	UHC-07772-72	—	6425 Broadway, Austin, TX, 78733	0.96	Name re-cased Placeholder values cleared
TPA-60704	TPA	Martha Patterson	1991-05-22	—	9523905351	7089 River Rd, Tempe, AZ, 85239	0.96	Name re-cased Placeholder values cleared
TPA-58031	TPA	Austin Patterson	1956-10-18	—	—	5188 Sunset Blvd, Tempe, AZ, 85211	0.96	Name re-cased Date of birth reformatted
TPA-62722	TPA	Rebecca Fox	2000-12-04	UHC-05601-41	—	7732 Harbor Blvd, Eden Prairie, MN, 55371	0.96	Name re-cased Placeholder values cleared
TPA-58692	TPA	Jonathan Petters	1994-07-26	—	—	4899 Indian School Rd, Los Angeles, CA, 90066	0.96	Name re-cased Placeholder values cleared
TPA-57418	TPA	Jessica M Campbell	1970-05-04	—	—	343 Palm Dr, Tucson, AZ, 85763	0.96	Name re-cased Placeholder values cleared
TPA-56168	TPA	Omar Jones	1945-07-03	—	—	8618 Bayshore Dr, Tucson, AZ, 85700	0.96	Name re-cased Placeholder values cleared
TPA-55057	TPA	Luis Ortiz	1951-11-28	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-55231	TPA	Amanda Richards	1978-03-09	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-52120	TPA	Gabriel Robinson	1952-09-09	—	9824779733	—	0.96	Name re-cased Placeholder values cleared
TPA-50357	TPA	Wei Patterson	1949-07-04	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-62302	TPA	Donna Gonzales	1979-10-06	—	—	6371 Lake View Rd, Eden Prairie, MN, 55356	0.96	Name re-cased Placeholder values cleared
TPA-54784	TPA	Joyce Herrera	1942-06-21	—	—	2531 Ridge Rd, Dallas, TX, 75219	0.96	Name re-cased Placeholder values cleared
TPA-52536	TPA	Sara Santos	1974-01-28	—	—	3763 Broadway, Los Angeles, CA, 90091	0.96	Name re-cased Placeholder values cleared
TPA-55143	TPA	Alice Reed	1960-03-07	—	—	8551 Park Pl, Tucson, AZ, 85740	0.96	Name re-cased Placeholder values cleared
TPA-59968	TPA	Eric G Perkins	1999-11-21	—	—	7227 Sunset Blvd, Tampa, FL, 33639	0.96	Name re-cased Email lower-cased
TPA-56800	TPA	Betty Brooks	1952-05-01	UHC-46475-01	—	—	0.96	Name re-cased Placeholder values cleared
TPA-56827	TPA	Samuel E Kelley	1969-12-07	—	—	9612 Spring St, Orlando, FL, 32857	0.96	Name re-cased Placeholder values cleared
TPA-53435	TPA	Zachary Aguilar	1944-03-27	—	3964151017	—	0.96	Name re-cased Placeholder values cleared
TPA-52176	TPA	Martha Willis	1966-07-20	UHC-62076-92	—	3212 Bayshore Dr, Glendale, AZ, 85351	0.96	Name re-cased Placeholder values cleared
TPA-55040	TPA	Charles Jenkins	1979-12-05	UHC-25820-18	—	—	0.96	Name re-cased Placeholder values cleared
TPA-62901	TPA	Kenneth Simmons	1988-10-22	UHC-30950-66	—	7665 Hillcrest Rd, Houston, TX, 77070	0.96	Name re-cased Whitespace trimmed
TPA-50111	TPA	Madison Boyd	1997-10-09	—	—	5761 Central Ave, Nashville, TN, 37230	0.96	Name re-cased Placeholder values cleared
TPA-53253	TPA	Pamela Matthews	1990-07-12	—	—	7195 Sage Ct, Houston, TX, 77026	0.96	Name re-cased Placeholder values cleared
TPA-50035	TPA	Christian Contreras	1983-07-26	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-52292	TPA	Heather Willis	1980-05-01	—	2907273339	—	0.96	Name re-cased Placeholder values cleared
TPA-61867	TPA	Valentina Heny	1977-05-07	—	—	7281 Hillcrest Rd, Scottsdale, AZ, 85255	0.96	Name re-cased Placeholder values cleared
TPA-52301	TPA	Kathryn Lawson	1984-08-08	—	—	6848 Harbor Blvd, Phoenix, AZ, 85001	0.96	Name re-cased Placeholder values cleared
TPA-54612	TPA	Lucia Watson	1976-09-28	UHC-44470-52	—	—	0.96	Name re-cased Placeholder values cleared
TPA-51092	TPA	Kelly Carter	1946-06-03	—	—	405 Maple Ave, San Antonio, TX, 78269	0.96	Name re-cased Placeholder values cleared
TPA-50695	TPA	Russell Aguilar	2004-04-06	—	—	226 Union St, Houston, TX, 77038	0.96	Name re-cased Placeholder values cleared
TPA-63426	TPA	Vincent Meyer	1984-12-22	—	—	237 Sage Ct, Plano, TX, 75014	0.96	Name re-cased Placeholder values cleared
TPA-63058	TPA	Maria Stone	1970-12-01	—	—	2623 Church St, San Diego, CA, 92133	0.96	Name re-cased Placeholder values cleared
TPA-53169	TPA	Pamela Long	1972-04-14	—	—	4895 Pine Dr, Atlanta, GA, 30312	0.96	Name re-cased Placeholder values cleared

5,750 rows, page 113 of 115Previous Next