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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58232	TPA	Shirley Miller	1971-04-22	—	—	7511 Pine Dr, Fresno, CA, 93791	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53847	TPA	Jerry Butler	1946-11-15	—	—	467 Indian School Rd, Mesa, AZ, 85268	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62822	TPA	Barbara Hayes	1951-03-26	—	9766358924	590 Meadow Ln, Fresno, CA, 93737	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52388	TPA	Ruth Jones	1968-12-05	—	—	1253 Meadow Ln, Plano, TX, 75041	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-51288	TPA	Lauren Alexander	1980-09-18	—	—	1352 Grand Ave, Denver, CO, 80297	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-56153	TPA	Pamela Chen	1941-11-06	—	—	8718 Canyon Rd, Fresno, CA, 93788	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55614	TPA	Walter Ward	1961-05-09	—	—	8712 Main St, Sacramento, CA, 95896	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63610	TPA	Christian Anderson	1939-07-09	UHC-03780-58	9458787180	2042 Washington St, Orlando, FL, 32818	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-60551	TPA	Christine Phillips	2005-12-25	—	5853908763	5907 Ridge Rd, Phoenix, AZ, 85060	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56262	TPA	Henry Holmes	1999-05-23	UHC-19695-21	—	2925 Camelback Rd, Mesa, AZ, 85226	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52117	TPA	Carolyn Lane	1965-12-27	—	8224920257	9646 Mesa Dr, Sacramento, CA, 95889	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54597	TPA	Lauren Young	1984-01-17	—	7349199826	9538 Main St, Eden Prairie, MN, 55361	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64329	TPA	Carolyn Crawford	1964-07-01	—	—	9783 Market St, Glendale, AZ, 85377	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52842	TPA	Jerry Hill	1959-09-15	—	—	273 Camelback Rd, Austin, TX, 78777	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50203	TPA	John Contreras	1974-04-23	UHC-74466-79	4627082531	5777 Bayshore Dr, Denver, CO, 80279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62683	TPA	Hiroshi McCoy	1978-03-02	—	—	5533 River Rd, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63289	TPA	Scott B Howell	1997-12-18	UHC-04080-62	—	1511 Willow Ct, Scottsdale, AZ, 85241	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53212	TPA	Gerald Gomez	2004-12-16	—	8383783808	4632 Ocean Ave, Houston, TX, 77029	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62129	TPA	Jack B Lawrence	1987-04-27	—	4852942740	2298 Harbor Blvd, Miami, FL, 33157	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54074	TPA	Walter Morrison	1994-06-23	—	—	7247 Hillcrest Rd, Charlotte, NC, 28210	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51495	TPA	Mateo Johnson	1986-09-05	—	—	9534 Spring St, San Diego, CA, 92184	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58833	TPA	Kayla Richards	1976-01-10	—	2535320764	2779 Pine Dr, Dallas, TX, 75256	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53061	TPA	Natalie C Greene	1994-06-18	—	—	2081 Apache Blvd, Jacksonville, FL, 32259	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55306	TPA	Becky Greene	2006-05-05	—	—	3070 Palm Dr, Tampa, FL, 33694	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53282	TPA	Mason Ramirez	1964-05-03	—	—	3165 Spring St, Fresno, CA, 93769	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63953	TPA	Valentina Larson	1991-08-25	—	—	7653 Sage Ct, Scottsdale, AZ, 85218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53270	TPA	Ann Sullivan	1992-08-26	—	9422849100	4276 Desert Sky Blvd, Glendale, AZ, 85391	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57327	TPA	Hannah McDonald	1947-12-15	UHC-37231-04	3802124342	6505 Elm St, Tampa, FL, 33608	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50869	TPA	Arthur M Grant	1960-10-23	—	—	1067 Pine Dr, Miami, FL, 33114	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61181	TPA	Benjamin Stone	1986-11-28	UHC-33045-31	—	8811 Palm Dr, Tampa, FL, 33645	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55502	TPA	Priya Sanchez	1999-09-05	—	—	8031 Jefferson Ave, Los Angeles, CA, 90012	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-62616	TPA	Henry F Hunter	1946-09-13	—	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53914	TPA	Brenda Murphy	1982-06-14	—	2278769205	6272 Pine Dr, Tampa, FL, 33680	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52068	TPA	Ann Cook	2002-01-18	UHC-96679-77	4052881246	6761 Park Pl, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
TPA-61616	TPA	Logan Webb	1979-06-25	—	—	8356 Jefferson Ave, Plano, TX, 75056	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50015	TPA	Kayla Chapman	1944-12-14	—	6788408311	713 Harbor Blvd, Scottsdale, AZ, 85255	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54095	TPA	Stephen Miller	2007-03-24	—	—	5983 Union St, Chandler, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60484	TPA	Arjun Austin	1960-03-04	UHC-84919-23	—	2454 Highland Ave, Tempe, AZ, 85211	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-57872	TPA	Waltr Dominguez	1944-11-03	—	—	7860 Palm Dr, Atlanta, GA, 30304	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50175	TPA	Madison Wright	1971-11-10	—	—	1261 Harbor Blvd, Chandler, AZ, 85264	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62718	TPA	Christina Gonzalez	1968-01-23	UHC-26758-34	—	87 Sage Ct, Jacksonville, FL, 32218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61266	TPA	Billy Green	1939-11-06	—	4646264015	1467 Sage Ct, Las Vegas, NV, 89165	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60807	TPA	Joseph Owens	1949-05-26	—	8519951077	7608 River Rd, Austin, TX, 78797	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63547	TPA	Dennis Delgado	1991-08-14	—	—	7235 Bayshore Dr, Fresno, CA, 93725	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59399	TPA	Rebecca F Murray	2002-09-21	—	—	6746 Lake View Rd, San Antonio, TX, 78273	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58688	TPA	Abigail Armstrong	2006-10-06	—	9635783174	9469 Apache Blvd, Dallas, TX, 75231	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63524	TPA	Mark Simpsn	1942-03-02	—	—	3103 Park Pl, Fresno, CA, 93717	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51592	TPA	Martha G Bell	1992-02-24	UHC-89637-12	—	3913 Main St, Las Vegas, NV, 89131	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62134	TPA	Grace Thompson	1957-11-22	—	8669846590	7788 Market St, Las Vegas, NV, 89116	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55990	TPA	Sandra Williamson	1981-10-08	—	4939425136	6358 Canyon Rd, Mesa, AZ, 85240	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

7,767 rows, page 103 of 156Previous Next