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-61675	TPA	Hiroshi Greene	1997-09-26	—	—	7106 Market St, Sacramento, CA, 95896	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54658	TPA	Keith Campbell	1962-05-19	UHC-28637-30	4843988297	5441 Meadow Ln, Nashville, TN, 37234	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62286	TPA	Carol Stevens	1947-08-14	—	7813958341	5527 Highland Ave, Eden Prairie, MN, 55321	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59029	TPA	Frank Burton	1964-11-25	—	5826910621	7178 Indian School Rd, Minneapolis, MN, 55493	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59102	TPA	Ashley Walker	1952-12-07	—	3065713948	524 Indian School Rd, Atlanta, GA, 30310	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63548	TPA	Dennis Delgado	1991-08-14	—	—	7235 Bayshore Dr, Fresno, CA, 93725	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57864	TPA	Amy Ferguson	1944-01-22	—	2068895002	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-62316	TPA	Steven Guerrero	1959-03-02	—	—	3024 Hillcrest Rd, Orlando, FL, 32897	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52487	TPA	Andy Davis	1980-03-19	—	9404659477	1983 Oak St, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57228	TPA	Russell Arnold	2002-02-25	—	—	2167 Sage Ct, Scottsdale, AZ, 85233	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-57933	TPA	Albert Hernandez	1983-09-11	—	5533754564	3177 Spring St, Las Vegas, NV, 89184	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-56328	TPA	Linda Weaver	2008-05-21	—	5002717806	3756 Meadow Ln Apt 40, Plano, TX, 75057	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-54092	TPA	Nancy Carr	1992-05-05	—	—	8493 Oak St, Seattle, WA, 98158	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54244	TPA	Hannah Jodan	1999-12-14	—	—	278 Hillcrest Rd, San Diego, CA, 92123	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63666	TPA	Eugene Edwards	1968-07-25	—	8592826276	6041 Ridge Rd, Mesa, AZ, 85218	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57363	TPA	Kathryn Henderson	1953-11-28	—	3124846062	4192 Market St, Las Vegas, NV, 89134	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52258	TPA	Sophia Anderson	1944-05-23	—	—	2387 Sage Ct, Houston, TX, 77074	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55512	TPA	Henry Pierce	2007-07-20	UHC-46617-49	9179138692	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-54051	TPA	Bryyan Boyd	1956-09-28	—	9749855522	4755 Central Ave, Nashville, TN, 37288	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57969	TPA	David E Lewis	2006-06-05	—	—	8861 Mesa Dr, Los Angeles, CA, 90094	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50261	TPA	Brandon Bryatn	1980-12-13	—	9533400231	2086 Maple Ave, Atlanta, GA, 30342	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-52213	TPA	Donna Torres	1978-02-11	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63215	TPA	Frances Hansen	1958-11-10	UHC-28727-85	—	8848 Lincoln Way, San Diego, CA, 92179	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60129	TPA	Kathleen Hughes	1949-12-20	—	6968408950	5289 Oak St, Phoenix, AZ, 85065	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50797	TPA	Kyle Li	1966-03-10	UHC-58094-35	—	7657 Elm St # 388, Austin, TX, 78774	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-56230	TPA	Henry Reynolds	2002-08-03	—	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
TPA-50762	TPA	Yuki Brown	1968-10-15	—	—	6134 Canyon Rd, Austin, TX, 78708	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62632	TPA	Bnejamin Hicks	1968-09-17	UHC-96945-10	—	3782 Jefferson Ave, Tucson, AZ, 85701	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-63707	TPA	Sandra Cunningham	1962-04-13	—	—	2627 Jefferson Ave # 820, Los Angeles, CA, 90069	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-61230	TPA	Elizabeth Weaver	1985-07-09	UHC-21629-88	—	2357 Ocean Ave, San Antonio, TX, 78239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61231	TPA	Elizabeth Weaver	1985-07-09	UHC-21629-88	—	2357 Ocean Ave, San Antonio, TX, 78239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53708	TPA	Ronald Garza	1959-09-25	—	—	1160 Highland Ave, Sacramento, CA, 95849	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62128	TPA	Sharon Collins	1974-04-03	—	—	3328 Camelback Rd, Charlotte, NC	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-60852	TPA	Mason Garrett	1942-05-13	—	5384033079	2814 Desert Sky Blvd, Tucson, AZ, 85751	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62392	TPA	Ryan A Carr	1973-07-20	—	—	2674 Ridge Rd, Glendale, AZ, 85343	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60815	TPA	Jordan Guerrero	2008-02-22	—	—	8988 Cedar Ln, Los Angeles, CA, 90008	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61521	TPA	Denise Daniels	1988-07-27	—	—	6417 Baseline Rd, Glendale, AZ, 85307	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51901	TPA	Zachary Gibson	1951-08-11	—	—	4400 Church St, Atlanta, GA, 30373	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58038	TPA	Steven Taylor	2003-03-25	—	8447533790	9165 Palm Dr, Gilbert, AZ, 85258	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63876	TPA	Peter Roberts	2008-09-12	—	—	1031 Grand Ave, Plano, TX, 75042	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51708	TPA	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52042	TPA	Albert Murphy	1953-11-18	—	9256811998	3133 Lincoln Way, Miami, FL, 33132	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55910	TPA	Joan Porter	1989-01-07	—	—	6094 Hillcrest Rd, Chandler, AZ, 85220	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54687	TPA	Robertson M Ahmed	1973-04-27	—	6092877561	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-62211	TPA	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51150	TPA	Alan Jacobs	1988-10-28	—	3645787610	7390 Desert Sky Blvd, Eden Prairie, MN, 55388	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-60829	TPA	Douglas Grant	2005-04-15	—	7452703908	4836 Spring St, Gilbert, AZ, 85268	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52605	TPA	Andrea Washington	1981-01-01	—	—	912 Palm Dr, Charlotte, NC, 28285	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56449	TPA	Vasquez Alexander	1951-09-23	—	—	4517 Ridge Rd, Seattle, WA, 98176	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51179	TPA	Justin Murphy	1997-05-06	—	5407500245	176 Lake View Rd, Gilbert, AZ, 85253	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,750 rows, page 65 of 115Previous Next