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

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136977	ENR	Albert R Brown	1992-04-12	UHC-45592-15	2254173591	1776 Grand Ave, Tucson, AZ, 85787	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-106989	ENR	Laura J Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133372	ENR	Scott Reed	1965-09-13	UHC-22245-78	6606496281	9322 Lincoln Way Apt 24, Denver, CO, 80259	0.54	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+1 more
ENR-100422	ENR	Alexis Bell	—	UHC-40956-10	7825112024	8121 Meadow Ln, Houston, TX, 77012	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-127330	ENR	Pamela Brown	2003-11-10	UHC-00296-23	—	6660 Maple Ave Apt 23, Orlando, FL, 32806	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110212	ENR	Steven N Jones	1987-01-21	UHC-14206-13	2745150052	8824 Main St, Tempe, AZ, 85261	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133276	ENR	Donald Y Lene	1974-01-25	UHC-25028-43	9223675811	4221 Cedar Ln, Denver, CO, 80291	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-131484	ENR	Aaron Berry	1954-04-03	UHC-39244-86	9604603928	1258 Oak St # 355, Tucson, AZ, 85743	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-127805	ENR	Brian Fuller	1992-11-16	UHC-89616-14	4076237329	8939 Spring St, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-105091	ENR	Robert T Young	1978-11-18	UHC-06031-99	9233945781	393 Willow Ct, Tampa, FL, 33686	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140809	ENR	Rob Mason	1979-01-24	UHC-58571-04	7025515297	4934 Mountain View Dr, Orlando, FL, 32839	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142080	ENR	Edward Foster	1959-01-26	UHC-59926-49	—	9708 Cedar Ln, Mesa, AZ, 85247	0.54	Name split from “Last, First”Phone missing area code City re-cased ZIP+4 trimmed+1 more
ENR-106480	ENR	Andrea Berry	1949-10-18	UHC-08295-53	—	5291 Main St Apt 22, Phoenix, AZ, 85010	0.54	Name split from “Last, First”Two-digit birth year Unit split from street State code upper-cased+1 more
ENR-108985	ENR	Aaron Smith	1947-09-28	UHC-12751-91	—	6483 Washington St, Gilbert, AZ, 85253	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116388	ENR	Beverly Y Hunt	1984-05-06	UHC-39169-49	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142351	ENR	James R Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl, Sacramento, CA, 95829	0.54	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-131881	ENR	Joyce Sandoval	1952-02-20	UHC-20229-57	2376170832	8989 Spring St, Chandler, AZ	0.54	Name split from “Last, First”State name converted to code ZIP missing Email lower-cased+1 more
ENR-137021	ENR	Joan B Vazquez	1958-10-06	UHC-66979-80	—	2813 Valley View Dr, Chandler, AZ, 85283	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108795	ENR	Kelly B Richards	1995-06-22	UHC-61615-48	8652659128	7406 Pine Dr, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104704	ENR	Mary B Miills	1967-01-21	—	—	2271 Central Ave, Tampa, FL, 33666	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119868	ENR	Joseph Vasquez	2003-04-28	UHC-79306-78	—	7705 Willow Ct Apt 7, Miami, FL, 33171	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-125050	ENR	Edward T Park	1938-02-05	UHC-91172-71	7577859980	7334 Oak St, Seattle, WA, 98140	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108137	ENR	Dinae A Garrett	2001-11-06	—	4889663372	4719 Bayshore Dr, Gilbert, AZ, 85228	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117885	ENR	Gregory Sullivan	1947-01-05	UHC-86749-56	3442545265	7934 Cedar Ln, Mesa, AZ	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-111977	ENR	Kenneth X Carroll	—	UHC-91935-85	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-100068	ENR	Hamilton Wayne	1947-06-25	UHC-36182-02	6065891337	4635 Forest Ave, Tucson, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112686	ENR	Jon Ortiz	1970-05-23	UHC-59920-83	—	4816 Park Pl, Minneapolis, MN, 55470	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100420	ENR	Robert B Harris	1983-10-27	UHC-42531-34	8783630618	7190 Main St, Charlotte, NC, 28290	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140789	ENR	Peter H Banks	1991-12-21	UHC-77412-58	—	7123 Ridge Rd # 814, Orlando, FL, 32892	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-124632	ENR	Sean Dean	2007-04-28	UHC-44580-15	—	592 Bayshore Dr Apt 1, Houston, TX, 77079	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-110378	ENR	Kyle P Mason	1952-03-09	UHC-06799-94	8545593191	5448 Ocean Ave, Denver, CO	0.54	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+1 more
ENR-131767	ENR	Jordan I Sims	1976-10-19	UHC-55681-89	3933076952	6337 Main St, San Antonio, TX, 78218	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133088	ENR	Diego O Anderson	1988-08-17	UHC-62497-77	8296617056	4945 Canyon Rd Apt 30, Houston, TX, 77012	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142944	ENR	Helan Grant	1960-12-26	UHC-36560-36	3578612308	135 Lake View Rd, Tucson, AZ, 85760	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-120045	ENR	Emily Contreras	1984-11-12	UHC-92691-05	4019851443	1247 Baseline Rd, San Antonio, TX, 78220	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-108993	ENR	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd Apt 36, Chandler, AZ, 85258	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-124976	ENR	Charles Sullivan	1963-10-07	UHC-02731-78	8266677259	3599 Maple Ave, Orlando, FL, 32858	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141190	ENR	Christna Bowman	1990-10-08	UHC-26516-08	5475891740	722 Cedar Ln, Austin, TX, 78724	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-115418	ENR	Zachary Henry	—	UHC-50301-63	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-120890	ENR	Yuki Hughes	2004-12-26	UHC-05636-40	5298838737	4661 Market St, Columbus, OH, 43207	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140220	ENR	Frances L Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd, Mesa, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-100838	ENR	Harold McDonald	2006-09-18	UHC-00925-10	8165295093	1397 Bayshore Dr, Orlando, FL, 32832	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-140874	ENR	Joshua J Watson	1989-01-28	UHC-57517-29	7273853678	5300 Lake View Rd, Atlanta, GA, 30366	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113650	ENR	Samuel X Wislon	1965-03-08	UHC-34455-89	4118906679	866 Forest Ave, Tempe, AZ, 85290	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117392	ENR	Kimberly Lawson	1977-01-25	UHC-30977-89	9074303047	4007 River Rd, Denver, CO, 80298	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
ENR-137072	ENR	Ryan S Walker	1979-07-19	UHC-79552-94	5897311153	9299 Hillcrest Rd, Las Vegas, NV, 89102	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-117660	ENR	Doorthy O Myers	1983-07-22	UHC-06278-26	2969997738	8147 Harbor Blvd, Houston, TX, 77041	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117661	ENR	Doorthy O Myers	1983-07-22	UHC-06278-26	2969997738	8147 Harbor Blvd, Houston, TX, 77041	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136008	ENR	Kevin X Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107857	ENR	Arjun H Lucas	1945-10-23	UHC-89462-94	7826465826	8270 Market St, Fresno, CA, 93720	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more

4,309 rows, page 30 of 87Previous Next