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 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
ENR-121591	ENR	Laura A Blakk	1958-12-07	UHC-92939-08	3702006820	3594 Washington St, Houston, TX, 77092	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140131	ENR	Keith N Ortiz	1984-04-10	UHC-37194-20	7607507428	4229 Palm Dr, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118170	ENR	Anna Ellis	1967-11-23	UHC-86115-09	—	4372 Lake View Rd # 783, Sacramento, CA, 95841	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-139076	ENR	Kenneth H Green	1980-07-07	UHC-32169-97	2835801023	1014 Maple Ave, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102601	ENR	Karen F Smith	1948-03-15	UHC-81838-34	5766968741	1470 Mountain View Dr, Chandler, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-120824	ENR	Pat M Payne	2003-11-14	UHC-57067-49	2064393479	4502 Cedar Ln, Minneapolis, MN, 55427	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139061	ENR	Walter Carlson	1963-02-09	UHC-65562-09	—	8108 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-142199	ENR	Dorothy J Olson	1943-05-24	UHC-01013-65	—	8210 Indian School Rd, Columbus, OH, 43285	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-121453	ENR	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122880	ENR	Zachary Nelsn	2000-07-12	UHC-64332-58	2539836843	4937 Mesa Dr, Orlando, FL, 32855	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123438	ENR	Ashley S Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101666	ENR	Ann Lynch	1985-05-23	UHC-24420-08	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119050	ENR	David Simmons	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137655	ENR	Angela Chapman	2005-12-21	UHC-61148-24	2188197066	4051 Valley View Dr, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142480	ENR	Terry O Silva	1957-04-21	UHC-77066-08	5286699634	5292 Jefferson Ave, Denver, CO, 80227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111967	ENR	Maria Oliver	1988-06-15	UHC-49557-54	2549838969	5966 Palm Dr Apt 37, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+2 more
ENR-123964	ENR	Isabella M Harper	1952-12-28	UHC-58378-71	7065390737	6566 Cedar Ln, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-100414	ENR	Debra V Ford	2000-07-27	UHC-59451-52	3486959744	7984 Union St Apt 11, Miami, FL, 33171	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138835	ENR	Eugene Crawford	1951-11-09	UHC-64523-80	8345504125	1638 Oak St, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118639	ENR	Wei K Flores	1946-10-15	UHC-45273-71	8686401554	2163 Union St, Eden Prairie, MN, 55343	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119281	ENR	William Powell	1973-01-13	UHC-92775-03	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110184	ENR	Christina Young	1946-01-15	UHC-65599-85	4533544179	1509 Maple Ave Apt 13, Denver, CO, 80225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114336	ENR	Betty Y Holmes	1947-02-20	—	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115829	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	7983 Church St, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103114	ENR	Kathryn O Lewis	1968-07-26	UHC-49032-95	3955720807	6494 Park Pl, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141220	ENR	Joshua Crawford	1966-05-13	UHC-85570-06	8655014135	7519 Elm St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100368	ENR	Rebecca Gibson	1974-06-28	UHC-61166-15	9454123447	1225 Apache Blvd # 268, Charlotte, NC, 28278	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-122005	ENR	Barbara Meyer	1991-01-20	UHC-52583-82	2159241174	8848 Mesa Dr, Mesa, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134668	ENR	Marshall Olivia	1948-11-17	UHC-22853-47	5315222214	4970 Market St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127321	ENR	John Reed	1967-06-05	UHC-90703-84	2846246591	7091 Washington St, Glendale, AZ, 85348	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128736	ENR	Wei P Fields	1959-12-24	—	2186784775	5344 Church St, Los Angeles, CA, 90051	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130520	ENR	Robert O Watkins	2001-07-07	UHC-29270-37	6409870505	8144 Grand Ave Apt 4, Dallas, TX, 75245	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118422	ENR	Victoria Rojas	1950-03-14	UHC-85933-77	—	6116 Meadow Ln, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-135205	ENR	Marilyn J Sandoval	—	UHC-97540-47	3028624606	7421 Ocean Ave, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-113143	ENR	Ethan Q Hill	1944-05-11	UHC-60191-91	2225407877	3252 Main St, Austin, TX, 78790	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101962	ENR	Hannah U Chapman	1979-11-04	UHC-28347-29	6002456796	3639 Ocean Ave, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112383	ENR	Kathleen Watson	—	UHC-89150-20	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-141269	ENR	Christina T Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave, Austin, TX, 78763	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121193	ENR	Denny O Murphy	1954-07-21	UHC-42387-26	3863170909	3786 Union St # 286, Seattle, WA, 98106	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-101565	ENR	Gabriel E Perkins	1990-03-25	UHC-13630-01	4299666485	6444 River Rd, Dallas, TX, 75252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107868	ENR	Maria T Bryant	1999-07-28	UHC-92112-28	3627878938	989 Indian School Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116618	ENR	Terry Alvarado	2003-01-24	UHC-70635-47	4066387703	5291 Desert Sky Blvd # 596, Houston, TX, 77016	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116922	ENR	Robert M Hall	1946-03-22	UHC-74797-86	6119143956	1833 Oak St, Sacramento, CA, 95893	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109748	ENR	Patricia R Hayes	2000-07-03	UHC-59679-50	—	5615 Grand Ave, Jacksonville, FL, 32275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-107704	ENR	Bryan Z Mason	1955-02-28	UHC-53878-41	4834843548	7192 Sunset Blvd, Gilbert, AZ, 85289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102548	ENR	Bobby C Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
ENR-109449	ENR	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA, 30386	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121317	ENR	Andrea Graham	1987-08-01	UHC-05639-13	—	1666 Spring St, Glendale, AZ, 85347	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106895	ENR	Russell Gibson	1954-06-21	UHC-03948-12	—	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119339	ENR	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

17,310 rows, page 83 of 347Previous Next