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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104078	ENR	Yuki Morrison	1972-06-13	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140844	ENR	Janet Vazquez	1989-12-01	UHC-47351-63	3879183611	2641 Palm Dr, Seattle, WA, 98110	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134336	ENR	Daniel G Stevens	1956-12-21	UHC-99387-93	3785840567	5439 Cedar Ln, Tampa, FL, 33699	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112708	ENR	Billy J Holmes	1941-01-13	UHC-51978-56	4696482637	4985 Cedar Ln, Glendale, AZ, 85387	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125337	ENR	Debra B Lewis	2002-01-25	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-140914	ENR	Don Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St # 770, San Antonio, TX, 78291	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-109091	ENR	David W Lee	1961-01-02	UHC-73882-26	5885345140	997 Desert Sky Blvd Apt 14, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112816	ENR	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-103910	ENR	Carl X Simmons	1942-12-11	UHC-88435-70	9624244078	6421 Apache Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138822	ENR	Marcus K Russell	—	UHC-96252-01	7084628688	3158 Jefferson Ave, Tampa, FL, 33688	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128377	ENR	Janice Fox	1953-01-27	UHC-33647-05	4982815092	3828 Meadow Ln, Nashville, TN, 37207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118645	ENR	Walter Harper	1987-05-27	UHC-51340-21	3179164520	2360 Union St, Scottsdale, AZ, 85225	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117233	ENR	Frank Howard	1971-07-01	UHC-33748-51	2546683803	5872 Jefferson Ave, Nashville, TN, 37253	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102877	ENR	Andrew Ward	1982-09-22	UHC-07332-28	6063521831	4051 Pine Dr # 921, Plano, TX, 75005	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117945	ENR	Christine V Martinez	1999-08-16	UHC-53553-34	8928327488	4871 Mountain View Dr, Tampa, FL, 33616	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127798	ENR	Roy Fowler	2002-09-28	UHC-26321-54	4599217744	6743 Apache Blvd # 496, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-112111	ENR	Logan Cox	1967-07-18	UHC-60227-35	2967767447	5449 Bayshore Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109166	ENR	Yuki Larson	2005-01-18	UHC-96213-84	7354225566	4111 Camelback Rd, Atlanta, GA, 30376	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-103723	ENR	Gloria F Flores	1949-06-18	UHC-00099-58	7023135329	—	0.64	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-119288	ENR	Jacob Watkins	1948-01-23	UHC-84596-80	9825231742	1221 Church St, Fresno, CA, 93719	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123961	ENR	Carolyn Daniels	2004-07-04	UHC-66809-89	5154986964	2466 Meadow Ln, Atlanta, GA, 30367	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129008	ENR	Mary Z Brown	1948-09-27	UHC-11560-96	6869193294	4845 Main St, Nashville, TN, 37258	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101034	ENR	Judith A Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd, Las Vegas, NV, 89145	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100735	ENR	Charlotte V Ray	1974-02-20	UHC-25587-51	7648133100	7256 Hillcrest Rd, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113763	ENR	Carolyn C Price	2005-12-07	UHC-98537-14	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120932	ENR	Natalie Q Murphy	1958-12-02	UHC-11747-32	2326704718	9355 Meadow Ln, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117280	ENR	Joe D Burns	1999-02-22	UHC-36384-52	4819426737	4862 Central Ave, Jacksonville, FL, 32251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142209	ENR	Maria B Contreras	1945-09-27	UHC-69501-56	6624191135	2171 Indian School Rd, Los Angeles, CA, 90046	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130336	ENR	Megan Lawrence	1963-11-26	UHC-76908-83	4617311412	5603 Baseline Rd, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131032	ENR	Terry G Bishop	1994-02-15	UHC-02714-33	6156223904	6872 Church St, Austin, TX, 78741	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111140	ENR	Denny Hanson	1976-08-09	UHC-15271-12	4182488366	4704 Ridge Rd, Phoenix, AZ, 85091	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112105	ENR	Gabriel N Cook	1961-01-25	—	2376619043	8160 Bayshore Dr, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129800	ENR	Andrea Gomez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122112	ENR	Jonathan Alvarez	2006-09-12	UHC-37217-80	5853818945	7872 Meadow Ln, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106063	ENR	Deborah Vazquez	2002-04-08	UHC-47652-65	9415419807	7172 Bayshore Dr, Tucson, AZ, 85785	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102781	ENR	Arthur P Reynolds	1984-05-13	UHC-92206-60	4596068217	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117873	ENR	Dainel F Hamilotn	1965-06-09	UHC-34827-73	8657354992	7726 Park Pl # 466, Nashville, TN, 37200	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-111236	ENR	Gary V Day	1977-07-20	UHC-44898-69	4296775374	5985 Jefferson Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102429	ENR	Brenda Trner	1992-07-09	UHC-73778-21	8205075819	9071 Bayshore Dr, Eden Prairie, MN, 55346	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105953	ENR	Catherine Jackson	2007-08-22	UHC-67558-54	2909528686	706 Bayshore Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105536	ENR	Pamlea M Andrews	1970-01-20	UHC-69557-11	3043157677	9644 Apache Blvd, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138350	ENR	Martha Wood	1989-02-23	UHC-19861-21	6307626643	9595 Bayshore Dr, Seattle, WA, 98166	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-107636	ENR	Scott Y Murphy	1972-02-20	UHC-06778-81	9566586171	6185 Church St Apt 34, Tampa, FL, 33694	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114619	ENR	Cynthia Hutner	1967-08-19	—	9432967454	668 Hillcrest Rd, Fresno, CA, 93702	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122751	ENR	Janet Hunter	2000-02-08	UHC-72010-34	5939942076	5074 Spring St, Chandler, AZ, 85275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119200	ENR	Hughes W Mason	1955-10-13	UHC-36216-08	9342397167	2697 Meadow Ln, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138006	ENR	Albert Wallace	—	UHC-61755-91	6804742954	553 Park Pl, Chandler, AZ, 85209	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-141757	ENR	Sara King	2006-10-01	UHC-37656-05	7775659502	5928 Main St # 664, Gilbert, AZ, 85223	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109878	ENR	Terry Obrien	1991-11-10	UHC-60931-79	7969813611	1934 Valley View Dr, Tempe, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124575	ENR	Carl Burke	1952-04-12	UHC-45011-11	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 140 of 564Previous Next