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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129132	ENR	Anna E Lawrennce	1981-07-14	UHC-64406-85	7848736196	5764 Ocean Ave, Scottsdale, AZ, 85225	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129908	ENR	Mary Morales	1952-07-05	UHC-12845-55	8899279498	2948 Church St, Glendale, AZ, 85330	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127652	ENR	Jose J Chapman	1947-03-16	UHC-16119-29	9713265250	3582 Pine Dr, Sacramento, CA, 95883	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142175	ENR	Nuyen M Robert	2006-12-04	UHC-46294-99	3033169511	2915 Bayshore Dr, Orlando, FL, 32870	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-106001	ENR	Richard B Webb	1970-08-17	UHC-90379-15	2164810000	5939 Highland Ave Apt 25, Austin, TX, 78706	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-108964	ENR	Maria Gonzales	1998-07-15	UHC-35906-35	—	4946 Jefferson Ave, Nashville, TN, 37206	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108965	ENR	Maria Gonzales	1998-07-15	UHC-35906-35	—	4946 Jefferson Ave, Nashville, TN, 37206	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114907	ENR	Richard Lee	1964-01-06	UHC-91655-19	5324133272	5923 Bayshore Dr, Nashville, TN, 37281	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114906	ENR	Richard Lee	1964-01-06	UHC-91655-19	5324133272	5923 Bayshore Dr, Nashville, TN, 37281	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109724	ENR	Emma I Myers	2005-11-14	UHC-94234-71	2204831763	8549 Highland Ave, Los Angeles, CA, 90048	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130080	ENR	Glroia H Graham	1979-05-11	UHC-62018-44	2714051776	4843 Ridge Rd, Mesa, AZ, 85294	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-117516	ENR	Dennis Boyd	1990-02-09	UHC-62213-03	3976135821	614 Hillcrest Rd, Plano, TX, 75077	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119794	ENR	Charlotte Singh	1972-08-23	UHC-87275-87	—	6918 Jefferson Ave, Minneapolis, MN, 55424	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142489	ENR	Jesse I Daniels	1960-11-24	UHC-34721-77	6987582646	5751 Elm St, Charlotte, NC, 28238	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111957	ENR	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-138349	ENR	AmberJunk	1967-08-17	UHC-90032-57	4436973155	4942 Pine Dr, Phoenix, AZ, 85084	0.66	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared+1 more
ENR-139393	ENR	Billy Q Medina	1980-05-23	UHC-03106-77	—	2742 Church St, Jacksonville, FL, 32293	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-139532	ENR	Sandra H Reynolds	1946-05-23	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-129476	ENR	Wei I Andrews	2004-04-18	UHC-27116-09	6853277645	739 Lake View Rd, Miami, FL, 33172	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-139996	ENR	Bruce Huson	1992-08-14	UHC-08784-83	7759961648	2452 Elm St, San Antonio, TX, 78216	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117436	ENR	Kyle Watkins	1986-09-24	UHC-09482-52	—	24 Union St, Glendale, AZ, 85302	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-128814	ENR	David V Ford	1991-03-11	UHC-92766-36	7628170414	9634 Baseline Rd, Columbus, OH	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-111313	ENR	Ana Y Lee	1965-10-05	UHC-53237-42	5839189518	3906 Lake View Rd, Tempe, AZ, 85275	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-126406	ENR	Kayla I Cole	—	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.66	Date of birth missing Phone reformatted State name converted to code Plan code upper-cased+1 more
ENR-101618	ENR	Richard Morrison	1997-06-16	UHC-44288-53	3349698210	2431 Camelback Rd, Denver, CO, 80252	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-125779	ENR	Gerald Z Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120307	ENR	Christine D Wells	1968-02-28	UHC-35426-84	—	8006 Hillcrest Rd Apt 6, Miami, FL, 33147	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-108798	ENR	Walter J Kelley	1940-10-04	UHC-88520-79	2724732346	2940 Mesa Dr, Charlotte, NC	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-112558	ENR	Randy U Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV, 89159	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112634	ENR	Evelyn Olson	2005-11-27	UHC-46398-33	6593857016	8984 Jefferson Ave, Jacksonville, FL, 32276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104347	ENR	Mateo Cooper	1992-07-07	UHC-54482-85	8504563929	3037 Baseline Rd, Mesa, AZ, 85211	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-122679	ENR	Willie C Elliott	1943-01-20	UHC-22957-69	4236107302	9782 Ridge Rd, Tempe, AZ, 85289	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137772	ENR	Maria Haprer	1996-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112100	ENR	Gerald Wallace	1992-03-17	UHC-40235-51	2448994562	2161 Maple Ave, Austin, TX, 78735	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142047	ENR	Randy W Scutt	1973-03-08	UHC-99947-20	4326178920	2010 Sunset Blvd, Tampa, FL, 33625	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-127918	ENR	Jerry McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-120689	ENR	Aisha Patel	1941-10-21	UHC-23687-29	7244740312	465 Lincoln Way, Houston, TX, 77003	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-123627	ENR	Debra Hudson	1999-06-22	UHC-37158-60	6415311118	8828 Union St, Atlanta, GA, 30327	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-132610	ENR	Kevin J Wallace	1941-08-01	UHC-23571-56	2128780265	1250 Desert Sky Blvd, Houston, TX, 77022	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-142890	ENR	Gerald R Myers	2006-07-23	UHC-99802-48	—	2208 Camelback Rd, Scottsdale, AZ, 85297	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-121073	ENR	Terry T Meyer	1989-09-11	UHC-08100-59	6599944418	8620 Ridge Rd, Eden Prairie, MN, 55361	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-123996	ENR	Elijah Stephens	2002-10-04	UHC-28699-80	8846488345	7755 Ridge Rd, Jacksonville, FL, 32240	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135068	ENR	Jordan Moore	1998-01-04	UHC-89508-38	2275170991	45 Lake View Rd, Scottsdale, AZ, 85282	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116825	ENR	Alice G Perkins	1993-01-28	UHC-87615-02	8239453032	951 Palm Dr, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-127644	ENR	Dennis H Sims	1968-04-06	UHC-98893-34	4218093139	4238 Broadway, Eden Prairie, MN, 55352	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-132564	ENR	Priya I Chen	1952-07-03	UHC-93065-24	5195229535	1722 Lake View Rd, Jacksonville, FL, 32227	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-134709	ENR	Angela Z Lucas	1947-01-02	—	3776312997	3075 Harbor Blvd, Glendale, AZ, 85337	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133020	ENR	Catherine Day	1942-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX, 75047	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120510	ENR	Sean Harper	1969-03-14	UHC-05308-05	—	4042 Indian School Rd, Orlando, FL, 32882	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116839	ENR	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl Apt 7, Jacksonville, FL, 32289	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more

4,296 rows, page 56 of 86Previous Next