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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141886	ENR	Sean Q Watson	1998-06-23	UHC-89921-87	9307044332	9192 Apache Blvd, Columbus, OH, 43218	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106262	ENR	Pamela U Rychardson	1941-03-21	UHC-65975-52	7633791900	7954 Spring St, Las Vegas, NV, 89173	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108389	ENR	Amber X Bishop	1982-11-04	UHC-24337-50	5697082860	1127 Meadow Ln, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135701	ENR	Teresa V Sims	1981-01-25	UHC-68801-10	3847185091	9302 Meadow Ln, Houston, TX, 77045	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124257	ENR	Aaron Bell	1965-07-04	UHC-16001-92	5996254481	5517 Desert Sky Blvd # 635, Miami, FL, 33162	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120999	ENR	Daniel K Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd, Miami, FL, 33128	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139539	ENR	Kyyle G Rivera	2007-12-24	UHC-99475-72	5918657063	8014 Central Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118849	ENR	Luys A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr, Sacramento, CA, 95822	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140645	ENR	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139709	ENR	Ashley Q Mejia	1969-02-05	UHC-53643-77	8658817090	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138039	ENR	Charlotte D Perry	1983-12-12	UHC-56932-15	4792872369	6577 Spring St, Scottsdale, AZ, 85266	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141016	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	—	5441 Ocean Ave, Gilbert, AZ, 85279	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-141822	ENR	Marilyn Henderson	1982-05-24	UHC-96699-72	5264755262	3603 Camelback Rd, Houston, TX, 77070	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128948	ENR	Tyler Barnes	1966-03-01	UHC-63428-80	7433776119	2446 Apache Blvd, Jacksonville, FL, 32219	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122905	ENR	Lawrence Russell	1981-02-16	UHC-68841-12	6623194772	7206 Valley View Dr, Miami, FL, 33112	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115806	ENR	Jose W Campbell	1980-01-09	UHC-70117-04	6684951635	5850 Union St, Jacksonville, FL, 32269	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125249	ENR	Sharon Chapman	1967-01-14	UHC-40644-74	7188265245	249 Ocean Ave, Los Angeles, CA, 90051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122394	ENR	Carl F Nichols	1962-11-25	UHC-14580-29	—	6806 Mesa Dr, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
ENR-110648	ENR	Pamela Phillips	1971-11-10	UHC-63688-70	4526539125	8055 Hillcrest Rd, Gilbert, AZ, 85294	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-101454	ENR	Frank R Wallace	1999-09-15	UHC-74375-66	2852010316	37 Washington St, Tucson, AZ, 85782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100559	ENR	Christine W Bennett	1990-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106289	ENR	Stephen X Padilla	1944-08-13	UHC-17049-24	4922003897	5987 River Rd, Eden Prairie, MN, 55306	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114213	ENR	Charlotte Ortiz	1948-07-13	UHC-29882-85	6192499968	4844 Lincoln Way, Las Vegas, NV, 89181	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120578	ENR	Beverly Hunter	1996-11-15	UHC-61579-57	7736722371	121 Desert Sky Blvd, Plano, TX, 75041	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123209	ENR	Natalie Valdez	1989-01-02	UHC-77746-76	9659602449	6787 Ridge Rd, Denver, CO, 80278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124427	ENR	Evelyn W Stone	1979-09-21	UHC-65548-15	3256552557	7348 Sage Ct, Tempe, AZ, 85222	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119471	ENR	Anna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109516	ENR	Richard Q Santos	1947-06-15	UHC-94580-92	6904955430	7248 Main St, Mesa, AZ, 85217	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120412	ENR	Rebecca U Hart	1962-03-15	UHC-48738-18	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118297	ENR	Stephanie Holmes	1987-09-26	UHC-67717-30	5467464510	3877 Harbor Blvd, Scottsdale, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138615	ENR	Mason Taylor	2001-07-19	UHC-83381-43	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131209	ENR	Nicole King	1969-03-10	UHC-75840-72	8848891767	6954 Pine Dr, Phoenix, AZ, 85091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122767	ENR	Christina D Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd, Houston, TX, 77052	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112008	ENR	Maeo Armstrong	1979-02-15	UHC-54870-93	8868558811	1841 Bayshore Dr, Los Angeles, CA, 90069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142460	ENR	Deborah N Chapman	1938-10-27	UHC-03542-11	2535724174	6636 Canyon Rd, Houston, TX, 77028	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102597	ENR	Kelly Ray	1956-10-25	UHC-29979-94	8962091304	7409 Hillcrest Rd, Fresno, CA, 93743	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132820	ENR	Alice L Morrison	1965-01-13	UHC-39317-97	2293968938	7940 Sage Ct, San Antonio, TX, 78265	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118434	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118435	ENR	Maria I Jordan	1956-08-02	UHC-38848-23	5245193419	4541 Spring St, Seattle, WA, 98150	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127080	ENR	Theresa Green	1965-10-27	UHC-90230-78	3037512221	949 Canyon Rd, San Diego, CA, 92115	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115041	ENR	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	4469 Union St, Plano, TX, 75049	0.60	Name re-cased Phone reformatted SSN last four extracted City re-cased+4 more
ENR-122892	ENR	Jeremy X Austin	1956-05-06	UHC-43876-06	5155425207	1708 Apache Blvd, Minneapolis, MN, 55441	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101620	ENR	Wang H Hiroshi	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141377	ENR	Evelyn M Moore	1955-08-25	—	4022847451	7193 Elm St, Atlanta, GA, 30339	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-133861	ENR	Joe Ford	1948-09-25	UHC-81018-84	5497989992	6634 Canyon Rd, Minneapolis, MN, 55415	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114818	ENR	Mei Ford	2003-10-10	UHC-16602-17	9017563128	9236 Sage Ct, Dallas, TX, 75268	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111098	ENR	James Burke	1947-01-12	UHC-47425-07	7486023083	6978 Forest Ave, San Diego, CA, 92128	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-130650	ENR	Hannah Vazquez	2008-07-21	UHC-72499-69	4685775622	5714 River Rd, Dallas, TX, 75295	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126318	ENR	Maria Holmes	1944-06-28	UHC-41418-76	—	3447 Desert Sky Blvd, Tempe, AZ, 85290	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104820	ENR	Ana Stewart	1954-07-21	UHC-76709-04	6204024044	2654 Sunset Blvd, Fresno, CA, 93776	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

3,951 rows, page 29 of 80Previous Next