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-133832	ENR	David E Guzman	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111333	ENR	Walter H Fullre	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA, 30360	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123221	ENR	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
ENR-105390	ENR	Fatima D Elliott	1950-11-05	UHC-65317-75	2833030744	5297 Indian School Rd, San Diego, CA, 92115	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107826	ENR	Janice Phillips	1982-07-19	UHC-17792-86	8216708173	5098 Pine Dr, Dallas, TX, 75203	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131857	ENR	Cynthia Ray	1952-08-09	UHC-95030-16	2423345231	5099 Ocean Ave, Sacramento, CA, 95899	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102292	ENR	Sofia Huunt	2008-11-28	UHC-72477-47	3799944854	7726 Lake View Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-129522	ENR	Betty P Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121527	ENR	Zachary K Evans	1960-01-17	UHC-55762-90	3896581725	1240 Palm Dr, Miami, FL, 33182	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124566	ENR	Pamela Syms	2003-07-07	UHC-11226-34	6417452159	6354 Bayshore Dr, Los Angeles, CA, 90064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122759	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-118259	ENR	Julie K Moragn	1943-06-26	UHC-64210-57	5436177281	1606 Baseline Rd, Gilbert, AZ, 85223	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100645	ENR	Hannah L Robertson	1963-06-02	UHC-17352-54	3266772636	7805 Ocean Ave, San Diego, CA, 92122	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142846	ENR	Maria K Santos	1979-04-06	UHC-67746-83	3485020959	3088 Desert Sky Blvd, Tampa, FL, 33621	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128004	ENR	Virginia Clark	1956-11-05	UHC-07844-60	3832297394	8280 Forest Ave, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
ENR-140272	ENR	Lugan Silva	1957-07-14	UHC-62864-84	7015343193	8826 Church St, Seattle, WA, 98183	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140463	ENR	Camila Russell	2008-11-10	UHC-48176-69	9417743586	535 Indian School Rd, Gilbert, AZ, 85227	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128983	ENR	Steve U Evans	1969-10-12	UHC-53770-89	9332820762	9061 Meadow Ln, Sacramento, CA, 95854	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141858	ENR	Timothy Gonzales	1992-10-25	UHC-54402-04	2468541764	6157 Market St, Houston, TX, 77065	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102617	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St Apt 17, Dallas, TX, 75296	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-139341	ENR	Larry Garcia	1952-09-11	UHC-62291-99	2833899872	3651 Harbor Blvd, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101361	ENR	Carolyn L Collins	2001-07-24	UHC-87961-21	8929038071	7280 Palm Dr, Gilbert, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129109	ENR	Jennifer N Lopez	1953-04-17	UHC-10266-57	—	9814 Ridge Rd, Chandler, AZ, 85250	0.64	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-102853	ENR	Heather Valdez	1966-03-06	UHC-93047-86	7113951690	8589 Mountain View Dr, Tampa, FL, 33638	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102878	ENR	Jason Medina	1983-10-28	UHC-26945-97	9517626420	9662 Maple Ave, San Antonio, TX, 78252	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139537	ENR	Samantha N Howard	1955-11-11	UHC-54388-27	4198041104	9210 Park Pl, Phoenix, AZ, 85042	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102322	ENR	Gabriel Walker	1976-02-08	UHC-80576-44	8717119502	5984 Mesa Dr, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136979	ENR	Christina Hawkins	1999-03-20	UHC-88607-22	4485262978	4653 Lincoln Way, Las Vegas, NV, 89117	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-123106	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-123107	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-120167	ENR	Hannah Carr	1943-07-10	UHC-05494-43	7297882463	8041 Cedar Ln, Sacramento, CA, 95860	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139786	ENR	Priya R Lane	1968-12-20	UHC-02436-88	5743735457	7884 Washington St, Nashville, TN, 37238	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101571	ENR	Vincent W Foster	1971-04-22	UHC-78204-77	7909707994	8942 Valley View Dr, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133989	ENR	Gregory T Gutierrez	1938-02-28	UHC-09302-32	7829520279	7268 Spring St, Columbus, OH, 43211	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101009	ENR	Camila U Munoz	1992-07-04	—	5914727245	9042 Canyon Rd, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104208	ENR	Keith G Cunningham	1962-05-22	UHC-21738-50	9387137318	6316 Central Ave, Charlotte, NC, 28224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111448	ENR	Jean H Vasquze	1972-09-15	UHC-72732-38	7133433139	447 Ocean Ave, Jacksonville, FL, 32204	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112645	ENR	Evelyn R Hamilton	1996-05-27	UHC-19691-51	9292051446	5460 Cedar Ln, Denver, CO, 80268	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136269	ENR	Bradley P Gilbert	1985-10-09	UHC-76728-84	7018948607	3443 Oak St, Glendale, AZ, 85334	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122666	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100694	ENR	Mary W Hoffman	2000-09-03	UHC-18674-07	6032428636	6372 Oak St, Glendale, AZ, 85303	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100212	ENR	Katherine X Young	1985-06-08	UHC-45033-96	9274545148	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-113846	ENR	Vincent Day	1994-01-23	UHC-43106-96	5384793763	815 Highland Ave, Eden Prairie, MN, 55386	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121826	ENR	Sarah Warren	1961-05-12	UHC-02050-37	6016592829	7979 Meadow Ln, Scottsdale, AZ, 85270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127945	ENR	Jennifer I Weber	1946-07-05	UHC-83139-76	9197241137	4569 Jefferson Ave, Eden Prairie, MN, 55389	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121006	ENR	Bruce Arnold	1947-05-25	UHC-54596-65	3967214978	7396 Main St, Sacramento, CA, 95811	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109490	ENR	Nancy Robertson	1940-04-16	UHC-25650-42	5838436550	5341 Baseline Rd, Tampa, FL, 33688	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115328	ENR	Anna I Dominguez	1988-01-08	UHC-48356-13	7637036214	1499 Indian School Rd, Seattle, WA, 98150	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133637	ENR	Kimberly Bell	1938-02-18	UHC-35960-58	5787019905	9241 Elm St, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-136453	ENR	Frances E Miller	1940-08-06	UHC-26918-94	5412059842	1684 Broadway, Gilbert, AZ, 85287	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more

4,296 rows, page 52 of 86Previous Next