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

All sources, 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
TPA-59144	TPA	Raymond Munoz	1976-05-13	UHC-91631-69	6806992699	8454 Apache Blvd, Scottsdale, AZ, 85248	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57149	TPA	Joyce Black	2005-08-22	—	—	9734 Park Pl, Eden Prairie, MN, 55360	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114986	ENR	Ahmed Kelly	1938-03-15	UHC-46484-37	3582293492	7320 Forest Ave, Minneapolis, MN, 55471	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429169	CLM	Keith Murphy	2002-11-25	UHC-50394-87	7234990871	7738 Central Ave, Las Vegas, NV, 89169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115873	ENR	Keith R Ross	1996-07-22	UHC-52260-11	4175293226	7356 Maple Ave, Houston, TX, 77015	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103242	ENR	Anthony J Chen	1999-12-01	UHC-39314-93	—	8278 Desert Sky Blvd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-116396	ENR	Samuel U Mendoza	1960-09-17	UHC-57129-50	5202192748	508 Washington St, Tempe, AZ, 85283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139164	ENR	Carol Ruiz	2007-05-05	UHC-33407-76	4643752538	1381 Sunset Blvd # 734, Seattle, WA, 98107	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-412752	CLM	Cruz U Rachel	1995-10-10	—	—	94 Palm Dr, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21654	PRV	Dorothy Herrera	1952-04-24	—	—	6298 Broadway, Fresno, CA, 93767	0.64	Date of birth reformatted Phone missing area code ZIP+4 trimmed Email lower-cased+2 more
TPA-62542	TPA	Arthur Rivera	1966-04-15	—	—	8948 Apache Blvd, Houston, TX, 77054	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-20720	PRV	Brandon Rivera	2006-08-16	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ, 85280	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-102555	ENR	Walter Allen	1948-12-07	UHC-54700-81	7756458847	6101 Hillcrest Rd, Nashville, TN, 37294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109492	ENR	Carlos Ruiz	2005-04-19	UHC-41536-90	4923701850	7823 Highland Ave, Fresno, CA, 93704	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-105036	ENR	Stephen X Romero	2005-04-12	UHC-91458-30	7232201272	2814 Sage Ct, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409207	CLM	Jonathan Davis	1971-02-15	—	3969368043	6574 Sage Ct, Gilbert, AZ, 85207	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105109	ENR	Martha Jimenez	1966-11-05	UHC-80991-11	8906382844	6213 Oak St, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-116654	ENR	Billy V Nunez	1974-06-02	UHC-72442-85	3876015975	4507 Mesa Dr, Jacksonville, FL, 32295	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109421	ENR	Megan F Palmer	2003-04-07	UHC-42773-93	6808270867	7321 Highland Ave, Tampa, FL, 33606	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61707	TPA	Thomas Sims	1971-03-19	—	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138391	ENR	Jeffrey L Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL, 32899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106940	ENR	Michael W Carpenter	1970-03-14	UHC-72769-44	7234587347	5993 Willow Ct, Tucson, AZ, 85755	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412145	CLM	Doris Guerrero	1951-01-14	UHC-32145-61	2233136814	1029 Spring St, Las Vegas, NV, 89147	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115078	ENR	Butler Andrea	1941-12-05	UHC-91603-61	6377994482	6968 Highland Ave, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122369	ENR	Abigail Gomez	1954-05-20	UHC-76184-54	—	9733 Apache Blvd, Tempe, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-420431	CLM	Paul Wang	2006-01-27	UHC-64029-57	—	315 Forest Ave, Charlotte, NC, 28273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-138644	ENR	Anna M Reed	1993-06-10	UHC-81319-46	5678013180	5711 Park Pl, Jacksonville, FL, 32274	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-416316	CLM	Mei V Stewart	2006-05-24	UHC-01171-55	—	2068 Mountain View Dr, Las Vegas, NV, 89182	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-28942	PRV	Eric Owens	1963-08-24	UHC-64461-99	2277760343	1197 Willow Ct, Orlando, FL, 32872	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141563	ENR	Michael A Howard	1947-06-26	UHC-16390-23	7095995372	2431 Park Pl, Las Vegas, NV, 89151	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426938	CLM	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd, San Diego, CA, 92195	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21079	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21078	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
TPA-55647	TPA	Mei Li	1953-11-28	—	7116684556	9840 Palm Dr, Jacksonville, FL, 32255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107563	ENR	Kathleen Taylor	2004-01-06	UHC-38509-24	—	7201 Union St, Gilbert, AZ, 85273	0.64	Name re-cased Two-digit birth year City re-cased ZIP+4 trimmed+2 more
TPA-57522	TPA	Thomas Foster	1999-05-26	—	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134098	ENR	Sarah E Carlson	1943-02-20	UHC-61080-99	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21450	PRV	Peter Wallace	1974-02-10	UHC-28274-41	7815872506	1572 Lake View Rd, Tampa, FL, 33622	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400697	CLM	Yuki Nichols	2006-11-24	—	—	2072 Lincoln Way, Denver, CO, 80237	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55093	TPA	Betty Rose	2004-02-14	—	—	1454 Grand Ave, Glendale, AZ, 85332	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139949	ENR	Juan M Vasquez	1998-08-20	UHC-59195-16	3589642035	2523 Main St, San Diego, CA, 92165	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118450	ENR	Marliyn J Maldonado	1964-05-17	UHC-86096-01	4868072196	3646 Canyon Rd, Orlando, FL, 32847	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21598	PRV	Nathan Tucker	1982-07-18	—	5058955843	573 Union St, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119685	ENR	Jeffrey A Lopez	1956-04-07	UHC-38292-42	3879602356	2377 Central Ave, Miami, FL, 33181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105473	ENR	Carol Perry	1987-06-27	UHC-00745-17	6725718460	2551 Washington St, Plano, TX, 75043	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28497	PRV	Kathrny Cooper	2000-07-27	—	—	2987 Spring St, San Antonio, TX, 78236	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112007	ENR	Billy R Le	1940-01-19	UHC-22687-90	7982733512	1390 Mesa Dr, Phoenix, AZ, 85003	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24567	PRV	Jacob Medina	1940-11-12	UHC-52242-33	2084056695	898 Jefferson Ave, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109008	ENR	Steven Richards	1973-06-17	UHC-94453-06	9305380787	7325 Camelback Rd, Miami, FL, 33179	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109009	ENR	Steven Richards	1973-06-17	UHC-94453-06	9305380787	7325 Camelback Rd, Miami, FL, 33179	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 85 of 166Previous Next