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 “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
CLM-408758	CLM	Timohy Weber	2001-09-27	UHC-91272-09	8739230347	3400 Park Pl, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-421987	CLM	Kate Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH, 43237	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-58336	TPA	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr, Jacksonville, FL, 32295	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-141251	ENR	Bryan O Mejia	1938-02-15	UHC-80996-74	7552879463	522 Ocean Ave, Jacksonville, FL, 32240	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-62785	TPA	Victoria Castro	2006-07-13	—	3675660290	2915 Central Ave, Tucson, AZ, 85797	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-119310	ENR	Mason A Yang	1939-11-28	UHC-21731-56	9186914852	8549 Lake View Rd, Plano, TX, 75072	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
TPA-54329	TPA	Larry Alvarado	1978-05-04	—	7187767150	3582 Church St, Glendale, AZ, 85361	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-427710	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427709	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-128360	ENR	Benjamin Wong	1948-10-12	UHC-60828-17	3405970565	1782 Pine Dr, Mesa, AZ, 85217	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-140585	ENR	Valentina H Reid	1965-04-06	UHC-92970-85	6779096548	6406 Camelback Rd, Nashville, TN, 37267	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-137479	ENR	Carolyn Santiago	1979-07-12	UHC-60388-44	2589087250	2007 Church St, Plano, TX, 75053	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
CLM-404121	CLM	Lisa Wlker	1979-01-20	—	6869250852	5732 Forest Ave, Tempe, AZ, 85276	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-423023	CLM	Kimberly Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
TPA-54965	TPA	Maria Singh	1987-02-18	—	4212876631	3060 Lincoln Way, Austin, TX, 78790	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
TPA-63212	TPA	Michelle Oliver	1978-02-16	UHC-82552-09	—	8192 Indian School Rd, Sacramento, CA, 95899	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-419478	CLM	Marilyn Hut	1985-03-25	UHC-30807-74	8722826872	8599 Lake View Rd, Nashville, TN, 37242	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-134024	ENR	Camila Herrera	1946-01-08	UHC-53583-98	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-107870	ENR	Pamela T Wagner	1960-06-10	UHC-90245-31	2434635405	5087 Sage Ct, Orlando, FL, 32879	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
PRV-26206	PRV	Sara Powell	2005-02-03	—	4595729223	4148 Ocean Ave, Houston, TX, 77044	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-110149	ENR	Arjun Q Bell	1962-05-06	UHC-99994-84	2934297320	2219 Palm Dr, Columbus, OH, 43221	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-140812	ENR	Anna Hudson	1951-03-14	UHC-78384-29	7147986255	9254 Highland Ave, Tucson, AZ, 85727	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
PRV-29182	PRV	Denise Y Gibson	1973-06-15	—	5727006996	3493 Elm St, Charlotte, NC, 28256	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-26918	PRV	David Woods	1938-05-26	UHC-82071-75	6292712914	1578 Union St, Nashville, TN, 37211	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-128159	ENR	Donald Wite	1983-09-24	UHC-98726-28	4434997750	4638 Oak St, Charlotte, NC, 28217	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-27900	PRV	Eugene Crawford	1954-05-05	—	9867989533	6267 Broadway, Scottsdale, AZ, 85277	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-421997	CLM	George Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-404922	CLM	Jessica Torres	1971-07-02	UHC-04919-14	7079164172	1126 Elm St, Atlanta, GA, 30368	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-419184	CLM	Hiroshi Harris	1992-03-24	UHC-10926-62	5049109320	2833 Lake View Rd, Denver, CO, 80219	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-419183	CLM	Hiroshi Harris	1992-03-24	UHC-10926-62	5049109320	2833 Lake View Rd, Denver, CO, 80219	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-107632	ENR	Steven K Ross	1983-04-15	UHC-35235-48	7414864168	2627 Bayshore Dr, Atlanta, GA, 30390	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-57214	TPA	Jaanice Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-418193	CLM	Brandon Reid	1969-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-403969	CLM	Hiroshi M Dean	1990-01-21	UHC-65896-87	—	4880 Mountain View Dr, Austin, TX, 78737	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-133393	ENR	Alan Ellis	1991-01-18	UHC-70586-66	4035605611	9768 Mountain View Dr, Plano, TX, 75055	0.78	Phone reformatted City re-cased State name converted to code Email lower-cased+1 more
ENR-120728	ENR	Henry T Walsh	1949-08-27	UHC-89689-34	8319492219	7903 Meadow Ln, Gilbert, AZ, 85277	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-25269	PRV	Mason Rose	1948-06-12	UHC-72109-49	6539590695	1468 Central Ave, Phoenix, AZ, 85021	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-411272	CLM	Alexis West	1988-07-16	UHC-45209-44	5456237135	3085 Ridge Rd, Los Angeles, CA, 90031	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-118513	ENR	Joey Geene	1966-11-03	UHC-02610-23	8104090778	2364 Palm Dr, Tempe, AZ, 85298	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-421001	CLM	Tyler Q Reed	1950-11-15	—	—	7735 Meadow Ln, Eden Prairie, MN, 55380	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-121180	ENR	Sarah N Singh	1940-12-15	UHC-49529-34	—	220 Broadway, Jacksonville, FL, 32214	0.78	Name re-cased Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-122803	ENR	Jordan Z Meyer	1979-11-20	UHC-78701-38	3724742467	2848 Sunset Blvd, Eden Prairie, MN, 55317	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-411425	CLM	Timothy J Riice	1953-04-19	—	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-411410	CLM	Kelly Wheler	1975-11-17	UHC-91238-92	—	4067 Washington St, Orlando, FL, 32855	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-430839	CLM	Justin Rojas	1990-12-21	UHC-58364-37	—	3565 Highland Ave, Tampa, FL, 33662	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-128710	ENR	Ryan W Jordan	1998-05-21	UHC-77314-38	8588257642	3112 Broadway, Orlando, FL, 32821	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-57579	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-410530	CLM	Ruth R Myers	1991-05-07	UHC-99379-70	8999592196	8516 Broadway, Columbus, OH, 43212	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-404914	CLM	Austin Z Wong	1961-03-19	—	7579956047	7229 Cedar Ln, Los Angeles, CA, 90055	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-118733	ENR	Gabriel Hill	1996-05-02	UHC-84855-87	9359605061	3390 Main St, Dallas, TX, 75230	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more

9,084 rows, page 153 of 182Previous Next