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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102883	ENR	Hiroshi Banks	1990-07-07	UHC-81094-40	4195819399	3319 Ocean Ave, Las Vegas, NV, 89119	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-100040	ENR	Lauren X Williams	2002-07-08	UHC-33359-92	2732873430	3118 Sunset Blvd, Mesa, AZ, 85293	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-117783	ENR	Roy Miller	1942-04-16	UHC-46524-24	2974971465	5054 Camelback Rd, Austin, TX, 78715	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432816	CLM	Janet Ryan	1975-11-19	UHC-91920-53	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-138928	ENR	Diane Santos	1953-10-21	UHC-33702-74	5968148239	7033 Highland Ave, Los Angeles, CA, 90085	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-134149	ENR	Masun Q Smith	1961-02-15	UHC-13514-35	2662525669	3073 Jefferson Ave, Tempe, AZ, 85289	0.78	Phone reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
TPA-53881	TPA	Caroln Clark	2000-02-04	UHC-25927-01	—	7512 Meadow Ln, Tampa, FL, 33629	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126947	ENR	Bruce Nelson	1993-03-13	UHC-72135-31	2429460806	9238 Oak St, Nashville, TN	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-102572	ENR	Mei F Estrada	1958-06-13	UHC-89965-96	9867750981	8211 Church St, Tempe, AZ, 85267	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-123668	ENR	Charles V Patel	1986-06-21	UHC-59535-70	—	2290 Indian School Rd, Nashville, TN, 37293	0.78	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
PRV-23395	PRV	Carl C Watson	1947-06-09	UHC-46114-22	—	4297 Palm Dr, Miami, FL, 33100	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-406281	CLM	Carol Willis	1978-04-14	UHC-44523-10	3298180918	3797 Palm Dr, Los Angeles, CA, 90057	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-52559	TPA	Matthew Ryan	1972-02-10	UHC-87039-03	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420958	CLM	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave # 675, Los Angeles, CA, 90081	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-426164	CLM	Timothy Stevens	2003-10-25	UHC-96853-72	—	6676 River Rd, Miami, FL, 33103	0.78	Member ID reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430796	CLM	Jacob Rose	1989-01-02	UHC-83239-78	4309787580	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-114258	ENR	Sara Kennedy	2000-01-08	UHC-98495-94	8276373717	5858 Elm St, Denver, CO, 80296	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-22111	PRV	Aaron U Mason	1955-06-21	UHC-53527-13	2874515027	7117 Jefferson Ave, Glendale, AZ, 85385	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133004	ENR	Billy R Peterson	1983-03-22	UHC-37115-86	4296632093	5022 Willow Ct, Tampa, FL	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-126236	ENR	Douglas E Wang	1938-02-04	UHC-65965-34	9179773554	566 Pine Dr, San Diego, CA, 92145	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-113414	ENR	Nicholas Estrada	1979-07-19	UHC-57748-42	7326835696	5564 Desert Sky Blvd, Seattle, WA, 98137	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-133076	ENR	Samuel T Ortiz	2003-03-10	UHC-60340-19	3319354702	4062 Highland Ave, Glendale, AZ, 85301	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400715	CLM	Lori E Meyer	1959-11-17	UHC-13791-29	—	9738 Canyon Rd, Charlotte, NC, 28282	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-130823	ENR	Dylan C Porter	1972-10-15	UHC-33063-04	8318746121	2998 Union St, Tucson, AZ, 85790	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-59255	TPA	Samuel Bennett	1946-07-10	UHC-99610-72	—	4248 Lincoln Way, Fresno, CA, 93754	0.78	Name re-cased Member ID reformatted City re-cased Gender normalised+1 more
TPA-51308	TPA	Digo West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130636	ENR	Marilyn S Young	1962-10-11	UHC-08043-56	4469964893	2241 River Rd, Los Angeles, CA, 90039	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-121273	ENR	Isabella O Parker	1950-07-27	UHC-81955-73	5634906328	4527 Pine Dr, San Diego, CA, 92171	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-125815	ENR	Eugene K Shaw	1994-04-20	UHC-25447-95	—	2600 Meadow Ln, Los Angeles, CA, 90090	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+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
ENR-141362	ENR	Jeffrey Contreras	1981-09-22	UHC-33774-85	7666975130	2766 Mesa Dr, Tucson, AZ, 85721	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-139173	ENR	Jason V Ortega	1996-12-07	UHC-48110-72	5958328200	7545 Apache Blvd, San Antonio, TX, 78249	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126956	ENR	Fatima Scott	1942-06-24	UHC-88687-99	5987958688	7415 Lake View Rd, Plano, TX, 75091	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-125711	ENR	Billy Cook	1978-11-21	UHC-50005-94	3589721902	5824 Willow Ct, Scottsdale, AZ, 85208	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-123795	ENR	Kayla J Vazquez	1968-03-21	UHC-82449-57	9046737761	6711 Ridge Rd, Tucson, AZ, 85766	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413235	CLM	Terry Bowman	1984-02-01	UHC-58664-75	3083506683	3752 Lincoln Way, Glendale, AZ, 85372	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-403029	CLM	Raymond E Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-100124	ENR	Judith H Nichols	1989-12-05	UHC-38800-69	8239658375	302 Palm Dr, Seattle, WA, 98113	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-119541	ENR	Shirley Z Russell	1975-04-25	UHC-17459-89	7229581430	6139 Spring St, Miami, FL, 33191	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
ENR-136134	ENR	Sofia Mitchell	1969-05-08	UHC-25956-67	6635226738	1194 Ridge Rd, Miami, FL, 33130	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126019	ENR	Douglas H Sandovl	1972-08-06	UHC-31467-72	5619136180	423 Spring St, Minneapolis, MN, 55488	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-141239	ENR	Diane Hansen	1984-09-26	UHC-86277-22	2673637302	1906 Jefferson Ave, Scottsdale, AZ, 85248	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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-102354	ENR	Bobby Diaz	1991-11-03	UHC-03799-75	4534807806	1619 Broadway, Eden Prairie, MN, 55319	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-108831	ENR	Bruce O Robinson	1945-08-13	UHC-07311-80	7333020034	2956 Spring St, Charlotte, NC	0.78	Name re-cased Member ID reformatted State code upper-cased ZIP missing+1 more
ENR-136429	ENR	Roger M Robinson	1990-04-28	UHC-22981-73	6299699491	2138 Ocean Ave, Tampa, FL, 33617	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126111	ENR	Crol G Garrett	1971-01-17	UHC-65902-92	9076525042	1631 River Rd, Tempe, AZ, 85213	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-121715	ENR	Frances Black	1973-01-08	UHC-69988-34	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-124419	ENR	Jeerry Green	1956-06-23	UHC-67734-23	—	9486 Baseline Rd, Eden Prairie, MN, 55320	0.78	Name re-cased Member ID reformatted Email lower-cased Gender normalised+1 more
CLM-424500	CLM	Charles T Nguyen	1981-01-23	UHC-11107-77	6186847915	7463 Forest Ave, Sacramento, CA, 95831	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more

7,723 rows, page 94 of 155Previous Next