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
CLM-415024	CLM	Janice Hererra	1986-09-18	UHC-91917-46	3393602176	2585 Grand Ave, Austin, TX, 78760	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-412369	CLM	Sharon Thomas	1942-09-22	UHC-96128-13	8766802037	3073 Lincoln Way, San Antonio, TX, 78243	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119349	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113207	ENR	Mateo P McCoy	1989-09-18	UHC-20963-71	8246598642	514 Spring St, Scottsdale, AZ, 85279	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111617	ENR	Emma N Dunn	1972-11-22	UHC-28577-51	6095564294	7042 Broadway, Chandler, AZ, 85249	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-405753	CLM	Janet Tran	2006-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-51339	TPA	Judith Pena	1939-08-25	—	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139997	ENR	Stephen U Herrera	1950-05-18	UHC-99274-57	9304105875	1373 Park Pl, Minneapolis, MN, 55449	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-116638	ENR	Thomas A Guzman	1998-04-26	UHC-06290-37	8538788154	6043 Apache Blvd, Tempe, AZ, 85234	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-134917	ENR	Donna Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59128	TPA	Julia Garza	1951-12-07	UHC-69609-77	2879180689	9030 Indian School Rd, Las Vegas, NV, 89162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418786	CLM	Jesse Snyder	1989-03-27	UHC-23086-52	—	6453 Grand Ave, Scottsdale, AZ, 85266	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-143082	ENR	Brittany Reyes	1949-01-21	UHC-87647-23	5013171028	7712 Highland Ave, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143083	ENR	Brittany Reyes	1949-01-21	UHC-87647-23	5013171028	7712 Highland Ave, Eden Prairie, MN, 55373	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118942	ENR	Ahmed A Jones	1943-03-22	UHC-81105-23	3932081531	2851 Indian School Rd, Miami, FL, 33127	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101567	ENR	Carl Morrison	1989-06-26	UHC-22994-76	6654491872	3084 River Rd, Denver, CO, 80236	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134297	ENR	Nathan H Brown	2004-07-03	UHC-58183-45	7184169819	7754 Mountain View Dr, Austin, TX, 78746	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117248	ENR	Andrea P Green	1946-07-01	UHC-80096-47	—	2561 Jefferson Ave, Chandler, AZ, 85221	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-24061	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24060	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428953	CLM	Susan T Richardson	1946-05-15	—	2569360003	1926 Pine Dr, Tampa, FL, 33604	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428328	CLM	Jerry E Snyder	2004-07-14	—	8952122926	2995 Ridge Rd, Fresno, CA, 93791	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21592	PRV	Valeentina B Duncan	1952-02-08	—	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411485	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	—	7701 Ocean Ave, Tampa, FL, 33669	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-126377	ENR	Ashley Garrett	1975-10-05	UHC-61998-34	6482839997	5074 Sage Ct, Phoenix, AZ, 85000	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124597	ENR	Carl W Banks	1979-07-28	UHC-44122-85	7795715705	7792 Jefferson Ave, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123349	ENR	Doris Morris	1981-02-14	—	3819961961	4738 Willow Ct, Columbus, OH, 43236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23609	PRV	Brandon Banks	1955-04-16	UHC-97066-54	5904177591	41 Central Ave, Houston, TX, 77073	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106571	ENR	Marcus Ward	1952-05-03	UHC-01655-80	8878421034	8789 Park Pl, Plano, TX, 75059	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-62382	TPA	Lauren Castillo	1995-02-27	—	5838302953	1958 Highland Ave, Austin, TX, 78734	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129254	ENR	Edwerd Reed	1957-05-20	UHC-06276-31	8336528564	1422 Lincoln Way, San Antonio, TX, 78207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423476	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	4699982916	884 Lake View Rd, Orlando, FL, 32800	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408929	CLM	Kevin Powell	1944-02-06	—	4584483116	8193 Union St, Tucson, AZ, 85762	0.60	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-125796	ENR	Janet N Mdeina	1946-07-22	UHC-79714-34	4147760228	4997 Main St, Seattle, WA, 98104	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432697	CLM	Noah Andrews	1948-09-25	—	—	7736 Grand Ave, Denver, CO, 80251	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-135869	ENR	Keith Wheeler	1952-02-22	UHC-48227-16	—	1930 Park Pl, Scottsdale, AZ, 85289	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134964	ENR	Mason A Reid	1994-02-25	UHC-94678-82	8328805841	4264 Palm Dr # 906, Seattle, WA, 98165	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-403988	CLM	Cynthia Burton	1960-07-26	UHC-26454-12	5116006211	7275 Apache Blvd, Charlotte, NC, 28216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416190	CLM	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL, 33699	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403091	CLM	Patricia Miller	1943-02-16	—	3122010988	1760 Pine Dr, Denver, CO, 80257	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424265	CLM	Watkins Frances	1946-10-08	UHC-87981-39	—	983 Highland Ave, Orlando, FL, 32864	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
ENR-132753	ENR	Jennifer Sanchez	1947-03-13	UHC-17356-59	7176815041	3948 Canyon Rd, Mesa, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138090	ENR	Joe B Welch	2003-03-10	UHC-01942-36	4473401088	8568 Ocean Ave, Phoenix, AZ, 85071	0.60	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-105039	ENR	Wayne M Lawrence	1938-02-18	UHC-40777-26	4917798003	6921 Sage Ct, Jacksonville, FL, 32200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24822	PRV	Edward K Cox	1978-07-11	—	4298913946	8251 Sage Ct, Houston, TX, 77023	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-408338	CLM	Gary West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26038	PRV	Sean Padilla	1952-08-23	UHC-71398-04	2802396017	1293 Harbor Blvd, Eden Prairie, MN, 55346	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21973	PRV	Madison Hamilton	1990-02-09	—	2217902733	2720 Forest Ave, Scottsdale, AZ, 85288	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20305	PRV	Joan Singh	1960-03-25	—	7248919613	5676 Palm Dr, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106189	ENR	Amy Fuller	1982-08-24	UHC-70500-62	7492760762	6125 Pine Dr, Tucson, AZ, 85746	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

8,263 rows, page 60 of 166Previous Next