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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410460	CLM	Zachary Green	1978-02-02	—	3508287855	2091 Willow Ct, San Diego, CA, 92134	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422610	CLM	Carlos Williiamson	1977-07-01	UHC-61358-72	7075107974	5335 Highland Ave, Tempe, AZ, 85242	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-401456	CLM	Teresa C Hill	1990-08-22	UHC-82145-43	—	8639 Meadow Ln, Seattle, WA, 98178	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52864	TPA	George Greene	1953-01-17	—	—	2020 Union St, Seattle, WA, 98198	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125175	ENR	Terry Simpson	1955-01-10	UHC-34152-23	6476193420	292 River Rd, Columbus, OH, 43209	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411237	CLM	Joyce Spencer	1948-01-17	—	9712380933	5919 Broadway # 624, Sacramento, CA, 95800	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
TPA-52568	TPA	Jordan Duncan	1993-06-11	—	—	4713 Indian School Rd, Houston, TX, 77066	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100835	ENR	Bruce P Martinez	1967-02-06	UHC-23802-99	9262290984	6126 Canyon Rd, Dallas, TX, 75286	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-131627	ENR	Gerald Obrien	1977-03-10	UHC-71049-32	3527023449	4101 Sage Ct, Dallas, TX	0.64	Name split from “Last, First”Name re-cased Phone reformatted ZIP missing+2 more
ENR-107062	ENR	Kelly Little	1943-10-18	UHC-04223-47	5247851643	816 Highland Ave, Tampa, FL, 33612	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-408872	CLM	Maria Ortiz	1961-08-02	—	—	1527 Park Pl, Nashville, TN, 37222	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413030	CLM	Larry Garcia	1966-06-25	UHC-28303-69	—	5239 Jefferson Ave, Tempe, AZ, 85207	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-132160	ENR	Samuel Y Bishop	1973-11-16	—	7638216000	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429391	CLM	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116019	ENR	Deborah N Harper	1973-09-28	UHC-63588-98	3247012215	4799 River Rd, Charlotte, NC, 28291	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416644	CLM	Susan Howadr	1985-08-06	UHC-50641-01	4784911931	6781 Forest Ave, Phoenix, AZ, 85059	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105707	ENR	Albert Fisher	1950-05-12	UHC-82134-65	2752288070	9029 River Rd, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-120600	ENR	Amanda I Reed	1942-12-18	UHC-39770-46	7868161924	9502 Camelback Rd, Eden Prairie, MN, 55374	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109366	ENR	Joyce Garrett	2008-12-28	UHC-90365-28	6349210712	7709 Grand Ave, Eden Prairie, MN, 55363	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-106773	ENR	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28154	PRV	Teresa Z Coleman	2005-06-26	—	8149449845	5737 Maple Ave, Phoenix, AZ, 85029	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26944	PRV	Ethan Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27041	PRV	Judy Montgomery	1962-02-14	UHC-91198-73	7003875748	6221 Central Ave, Eden Prairie, MN, 55388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57790	TPA	Logan Davis	1977-12-22	—	—	6326 Washington St, Mesa, AZ, 85237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123081	ENR	Eric V Freeman	1979-11-06	UHC-06917-70	8084558536	2593 Canyon Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129410	ENR	Wayne S Thomas	1954-02-10	UHC-60306-66	7714630083	4016 Jefferson Ave, Seattle, WA, 98168	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107088	ENR	Ryan Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-27454	PRV	Timothy Hicks	1997-03-13	UHC-44481-21	7662384445	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-28731	PRV	Noah A Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.64	Name split from “Last, First”City re-cased Email lower-cased Gender normalised+2 more
ENR-109843	ENR	Andrea Q Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110186	ENR	Deborah Pyane	1953-11-09	UHC-76162-47	7892267417	3013 Grand Ave, Phoenix, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-136082	ENR	Albert Flores	1987-06-26	UHC-98167-09	4664958764	7327 Palm Dr, Denver, CO, 80275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415436	CLM	Matthew Gilbert	1950-10-25	UHC-74569-95	—	8101 Bayshore Dr, San Diego, CA, 92198	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-59689	TPA	Mary Ramirez	1986-05-21	—	—	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112545	ENR	Camila Nelson	1997-01-14	UHC-20801-64	6132771924	5213 Valley View Dr, San Antonio, TX, 78231	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
CLM-405108	CLM	Walter S Wallace	1947-11-07	UHC-21909-81	6117535138	4602 Washington St, Tampa, FL, 33666	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109959	ENR	Helen F Smth	2001-08-18	—	—	1063 Forest Ave, Austin, TX, 78704	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409317	CLM	Julie Reynolds	2003-09-10	—	—	9505 Meadow Ln, Seattle, WA, 98136	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104092	ENR	Luis Johnston	1953-02-17	UHC-78938-09	8338888123	5175 Washington St, Los Angeles, CA, 90092	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-113164	ENR	Danielle G Parker	1944-05-13	UHC-32190-08	7346661270	8373 Church St, Tampa, FL, 33691	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402770	CLM	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-25587	PRV	Donald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-130514	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	6353 Jefferson Ave, Atlanta, GA, 30338	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-123338	ENR	Diane Meyer	1984-01-08	UHC-37316-71	8974579450	6924 Apache Blvd, Las Vegas, NV, 89182	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120100	ENR	Tyler Gomez	1972-04-01	UHC-20079-30	2977448220	33 Main St, Atlanta, GA, 30370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133898	ENR	Christopher C Thomas	2003-09-08	UHC-20607-60	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-108457	ENR	Samantha Hicks	1955-07-24	UHC-27558-25	—	3610 Valley View Dr, Eden Prairie, MN, 55346	0.64	Name split from “Last, First”Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-108119	ENR	Betty Rmirez	1972-05-04	UHC-87818-53	8738369970	4761 Desert Sky Blvd, Gilbert, AZ, 85204	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100355	ENR	Carol Arnold	1977-02-16	UHC-08800-13	9288508202	958 Pine Dr, Seattle, WA, 98169	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-125609	ENR	Pamela Vazquez	1951-08-15	UHC-47650-66	6745164540	2911 Sunset Blvd, Nashville, TN, 37236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 100 of 200Previous Next