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-429939	CLM	Laurne I Johnson	1991-06-02	—	—	1441 Central Ave, Tempe, AZ, 85200	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-124876	ENR	Anthony F Fernandez	1950-07-04	UHC-52235-73	7575491957	899 River Rd, Jacksonville, FL, 32254	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-419810	CLM	Lawrence Smiith	1964-03-19	UHC-22685-39	—	259 Central Ave, Orlando, FL, 32877	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-140249	ENR	Jonathan Santos	1953-10-16	UHC-39949-87	—	7007 Indian School Rd, San Diego, CA, 92167	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-417467	CLM	Alice Harper	1979-06-01	—	—	6995 Meadow Ln, Plano, TX, 75017	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-23930	PRV	Eugene Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-121652	ENR	Fatima T Wilson	1955-05-22	UHC-30785-80	4022308476	2962 River Rd, Tucson, AZ, 85783	0.66	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
CLM-411742	CLM	Priya Tucker	1981-02-07	UHC-26060-45	—	619 Ocean Ave, Jacksonville, FL, 32248	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-423444	CLM	Larry N Salazar	1959-01-11	UHC-88293-04	6173975906	3354 Park Pl, Gilbert, AZ, 85257	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-27641	PRV	Ruth Ross	1970-04-21	UHC-60558-56	—	3071 Canyon Rd, Phoenix, AZ, 85096	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-400853	CLM	Nicholas Colemna	1945-09-10	UHC-80494-31	—	441 Washington St, Chandler, AZ, 85294	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-141578	ENR	Frances Yang	1968-08-14	UHC-53107-97	3795253532	9875 Park Pl # 366, Miami, FL, 33154	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-142707	ENR	Donald Wallace	1966-05-22	UHC-15888-67	2143853591	3382 Main St, Austin, TX, 78763	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-60193	TPA	Jose Arnold	1973-03-20	—	7735759385	9748 Lake View Rd, Nashville, TN, 37247	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-424554	CLM	Santiago Franklin	1954-10-10	—	9599179021	6914 Oak St, Mesa, AZ, 85299	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57273	TPA	Billy Price	1955-12-11	—	—	8964 Willow Ct, Denver, CO, 80285	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-107452	ENR	Sharon Lynch	1977-12-04	UHC-62183-25	4857003847	8452 Desert Sky Blvd, Miami, FL, 33157	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58064	TPA	Barbara Ortiz	1975-09-23	—	—	9244 Hillcrest Rd, Scottsdale, AZ, 85247	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125595	ENR	Yuki Harvey	1997-05-09	UHC-16316-39	2508728767	2071 Mesa Dr, Tampa, FL, 33619	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60317	TPA	Amber T Wells	1953-04-11	—	—	3814 Palm Dr, Eden Prairie, MN, 55386	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125556	ENR	Tyler Peters	1952-03-28	UHC-74941-59	5422917324	3062 Main St, Fresno, CA, 93743	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55379	TPA	Kevin Vazquez	1945-11-22	—	—	1448 Elm St, Mesa, AZ, 85225	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108863	ENR	Robert H Murphy	1999-04-24	UHC-28931-58	4718085102	7979 Apache Blvd, Charlotte, NC, 28258	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401296	CLM	George Medina	1973-04-16	UHC-11140-35	3594854403	2311 Sunset Blvd, Seattle, WA, 98192	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409157	CLM	Steven Gilbert	1963-12-04	UHC-22739-27	—	2769 Lincoln Way, Tampa, FL, 33611	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-432116	CLM	Andrea J Gray	1975-11-10	—	—	1001 Broadway, Gilbert, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-27133	PRV	Micahel Porter	2003-09-12	UHC-50791-32	4312582237	5538 Elm St, Houston, TX, 77079	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55440	TPA	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55439	TPA	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123810	ENR	Arthur Oliver	1995-04-22	UHC-95097-30	5062102612	8600 Union St, Houston, TX, 77051	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139077	ENR	Paul C Williiams	1960-07-19	UHC-92291-18	—	5880 Forest Ave, Fresno, CA	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-411550	CLM	Gbariel T Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave Apt 29, Chandler, AZ, 85212	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
PRV-20669	PRV	Sofia Day	1938-07-28	—	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-114675	ENR	Kelly Smith	1992-03-27	UHC-61111-64	7669133363	3349 Sage Ct, Orlando, FL, 32889	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135615	ENR	Santiago K James	1987-01-01	UHC-85908-77	2277937880	5581 Sunset Blvd, Minneapolis, MN, 55473	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132017	ENR	Carol Peterson	1988-03-27	UHC-20697-04	9047784461	7116 Central Ave, Columbus, OH, 43230	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-108260	ENR	Philip Z Barry	1944-09-03	UHC-06254-11	3583435972	1544 Pine Dr, Sacramento, CA, 95812	0.66	City re-cased State name converted to code Email lower-cased Gender normalised+1 more
PRV-25144	PRV	Paul I Woods	2007-09-24	—	—	8824 Spring St, Scottsdale, AZ, 85296	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401820	CLM	Jon Rivera	1992-08-01	—	3459145090	728 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-117038	ENR	Amy Robinson	1967-09-23	UHC-32707-46	8938407867	3052 Union St, Houston, TX, 77003	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422321	CLM	Timothy Kelely	1963-02-22	UHC-22592-15	—	4707 Church St, Glendale, AZ, 85309	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105518	ENR	Brian L Andrews	1960-12-05	—	4946002511	8947 Forest Ave, Sacramento, CA, 95813	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407490	CLM	Doris G Murphy	1953-03-22	UHC-18676-02	—	9130 Lincoln Way, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136448	ENR	Laura Meyer	1939-01-25	UHC-68984-17	7593630673	4994 Sage Ct, San Antonio, TX, 78235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27840	PRV	Joe Payne	1996-08-03	—	—	6313 Central Ave, Scottsdale, AZ, 85221	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
TPA-63390	TPA	Charrles X Butler	1963-10-19	—	—	7058 Central Ave, Miami, FL, 33187	0.66	Middle initial moved out of first name Name re-cased State name converted to code Whitespace trimmed+1 more
TPA-56823	TPA	Olivya Perez	1963-04-16	—	—	1737 Union St, Tampa, FL, 33689	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
CLM-423427	CLM	Ralph Knight	1998-02-15	—	—	3878 Jefferson Ave, Seattle, WA, 98155	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-103953	ENR	Wayne Jones	1975-01-24	UHC-18856-20	5299975980	408 Canyon Rd, Jacksonville, FL, 32204	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-138095	ENR	James Soto	2006-12-21	—	4934833194	8968 Maple Ave Apt 22, San Diego, CA, 92142	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more

9,084 rows, page 114 of 182Previous Next