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

Claims, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413386	CLM	Elijah Boyd	—	UHC-80648-57	6663958132	5611 Hillcrest Rd, San Diego, CA	0.20	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+6 more
CLM-407242	CLM	Kyle Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct Apt 23, Chandler, AZ, 85219	0.32	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+6 more
CLM-423139	CLM	Dylan Martin	—	UHC-41516-35	—	3591 Lake View Rd, Tampa, FL, 33622	0.32	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+6 more
CLM-405092	CLM	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA, 95896	0.32	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-427327	CLM	Melissa Anderson	1947-01-17	UHC-80083-70	4302345642	6687 Baseline Rd # 400, Seattle, WA, 98103	0.32	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+6 more
CLM-403169	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	—	2196 Sage Ct, Chandler, AZ	0.32	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+6 more
CLM-423313	CLM	Elizabeth Simpson	1942-05-15	UHC-88527-17	—	7249 Valley View Dr, Las Vegas, NV	0.34	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
CLM-411279	CLM	Patricia Kennedy	—	UHC-91915-41	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.34	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
CLM-408784	CLM	Elizabeth U Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-421798	CLM	Jacqueline Hicks	1938-03-12	—	3807367879	9011 Cedar Ln # 748, Columbus, OH, 43214	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-420781	CLM	Shirley Brooks	2008-01-09	UHC-97696-13	—	9548 Washington St, Atlanta, GA, 30396	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-419253	CLM	Andrea F King	1960-01-13	—	—	2238 Sage Ct, San Antonio, TX, 78213	0.36	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-405534	CLM	Riley Judith	1985-11-28	—	—	2484 Valley View Dr, Columbus, OH	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-412248	CLM	Julie Sullivan	1979-09-27	—	8598951043	5655 Union St # 255, Las Vegas, NV	0.36	Unit split from street Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-411487	CLM	Vincent Carlson	1953-01-24	UHC-79092-72	—	5373 Forest Ave, Jacksonville, FL	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-412180	CLM	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-413461	CLM	Natalie Wang	1942-05-17	—	—	5516 Market St Apt 23, Austin, TX, 78786	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425458	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr Apt 7, Denver, CO, 80204	0.44	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+6 more
CLM-420844	CLM	Jacob Jensen	1942-01-19	UHC-74692-41	4237326649	5608 Meadow Ln, Denver, CO	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-412268	CLM	David W Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.44	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+6 more
CLM-423639	CLM	Eugene Morales	1976-03-11	UHC-18419-70	5559934176	7390 Bayshore Dr Apt 30, Austin, TX, 78766	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-415276	CLM	Camila Brown	1951-11-17	UHC-87174-49	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.44	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
CLM-413656	CLM	Amy Sandoval	1978-01-28	UHC-15452-48	4882054874	7809 Sunset Blvd, Charlotte, NC	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-419750	CLM	Gerald Maldonado	1946-04-17	—	—	3295 Pine Dr # 915, Charlotte, NC	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-401059	CLM	Charles Hunter	1989-06-08	—	5238736858	5023 Elm St Apt 17, Tempe, AZ, 85267	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-410658	CLM	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-432551	CLM	Robert Ramos	1946-11-20	UHC-34491-97	—	5876 Indian School Rd, San Antonio, TX, 78239	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-422885	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-424363	CLM	Charlotte T Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St Apt 20, Nashville, TN, 37271	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-430773	CLM	Jose K Owens	1982-09-22	UHC-76682-96	2926537417	2057 Indian School Rd # 132, Seattle, WA, 98191	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-417284	CLM	Aaaron Ramos	1994-06-24	UHC-51082-43	—	1086 Desert Sky Blvd, Orlando, FL, 32854	0.46	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-423470	CLM	Diiego Fields	1958-05-17	—	—	7626 Union St # 230, Los Angeles, CA, 90092	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-410288	CLM	Andrew McDonald	—	UHC-38489-91	4374342555	7493 Sunset Blvd, Chandler, AZ, 85282	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-417154	CLM	RachelJunk	1959-08-26	UHC-31823-84	—	7580 Maple Ave, Eden Prairie, MN, 55354	0.46	Name re-cased Street suffix standardised Address re-cased State code upper-cased+5 more
CLM-424978	CLM	Denise Anderson	1987-05-16	—	2936129893	3970 Market St # 834, Las Vegas, NV, 89189	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-426580	CLM	Vincent Moore	1979-05-25	UHC-97868-67	—	7776 Market St, Miami, FL, 33145	0.46	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-418240	CLM	Abigail Q Lawrence	1988-07-20	—	4909450445	708 Oak St, Denver, CO, 80218	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-431246	CLM	Gregory Dean	1986-04-16	UHC-13315-65	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-429371	CLM	Logan P Sanders	1963-11-27	—	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-408836	CLM	Charles F Edwards	1939-11-15	UHC-50789-07	6846964615	7460 Bayshore Dr Apt 26, San Antonio, TX, 78220	0.46	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-422653	CLM	Lori Li	2000-05-16	UHC-86987-56	2137529288	7785 Ocean Ave, San Diego, CA, 92124	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-414522	CLM	Mateo Perez	—	—	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-417175	CLM	Shirley Bennnett	1955-08-22	—	—	8915 Canyon Rd, Plano, TX, 75024	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-423315	CLM	Mark Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN	0.48	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-426370	CLM	Mei Y Reyes	1945-08-10	—	2285300824	1048 Main St Apt 3, Jacksonville, FL, 32241	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-410455	CLM	Patrick H Sanchez	1955-04-09	—	2199865988	8588 Church St, Dallas, TX, 75215	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432741	CLM	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421780	CLM	Kyle Burs	1946-02-23	UHC-52612-93	—	7723 Hillcrest Rd, Tucson, AZ, 85725	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420752	CLM	Mariana I Arnold	1967-07-07	—	—	495 Meadow Ln, Austin, TX, 78761	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more

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