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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428121	CLM	Sophia Rojas	1999-11-18	UHC-12553-08	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422941	CLM	Arthur Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418650	CLM	Billy Weaver	1953-05-24	—	6538022577	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-415735	CLM	Brian Wells	2001-07-16	—	—	7743 Market St, Tampa, FL, 33694	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404188	CLM	Sharon Santos	1990-01-28	UHC-46936-59	9059848621	6404 Bayshore Dr, Denver, CO, 80272	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-404759	CLM	Nancy Elliott	2004-10-04	UHC-74232-48	—	4488 Washington St, Houston, TX, 77051	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410126	CLM	Bruce Watson	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-412841	CLM	Ethan Johnson	2007-03-24	UHC-83697-77	—	306 Maple Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412819	CLM	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl # 539, Jacksonville, FL, 32289	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414963	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414962	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404484	CLM	Henry Anedrson	1953-11-06	—	—	5226 Washington St, Charlotte, NC, 28246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400134	CLM	Paul Russell	1988-05-04	UHC-55726-01	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424832	CLM	Joe Weaver	1989-10-27	—	6965698934	7990 Jefferson Ave, San Antonio, TX, 78245	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-430007	CLM	Jacqueline Hanesn	1998-02-28	UHC-97637-81	—	7272 Forest Ave, Minneapolis, MN, 55437	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403416	CLM	Jessica Bennett	1957-09-24	UHC-12177-94	—	41 Indian School Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-418415	CLM	Ryan Hunter	1966-10-05	UHC-48235-63	—	7479 Forest Ave, Charlotte, NC, 28209	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405411	CLM	Diego Bradley	1981-06-15	UHC-63626-44	—	6733 River Rd # 668, Tempe, AZ, 85259	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424116	CLM	Frank Lawrence	1992-06-14	—	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418124	CLM	Donald Sullivan	—	—	—	9412 Main St, Fresno, CA, 93709	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-406936	CLM	Hannah Alvarado	2001-11-22	—	—	1224 Mountain View Dr, Plano, TX, 75096	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416304	CLM	Anna Reiid	1965-12-01	UHC-32350-43	—	6762 Spring St, Fresno, CA, 93744	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405852	CLM	Kelly Aguilar	1938-11-04	UHC-52255-77	—	5312 Ridge Rd # 126, San Antonio, TX, 78246	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411557	CLM	Kelly Watson	1987-01-01	—	8166214642	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-426858	CLM	Sofia Q Ramos	1993-10-13	—	5789974934	273 Church St, Tucson, AZ, 85740	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408226	CLM	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-416063	CLM	Donald Matthews	1995-02-05	UHC-95205-05	—	1183 Grand Ave, Eden Prairie, MN, 55352	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406992	CLM	Eric Bishop	1951-02-13	—	—	2768 Highland Ave, Denver, CO, 80287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408075	CLM	Nathan West	1970-10-16	UHC-00293-65	—	8702 Valley View Dr, Phoenix, AZ, 85003	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407804	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415636	CLM	Dylan Hudson	2005-07-01	UHC-06408-75	—	3085 Camelback Rd, Fresno, CA, 93777	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409988	CLM	Lawrence Howard	1945-12-13	UHC-07588-78	—	9438 Valley View Dr, Los Angeles, CA, 90077	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413917	CLM	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	315 Grand Ave, Chandler, AZ, 85248	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-402442	CLM	Richard Patterson	1998-06-23	UHC-63925-81	—	2676 Market St, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423351	CLM	Martha Z Elliott	1939-10-21	UHC-66010-71	—	2668 Ridge Rd, Orlando, FL, 32809	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-422803	CLM	Sims Sharon	1954-10-15	UHC-25011-43	—	6678 Canyon Rd, Atlanta, GA, 30349	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416469	CLM	Raymond C Santos	1959-02-12	UHC-31261-86	—	1830 Spring St, Atlanta, GA, 30311	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410550	CLM	Gracce Ortea	1962-04-12	—	—	8559 Meadow Ln, Nashville, TN, 37280	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409862	CLM	Abigail Vargas	2005-06-26	—	—	3980 Willow Ct, Charlotte, NC, 28296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431154	CLM	Patrick C Rios	1957-01-19	—	9317699026	2799 Washington St, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407536	CLM	Jose Q Silva	1944-11-08	—	3675180514	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-430944	CLM	Joan Z Santiago	1960-05-03	—	—	7617 Lincoln Way Apt 9, Seattle, WA, 98124	0.64	Middle initial moved out of first name Name re-cased Unit split from street City re-cased+2 more
CLM-424901	CLM	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	3126 Lincoln Way, Atlanta, GA, 30372	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419798	CLM	Tyler Rice	1994-08-12	—	6733791249	9763 Spring St, Orlando, FL, 32855	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431201	CLM	Bradley Jnes	1962-03-17	UHC-59050-84	—	6499 Bayshore Dr, Houston, TX, 77064	0.64	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-420837	CLM	Karen Martin	1984-04-01	UHC-08306-99	2415029347	3754 Main St, Miami, FL, 33149	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404733	CLM	Patricia Simmons	1963-12-19	UHC-34156-49	—	320 Sage Ct Apt 1, Los Angeles, CA, 90029	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409883	CLM	Timothy Mills	—	UHC-97279-49	—	4893 Valley View Dr, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
CLM-400478	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406776	CLM	Carl Owens	2001-01-10	—	8243071686	1298 Forest Ave, Minneapolis, MN, 55498	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more

13,120 rows, page 61 of 263Previous Next