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-412846	CLM	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417085	CLM	Alice B Graham	2002-10-08	—	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411997	CLM	Brittany Diaz	1974-03-08	UHC-95856-09	—	4481 Ocean Ave, San Antonio, TX, 78234	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407203	CLM	Janet B Boyd	1976-01-03	UHC-81858-35	—	711 Desert Sky Blvd, Nashville, TN, 37271	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420697	CLM	Sarah Hill	1954-06-20	UHC-70738-77	7535001484	9678 Market St, Charlotte, NC, 28281	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417358	CLM	Billy Edwrds	1985-12-05	UHC-09876-01	—	5729 Camelback Rd, Tempe, AZ	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
CLM-404789	CLM	Bradley Schmidt	1954-04-16	—	—	7492 Camelback Rd, Eden Prairie, MN, 55395	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404223	CLM	Jonathan F Wells	1996-04-19	UHC-50263-53	—	9341 Church St, Seattle, WA, 98160	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413892	CLM	Aisha Moore	1967-04-23	—	—	1722 Market St, Chandler, AZ, 85204	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429157	CLM	Peter R Baker	1945-12-21	UHC-62009-75	4087523519	7980 Union St, San Antonio, TX, 78275	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406458	CLM	Kenneth Roberts	1976-01-07	—	6313018862	2936 Hillcrest Rd, Chandler, AZ, 85268	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415732	CLM	William Marquez	1979-01-28	—	—	8067 Apache Blvd, Tempe, AZ, 85239	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412425	CLM	Brian Brooks	1959-10-13	UHC-10385-28	—	3457 Union St, Glendale, AZ, 85389	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-411838	CLM	Sarah Nguyen	2004-10-18	UHC-67677-60	—	127 Lake View Rd, Orlando, FL, 32822	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404991	CLM	Sam K Cruz	1982-01-09	—	—	9457 Church St, Scottsdale, AZ, 85233	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-427940	CLM	Christina Fields	1958-04-19	—	4468159914	5141 Grand Ave, Austin, TX, 78717	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415423	CLM	Brittany Long	1978-06-02	—	—	6125 Forest Ave, Tempe, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414434	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-414435	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-420857	CLM	Peter Arnold	1996-09-19	UHC-28031-48	6347208004	3662 Ocean Ave, Charlotte, NC, 28282	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-423938	CLM	Foster Gerald	1993-02-26	—	—	8689 Jefferson Ave, Tucson, AZ, 85762	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402267	CLM	Camila Snyder	1953-12-15	—	—	8445 Lake View Rd, Minneapolis, MN, 55455	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428308	CLM	Jerry Perkiins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430423	CLM	Jacqueline I Mendoza	1990-02-14	UHC-51173-49	6345392198	6121 Cedar Ln, Las Vegas, NV, 89110	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430424	CLM	Jacqueline I Mendoza	1990-02-14	UHC-51173-49	6345392198	6121 Cedar Ln, Las Vegas, NV, 89110	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418078	CLM	Ana Morgan	1970-12-11	UHC-89767-67	—	8899 Broadway, Scottsdale, AZ, 85296	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-410676	CLM	Grace Ross	1985-12-22	UHC-85981-15	2152747706	5740 Sunset Blvd, Eden Prairie, MN, 55308	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401907	CLM	Walter Harvey	1982-01-11	UHC-29088-65	5662353926	836 Spring St, Eden Prairie, MN, 55362	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423352	CLM	Martha Elliott	1939-10-21	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-413356	CLM	Roy O Nichols	1983-08-11	—	—	7391 Desert Sky Blvd, Mesa, AZ, 85299	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413355	CLM	Roy O Nichols	1983-08-11	—	—	7391 Desert Sky Blvd, Mesa, AZ, 85299	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414816	CLM	Jeffrey Aguilar	1966-01-25	UHC-33654-69	5534995412	3501 Cedar Ln, Tempe, AZ, 85220	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-411520	CLM	Kathleen Robertson	1975-05-13	UHC-47236-25	3522814693	7407 Pine Dr # 203, Tampa, FL, 33685	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-428656	CLM	Aizha M Cox	1948-11-27	UHC-40748-27	7857593363	3223 Harbor Blvd, Las Vegas, NV, 89152	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400546	CLM	Lnda Payne	1958-06-17	UHC-36742-54	—	3257 Desert Sky Blvd, San Antonio, TX, 78272	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400547	CLM	Lnda Payne	1958-06-17	UHC-36742-54	—	3257 Desert Sky Blvd, San Antonio, TX, 78272	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411136	CLM	Vincent Larson	1988-05-15	UHC-73026-62	—	2120 Church St, Dallas, TX, 75240	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-427964	CLM	Hunter Jeff	1974-07-13	—	—	3234 Sage Ct, San Diego, CA, 92176	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
CLM-420965	CLM	Arthur Kelley	1973-10-12	UHC-35949-93	—	5723 Washington St, Jacksonville, FL, 32202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413472	CLM	Jonathan Dunn	1997-09-20	—	—	6111 Mountain View Dr, Miami, FL, 33188	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-418022	CLM	Jessica Gordon	1965-09-14	UHC-38164-21	—	7519 Pine Dr, Sacramento, CA, 95810	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402078	CLM	Carlus Lawrence	1957-09-19	—	5612407521	6107 Mountain View Dr, Phoenix, AZ, 85015	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401766	CLM	Juan Olson	1972-07-18	UHC-11468-94	4134918263	8046 Spring St, Charlotte, NC, 28286	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401767	CLM	Juan Olson	1972-07-18	UHC-11468-94	4134918263	8046 Spring St, Charlotte, NC, 28286	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415736	CLM	Brian Wells	2001-07-16	—	—	7743 Market St # 695, Tampa, FL, 33694	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-430134	CLM	Patrick D Torres	1977-07-20	UHC-30389-16	3029839746	9888 Sunset Blvd, Los Angeles, CA, 90000	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416793	CLM	Mason Garcia	2005-05-04	UHC-90864-72	—	4991 Park Pl, Miami, FL, 33170	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-431248	CLM	Katherine Jenkins	1941-12-03	—	—	6551 Desert Sky Blvd, Scottsdale, AZ, 85284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430236	CLM	Ana Jensen	1943-03-18	—	—	4087 Apache Blvd, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414943	CLM	Benjamin I Contreras	1980-06-23	UHC-74433-78	9464555695	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more

13,120 rows, page 144 of 263Previous Next