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-420785	CLM	Jordan Li	2004-01-13	—	7958578230	6736 Mesa Dr, Orlando, FL, 32894	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402099	CLM	Russell Gardner	1955-12-20	UHC-65262-67	—	4353 Jefferson Ave, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402823	CLM	Kimberly Stewart	2000-06-04	—	—	6267 Forest Ave, Sacramento, CA, 95806	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405549	CLM	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406880	CLM	Ana D Gibson	1998-12-05	—	5817394555	985 Highland Ave, Mesa, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428283	CLM	Arjun Flores	1999-02-16	UHC-44900-25	—	8217 Union St, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+2 more
CLM-422326	CLM	Christian Carroll	1962-11-16	UHC-95958-18	—	6351 Canyon Rd, San Antonio, TX, 78291	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-411678	CLM	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411388	CLM	Mateo Medina	1950-03-15	UHC-80796-72	—	5639 Willow Ct, Sacramento, CA, 95805	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403333	CLM	Teresa Hayes	1962-10-05	—	—	2774 Pine Dr, Gilbert, AZ, 85236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417025	CLM	Gerald Hamiilton	1985-10-02	—	4428469240	6006 Spring St, San Antonio, TX, 78237	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-425568	CLM	Peter Cunningham	1949-04-19	—	—	331 Church St, Nashville, TN, 37293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431272	CLM	Peggy Watson	2007-04-27	—	7522404124	5608 Elm St, Orlando, FL, 32883	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405665	CLM	Jackie Fowler	1999-12-16	—	—	1885 Central Ave, Jacksonville, FL, 32221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432430	CLM	Dougas R Weaver	2008-03-14	UHC-31439-29	—	1360 Jefferson Ave, Las Vegas, NV, 89105	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-415060	CLM	Diana Russell	1941-12-27	—	—	6622 Mesa Dr, Las Vegas, NV, 89164	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426729	CLM	Jordan W Mooer	1998-01-04	UHC-89508-38	—	45 Lake View Rd, Scottsdale, AZ, 85282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403438	CLM	Nicole Sanders	1955-06-06	UHC-28472-75	—	329 Jefferson Ave, Columbus, OH, 43218	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419808	CLM	Aaron U Ortiz	1972-12-01	—	5676906186	3890 Baseline Rd, Tempe, AZ, 85238	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422059	CLM	Harold Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX, 75200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403871	CLM	Kyle Z Woong	1953-12-09	UHC-64030-81	—	1353 Lake View Rd, Mesa, AZ, 85242	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407077	CLM	Danielle Pierce	1956-11-16	UHC-91432-68	—	5592 Ocean Ave, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423824	CLM	Mason Robertson	1991-12-22	UHC-22924-14	—	6341 Canyon Rd, Denver, CO, 80249	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401808	CLM	Joyce Carlson	1956-07-15	UHC-05360-87	4963618160	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408456	CLM	Zachhary Anderson	1946-11-23	UHC-40167-32	5077621452	650 Mountain View Dr, Los Angeles, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-407312	CLM	Thomas Espinoza	2002-10-08	UHC-00130-55	—	1690 Willow Ct, Nashville, TN, 37229	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424296	CLM	Julia H Ryan	1955-06-12	UHC-35022-68	7693142904	5279 Canyon Rd, Mesa, AZ, 85202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429176	CLM	Virginia K Ramos	1989-04-27	—	9145286030	1476 Indian School Rd, San Diego, CA, 92124	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421693	CLM	Judy Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413668	CLM	Stephen Bailey	1977-10-07	—	5593700514	7954 Canyon Rd, Miami, FL, 33113	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431356	CLM	Elizabeth Matthews	1994-08-26	—	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404516	CLM	Gary Burke	1963-05-22	UHC-88412-98	—	2576 Lake View Rd, Miami, FL, 33128	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412518	CLM	Jack Fowler	1955-03-01	UHC-96462-49	5454650954	4237 Central Ave, Scottsdale, AZ, 85200	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412519	CLM	Jack Fowler	1955-03-01	UHC-96462-49	5454650954	4237 Central Ave, Scottsdale, AZ, 85200	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420490	CLM	Alice Hernandez	1987-10-06	—	7896501626	4948 Sage Ct, Nashville, TN, 37211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408541	CLM	Sophia R Harris	2007-08-28	UHC-55282-86	2785819081	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410939	CLM	Ronald Patel	1946-12-02	—	4264301569	795 Jefferson Ave, Denver, CO, 80234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400933	CLM	Marilyn U Reyes	2000-12-20	UHC-14311-10	6119170491	921 Spring St, Las Vegas, NV, 89169	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400934	CLM	Marilyn U Reyes	2000-12-20	UHC-14311-10	6119170491	921 Spring St, Las Vegas, NV, 89169	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416560	CLM	Nathan Z Gonzalez	1979-02-06	UHC-46783-10	—	3199 Forest Ave, Phoenix, AZ, 85030	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428548	CLM	Yuki I Robinson	2000-03-09	UHC-42724-58	5739560823	5021 River Rd, Fresno, CA, 93707	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404099	CLM	Patricia Rios	2001-05-20	UHC-27480-20	—	6561 Highland Ave, Phoenix, AZ, 85070	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-409209	CLM	Jon Davis	1970-02-15	UHC-33869-68	3969368043	6574 Sage Ct, Gilbert, AZ, 85207	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416057	CLM	Judith C Mills	1943-05-28	UHC-96992-51	3948150586	7674 Pine Dr, Denver, CO, 80205	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424319	CLM	Isabella Carter	1997-09-23	UHC-24455-27	—	1199 Park Pl, Mesa, AZ, 85206	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416674	CLM	Valentina Johnson	1952-12-16	UHC-30272-86	—	9880 Canyon Rd, San Diego, CA, 92191	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-416458	CLM	Kenneth Miiller	1954-07-05	—	—	9815 Indian School Rd, Plano, TX, 75043	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421518	CLM	Sofia Hudson	2007-06-12	UHC-81130-33	—	1523 Forest Ave, Plano, TX, 75026	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408072	CLM	Jimmy Rodriguez	2001-03-20	UHC-66449-14	2049632593	44 Meadow Ln, Charlotte, NC, 28289	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428421	CLM	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

13,120 rows, page 114 of 263Previous Next