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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-410608	CLM	Mei Jones	1960-01-05	—	7809855942	4164 Central Ave, San Diego, CA, 92108	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address 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-412204	CLM	Dennis Salazar	1987-01-01	UHC-90264-58	5807510726	5544 Apache Blvd, Plano, TX, 75095	0.76	Date of birth reformatted Phone 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-416556	CLM	Christien Stewart	1946-01-03	UHC-62819-22	6954879216	412 Palm Dr, Austin, TX, 78728	0.76	Date of birth reformatted Phone 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-422940	CLM	Ruth Jackson	2002-08-16	UHC-45883-35	—	4532 Jefferson Ave, Mesa, AZ, 85236	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-416389	CLM	Eric Schmidt	1945-11-23	UHC-94650-89	—	2124 Forest Ave, Sacramento, CA, 95829	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-403145	CLM	Joshua Ferguson	1965-08-06	—	8657131489	3919 Ocean Ave, Los Angeles, CA, 90059	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400025	CLM	Janice Z Patterson	1995-04-03	UHC-67938-73	—	7423 Mesa Dr, Gilbert, AZ, 85209	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425383	CLM	Juan F Santos	1978-01-04	—	—	9445 Park Pl, Scottsdale, AZ, 85216	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
CLM-402876	CLM	Heather O Lawrence	1964-05-06	UHC-82881-79	—	1794 Elm St, Glendale, AZ, 85376	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-407827	CLM	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-415374	CLM	Jennifer Hansen	1966-04-08	—	9743715662	5187 Main St, Atlanta, GA, 30345	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420698	CLM	Carolyn Wheeler	1975-07-12	—	—	4004 Lincoln Way, Dallas, TX, 75263	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-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-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-400014	CLM	Raymond Walsh	1950-11-03	—	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428317	CLM	Vincent L West	2003-01-17	—	—	8724 Central Ave, Plano, TX, 75011	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424525	CLM	Roger Nguyen	1992-02-06	—	4567329041	4735 Central Ave, Eden Prairie, MN, 55355	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address 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-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-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-402308	CLM	Steven Griffin	1964-06-03	UHC-31694-08	9233736481	7957 Spring St, Los Angeles, CA, 90041	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425124	CLM	Mateo Dean	2000-12-27	UHC-92928-49	9219120581	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+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-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
CLM-417778	CLM	Fatima Jordan	1952-12-28	UHC-31084-55	—	9806 Willow Ct, Charlotte, NC, 28205	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405182	CLM	Marilyn K Aguilar	1977-06-02	UHC-97377-90	2763483797	1454 Jefferson Ave, Phoenix, AZ, 85025	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420195	CLM	Sharon Woods	2002-07-05	—	—	6858 Baseline Rd, Sacramento, CA, 95833	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430684	CLM	Sophia Blak	1995-12-03	—	8022071998	7519 Mountain View Dr, Houston, TX, 77060	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420202	CLM	Alexis A Armstrong	1996-08-18	—	—	—	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
CLM-415151	CLM	Linda McDonald	1987-03-12	UHC-89393-86	—	4266 Broadway, Miami, FL, 33192	0.76	Date of birth reformatted Member ID reformatted Address re-cased State name converted to code+2 more
CLM-419452	CLM	Garcia Willie	1939-05-09	UHC-41138-39	5952969080	2073 Church St, Sacramento, CA, 95855	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420493	CLM	Samantha G Fowler	1947-10-17	UHC-84372-58	9442115222	5051 Mountain View Dr, Gilbert, AZ, 85228	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427818	CLM	Camila M Gibson	1942-12-23	—	—	1871 Harbor Blvd, Jacksonville, FL, 32288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404868	CLM	Jesse Berry	1963-05-21	UHC-34766-81	7964200802	823 Harbor Blvd, Eden Prairie, MN, 55337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 94 of 212Previous Next