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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416432	CLM	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA, 93786	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-431669	CLM	Michael A Howard	1947-06-26	UHC-16390-23	—	2431 Park Pl, Las Vegas, NV, 89151	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted State name converted to code+1 more
CLM-409671	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	—	6249 Mesa Dr, Atlanta, GA, 30366	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-411282	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-411283	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403945	CLM	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415812	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415813	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425919	CLM	Stephanie Martinez	1978-06-25	—	—	4964 Church St, Sacramento, CA, 95810	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407695	CLM	Bob U Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave # 563, Chandler, AZ, 85270	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428051	CLM	Ethan Williamson	1984-12-10	—	—	2609 Palm Dr, Seattle, WA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406309	CLM	Joseph Thompson	1944-11-23	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-405207	CLM	Fatima Richardson	1959-12-19	UHC-74401-31	—	3512 Elm St, Phoenix, AZ, 85006	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408176	CLM	Robert Maldonado	—	—	—	7388 Palm Dr, Orlando, FL, 32844	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-422296	CLM	Wei Tucker	1979-12-27	—	2356894324	5189 Valley View Dr, Nashville, TN	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430218	CLM	Noah Bryant	1967-03-10	UHC-41330-62	3938230395	5903 Palm Dr # 428, Atlanta, GA, 30343	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-431046	CLM	Christine Sullivan	2007-09-24	UHC-86497-82	—	4856 Indian School Rd, Eden Prairie, MN, 55332	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-408274	CLM	Nathan Olsoon	1977-08-18	UHC-73329-39	—	7553 Central Ave, Houston, TX, 77034	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421816	CLM	Willie Y Allen	1989-10-21	UHC-31609-15	—	4882 Highland Ave, Denver, CO, 80291	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405048	CLM	Tim Lopez	1946-01-15	UHC-58975-81	—	9308 Meadow Ln # 186, Nashville, TN, 37271	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-409143	CLM	Maria Castillo	1949-05-11	UHC-29981-05	7092147452	696 Indian School Rd, Tucson, AZ, 85711	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-425838	CLM	Evelyn Chavez	2007-03-15	UHC-98599-23	—	9644 River Rd, Nashville, TN, 37201	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414903	CLM	Doris Carroll	1985-10-24	UHC-14268-87	—	5143 Indian School Rd, Dallas, TX, 75295	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416503	CLM	Jesse R Barnes	1969-03-23	UHC-14334-26	—	2923 Church St, Miami, FL, 33146	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422104	CLM	Jeff Dominguez	1962-05-18	UHC-23167-87	—	6186 Baseline Rd, Sacramento, CA, 95851	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-412062	CLM	Emily Schuultz	1940-12-09	—	—	8124 Park Pl, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-426935	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-427044	CLM	Hiroshi Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr # 147, Fresno, CA, 93756	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403374	CLM	Rachel Hughes	1969-06-06	UHC-06997-78	—	3782 Meadow Ln, Glendale, AZ, 85328	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404006	CLM	Donna Palmer	1975-06-23	UHC-21096-27	—	7728 Market St, Eden Prairie, MN, 55393	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401597	CLM	Brandon E Porter	—	—	7575976324	7764 Pine Dr, Miami, FL	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP missing+1 more
CLM-414868	CLM	Dorothy Hudson	1988-11-08	UHC-18183-88	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420075	CLM	Victoria Salazar	1970-06-13	UHC-74312-49	4178407961	9172 Lake View Rd, Los Angeles, CA, 90071	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430706	CLM	Ahmed Cooper	1942-03-08	UHC-91936-31	8447284113	8482 Valley View Dr # 486, Los Angeles, CA, 90028	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401698	CLM	Steve G Jensen	1981-11-03	—	3023507889	5564 Washington St, Minneapolis, MN, 55430	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430168	CLM	Lawrence I Ray	—	UHC-62884-26	—	475 Pine Dr, Jacksonville, FL, 32213	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410359	CLM	Ahmed Riley	2007-03-13	UHC-08481-83	—	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.54	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419004	CLM	Reynolds Wei	1973-07-01	UHC-28141-19	—	2782 Apache Blvd, Scottsdale, AZ, 85297	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405259	CLM	Frank Padilla	1964-02-14	UHC-18739-54	6403168158	3588 River Rd, Minneapolis, MN	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411393	CLM	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
CLM-407999	CLM	Jean Waatkins	1990-03-21	—	—	5101 Mountain View Dr, Seattle, WA	0.54	Name split from “Last, First”State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-424915	CLM	Debra R Knight	1991-04-27	UHC-42617-07	—	4546 Church St, Tampa, FL, 33644	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401974	CLM	Justin Myers	1972-03-15	—	—	1634 Apache Blvd, San Diego, CA, 92189	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407143	CLM	Dylan Watkins	2007-10-27	—	—	343 Bayshore Dr, Seattle, WA, 98191	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-414983	CLM	Henry Gray	1948-10-20	—	—	9612 Jefferson Ave, Charlotte, NC	0.54	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+1 more
CLM-422571	CLM	Valentina Wong	—	UHC-87911-51	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-418083	CLM	Laura Banks	1969-10-15	—	—	5289 Lake View Rd Apt 14, Scottsdale, AZ, 85273	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401673	CLM	Grace Valdez	2002-08-14	UHC-35478-16	—	2005 Elm St # 888, Jacksonville, FL, 32298	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-406231	CLM	Victoria Z Schmidt	1988-06-12	UHC-00189-24	5377627244	4939 Church St, Gilbert, AZ, 85276	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408850	CLM	Marriana Mason	1965-12-17	UHC-25369-28	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more

3,226 rows, page 18 of 65Previous Next