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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404246	CLM	Jon Sullivan	1975-02-24	—	8767559510	7173 Desert Sky Blvd, Denver, CO, 80247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410221	CLM	Ellijah Gutierrez	1994-08-15	UHC-33290-15	9659307377	2882 Spring St, Los Angeles, CA, 90052	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414740	CLM	Sandra Obrien	1985-10-07	UHC-52659-90	9009166639	7731 Spring St, Atlanta, GA, 30320	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-403984	CLM	Mariana Johnson	2003-10-16	UHC-15319-31	2489736384	9680 Park Pl, Plano, TX, 75040	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-405478	CLM	Mei N Watkins	1986-04-13	—	8613746117	2223 Apache Blvd, Chandler, AZ, 85262	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-431413	CLM	Jack Washington	1976-04-18	UHC-15231-06	7913336207	6824 Park Pl, Austin, TX, 78772	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-421103	CLM	Carol Li	1982-07-11	—	—	8392 Elm St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-425104	CLM	Mrak Jimenez	1974-06-08	—	5365734655	3333 Valley View Dr, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404981	CLM	Linda Sanchez	1970-03-22	—	4425988206	1796 Baseline Rd, Fresno, CA, 93732	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410595	CLM	Betty Hunter	1989-09-07	UHC-84042-08	8756302387	—	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
CLM-416125	CLM	Douglas Fox	1960-12-20	UHC-38814-45	4575106923	8330 Forest Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-409457	CLM	Timothy Perez	1940-01-24	UHC-45125-91	8733213078	3824 Oak St, Miami, FL, 33197	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417260	CLM	Patrick Ellis	1975-04-06	UHC-52459-13	—	1833 Ridge Rd, Eden Prairie, MN, 55326	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-412951	CLM	Jennifer Watson	—	—	—	9725 Harbor Blvd, Tucson, AZ, 85783	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-421683	CLM	Smith Omar	1999-06-10	—	—	6226 Indian School Rd, Charlotte, NC, 28235	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-427932	CLM	Jack Taylor	1971-03-07	—	—	3243 Main St Apt 32, Tampa, FL, 33650	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425508	CLM	Beverly Sandoval	1987-01-04	UHC-71693-15	—	2141 Meadow Ln, Glendale, AZ, 85312	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-400113	CLM	Joseph Richardson	1962-04-11	—	2944170525	766 Indian School Rd, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429664	CLM	Shirley Q Rojas	1966-01-02	—	—	4695 Indian School Rd, Fresno, CA, 93760	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-400132	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-400131	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-422091	CLM	Daniel D Sanchez	1968-03-01	—	—	1280 Mesa Dr, Eden Prairie, MN, 55396	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418838	CLM	Jennifer Martinez	1972-10-26	UHC-89803-35	—	7039 Elm St, Minneapolis, MN, 55467	0.62	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-404585	CLM	Maria T Pierce	1999-11-23	—	9246010575	8608 Camelback Rd, Seattle, WA, 98103	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-402051	CLM	Nancy Munoz	1947-05-03	UHC-50527-20	—	3307 Elm St, Plano, TX, 75094	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418619	CLM	Mariana Matthews	1941-02-12	—	—	241 Jefferson Ave # 948, Tempe, AZ, 85277	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428664	CLM	Adam Hicks	1979-05-03	UHC-61952-26	—	5348 Mountain View Dr, Denver, CO, 80282	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428663	CLM	Adam Hicks	1979-05-03	UHC-61952-26	—	5348 Mountain View Dr, Denver, CO, 80282	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414051	CLM	Omar Nguyen	1997-06-08	UHC-18431-18	8802568685	5478 Lake View Rd Apt 2, Tampa, FL, 33621	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428846	CLM	Kelly Contreras	2004-02-22	UHC-37940-69	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412717	CLM	Justin Wilson	1974-03-27	—	—	5123 Camelback Rd, Plano, TX, 75001	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-432010	CLM	Lisa Knight	2000-08-02	UHC-55792-79	—	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401977	CLM	Charles R Jackson	1947-09-05	—	3633231835	—	0.62	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
CLM-415517	CLM	Jason Rios	2008-12-12	UHC-15718-04	—	3062 Grand Ave, Chandler, AZ, 85216	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-419030	CLM	Natalie Ramos	1958-04-23	UHC-54434-24	—	7803 Washington St, Phoenix, AZ, 85046	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-419696	CLM	Jonathan Peters	1994-07-26	—	—	4899 Indian School Rd, Los Angeles, CA, 90066	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-426230	CLM	Jack Graham	1992-03-15	UHC-08139-79	3918864067	436 Market St, Las Vegas, NV, 89139	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-406306	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-406305	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-407544	CLM	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave # 702, Tampa, FL, 33653	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405479	CLM	Mei Watkins	1986-04-13	—	—	2223 Apache Blvd, Chandler, AZ, 85262	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
CLM-423100	CLM	Arthur Jimenez	2001-02-01	UHC-75581-43	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-418343	CLM	Carol Kelly	1939-10-17	UHC-09522-48	—	1796 Maple Ave, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404459	CLM	Kelly Baker	2006-08-28	—	—	4218 Sunset Blvd # 126, San Diego, CA, 92180	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431621	CLM	Virginia Medina	2005-07-18	UHC-77003-34	7252852932	8811 Camelback Rd Apt 7, Chandler, AZ, 85258	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424043	CLM	Alexander Robertson	1986-05-01	—	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
CLM-429668	CLM	Christine Snyder	1993-04-25	UHC-52575-45	—	5818 River Rd Apt 20, Gilbert, AZ, 85299	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-423448	CLM	Russell Wallace	1958-10-21	UHC-92159-02	—	7077 Washington St Apt 1, Fresno, CA, 93778	0.64	Unit split from street City re-cased Email lower-cased Gender normalised+2 more
CLM-419969	CLM	—Junk	1950-01-23	UHC-98453-38	—	1973 Harbor Blvd, Glendale, AZ, 85385	0.64	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+2 more
CLM-416316	CLM	Mei V Stewart	2006-05-24	UHC-01171-55	—	2068 Mountain View Dr, Las Vegas, NV, 89182	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more

989 rows, page 5 of 20Previous Next