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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405304	CLM	Christine Hicks	1996-10-24	UHC-78226-48	—	4361 Canyon Rd, Scottsdale, AZ, 85277	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-401506	CLM	Dorothy Ray	1980-07-15	UHC-84925-59	9869724173	802 Church St, San Antonio, TX, 78250	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427357	CLM	Diana Long	2007-11-05	UHC-77612-55	3562153840	7104 Sage Ct, Houston, TX, 77029	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421982	CLM	Albert Diaz	1944-07-06	UHC-94730-52	7906992008	3720 Church St, Nashville, TN, 37298	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430078	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410424	CLM	Sott Steven	1953-04-17	—	3796709678	9280 Central Ave, Gilbert, AZ, 85273	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419774	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	4831 Apache Blvd, Nashville, TN, 37255	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423791	CLM	Cox Y Samantha	1974-01-03	UHC-42367-19	2772901430	7598 Oak St, Dallas, TX, 75291	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405641	CLM	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405640	CLM	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429592	CLM	Marcus Russell	1975-05-21	UHC-96252-01	—	1187 Church St, Gilbert, AZ, 85212	0.74	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+3 more
CLM-430667	CLM	Dors Lynch	1946-01-01	—	7339846398	905 Mountain View Dr, San Diego, CA, 92175	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425225	CLM	Gloria Wattkins	1974-11-18	UHC-01940-80	—	236 Ocean Ave, Seattle, WA, 98140	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409648	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418763	CLM	Cheryl P Silva	1960-05-07	UHC-61430-78	—	7117 Central Ave, Gilbert, AZ, 85287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428185	CLM	Natalie P Gray	1996-11-08	UHC-64557-49	—	7891 Jefferson Ave, Seattle, WA, 98104	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419042	CLM	Karen Rivera	1984-05-22	UHC-62284-61	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406934	CLM	Lisa Howard	2000-06-25	—	—	5634 Market St, Charlotte, NC, 28296	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418215	CLM	Russell Price	1985-02-12	UHC-62136-98	4187365039	9733 Church St, Glendale, AZ, 85348	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408809	CLM	Eric Ford	1971-07-12	UHC-06150-22	—	5382 Willow Ct, Columbus, OH, 43295	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427035	CLM	Luis Snyder	1956-03-26	—	2073677890	350 Maple Ave, Mesa, AZ, 85210	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406809	CLM	Larry Gibsn	1958-12-28	UHC-74898-55	9375549069	7539 Cedar Ln, Dallas, TX, 75298	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-404340	CLM	Madison Armstrong	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415387	CLM	Sara Welch	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL, 33182	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423946	CLM	Sandra Reed	1985-04-05	—	4217610275	4807 Central Ave, Columbus, OH, 43264	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421161	CLM	Teresa Harrsion	1951-12-01	UHC-43377-08	6826369415	2348 Indian School Rd, Glendale, AZ, 85394	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403612	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-414429	CLM	Justin Snyder	1941-02-25	—	8637442511	6092 Ocean Ave, Scottsdale, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403943	CLM	Heather C Fuller	1938-10-26	UHC-24859-05	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400809	CLM	Kathleen S Sooto	1939-10-26	UHC-10461-05	8439704719	7986 Oak St, San Antonio, TX, 78293	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-414937	CLM	Tyyler Gray	2005-10-24	UHC-40253-88	—	3159 Harbor Blvd, Glendale, AZ, 85326	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415412	CLM	Mariana Peterson	1979-12-19	UHC-50156-37	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405360	CLM	Betty Warren	2000-12-24	—	9392029437	5525 Union St, Minneapolis, MN, 55457	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414954	CLM	Jose Padilla	1955-01-14	UHC-81594-89	—	8571 Highland Ave, Chandler, AZ, 85234	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-426587	CLM	Jacob Jimenez	1983-11-07	—	7103017058	1086 Ocean Ave, Houston, TX, 77041	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430101	CLM	Nathan E Campbell	1985-11-19	UHC-33373-43	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412295	CLM	Greg Torres	1984-02-22	UHC-36621-45	7334286897	4772 Ocean Ave, Eden Prairie, MN, 55363	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
CLM-404310	CLM	Jacqueline T Jimenez	1950-09-07	—	8869740952	7066 Highland Ave, Orlando, FL, 32875	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419216	CLM	Heather Hunt	1943-08-23	—	—	2126 Lake View Rd, Seattle, WA, 98192	0.76	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+2 more
CLM-422522	CLM	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423045	CLM	Amy Andrews	1944-02-27	UHC-03390-19	5436882075	3903 Bayshore Dr, Jacksonville, FL, 32265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-402081	CLM	Larry Butler	1953-04-19	UHC-35192-72	—	3941 Palm Dr, San Antonio, TX, 78201	0.76	Name re-cased Member ID reformatted State code upper-cased Gender normalised+2 more
CLM-421049	CLM	Jess U Carter	1977-08-02	—	—	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431879	CLM	Dorothy Fuller	1970-03-20	UHC-32368-14	3884557385	5100 Grand Ave, Charlotte, NC, 28272	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419432	CLM	Bobby Stewart	1957-03-15	—	—	133 Indian School Rd, Eden Prairie, MN, 55392	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423412	CLM	Alexander Warren	2002-04-27	UHC-79134-14	5516451719	8072 Desert Sky Blvd, Columbus, OH, 43265	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427519	CLM	Emma Diaz	1979-08-04	UHC-52882-72	—	3374 Spring St, Fresno, CA, 93773	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428533	CLM	Richard Tran	1938-07-21	—	—	7877 Oak St, Plano, TX, 75003	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419463	CLM	Gerald A Rios	1976-08-18	UHC-08945-22	4202731541	8925 Market St, Mesa, AZ, 85253	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406355	CLM	Alexis Robinson	1959-01-05	—	9708331418	8248 Cedar Ln, Minneapolis, MN, 55433	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

1,156 rows, page 12 of 24Previous Next