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-417496	CLM	Danil Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH, 43225	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-407557	CLM	Laura Gonzales	1955-03-11	UHC-58273-59	—	2608 Washington St, Fresno, CA, 93729	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-430615	CLM	Jessica Smith	1991-08-28	UHC-10378-37	—	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410273	CLM	Mark Owens	—	UHC-97198-67	8627578283	6488 Cedar Ln, Fresno, CA, 93780	0.78	Date of birth missing Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-401360	CLM	Barbara Taylor	1976-03-10	—	—	2598 Lincoln Way, Chandler, AZ, 85217	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-424233	CLM	Philip Warren	1946-04-26	UHC-00906-32	—	416 Meadow Ln, Nashville, TN, 37260	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-422366	CLM	Mary Dunn	2006-01-08	UHC-29729-74	—	7093 Mountain View Dr, Tampa, FL	0.78	Name re-cased State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-426795	CLM	George Ford	1991-12-01	UHC-72353-72	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-408607	CLM	Eugene Evans	1996-11-21	UHC-63484-44	8443900229	6250 Mountain View Dr # 486, Scottsdale, AZ, 85272	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-421986	CLM	Kathlen Harrison	1984-09-15	—	—	9299 Valley View Dr, San Antonio, TX, 78231	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-429184	CLM	Luis Castro	1958-07-12	—	5072855742	4725 Cedar Ln, Scottsdale, AZ, 85240	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-400823	CLM	Charles C Nelson	1977-04-20	UHC-36461-88	4995412528	1217 Church St, Orlando, FL, 32845	0.78	Middle initial moved out of first name Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-403846	CLM	Fatyma Green	1971-01-19	UHC-56858-96	—	764 River Rd, Minneapolis, MN, 55442	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-419768	CLM	Lauren McCy	1946-01-06	UHC-57720-33	—	692 Spring St, Charlotte, NC, 28248	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-424849	CLM	Judith Martinez	1993-09-16	UHC-48517-88	—	9374 Hillcrest Rd, Phoenix, AZ, 85043	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-432264	CLM	Bryan Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-418480	CLM	Theresa Gray	1968-05-05	UHC-34684-20	—	1814 Sage Ct, Houston, TX, 77018	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-431557	CLM	Yuki Simpson	1964-09-27	—	—	9716 Canyon Rd, Tucson, AZ, 85779	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-405441	CLM	Diana Washington	1986-09-08	—	4842114851	6512 Ocean Ave, Gilbert, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-407172	CLM	Beverly Bennett	1977-03-21	UHC-04971-47	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
CLM-429680	CLM	Barbara Owens	2002-06-24	—	5953490383	4882 Church St, Chandler, AZ, 85256	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-407360	CLM	Robert Patel	—	—	—	7450 Lake View Rd, Seattle, WA, 98146	0.78	Date of birth unreadable City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-430509	CLM	Roger Wallace	2006-10-20	UHC-81010-87	4674144459	9216 Lake View Rd, Las Vegas, NV, 89131	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-420132	CLM	Lawrence Butler	1997-01-19	—	—	3866 Church St, Denver, CO, 80228	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422629	CLM	Daniel Weaver	1967-11-08	—	5504678590	5650 Indian School Rd, Columbus, OH, 43292	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-411651	CLM	Amy Woods	1998-06-08	UHC-57366-89	—	4834 Washington St, Atlanta, GA, 30338	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-424848	CLM	Jerry Thompson	1994-12-07	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA, 98181	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414230	CLM	Diego Cole	2004-10-23	UHC-37785-49	—	2462 Sage Ct, Sacramento, CA, 95810	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-417017	CLM	Christina Stone	1983-04-02	—	—	2805 Highland Ave, Fresno, CA, 93799	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-416769	CLM	Samuel H Montgomery	1946-10-24	UHC-58307-57	3413630104	1004 Pine Dr, Sacramento, CA, 95879	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
CLM-415602	CLM	Jacqueline Z Gonzales	1997-03-13	UHC-44443-96	—	5010 Cedar Ln, Mesa, AZ, 85226	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-412766	CLM	Ryan Jackson	1942-11-15	UHC-99047-36	4297627401	7371 Washington St, Atlanta, GA, 30381	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-422287	CLM	Martha Parker	1991-09-26	—	—	236 Market St, Glendale, AZ, 85347	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-406722	CLM	Kathleen Bailay	1983-04-15	UHC-81568-33	9575049058	6841 Park Pl, Eden Prairie, MN, 55334	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-410067	CLM	Natalie McCoy	2001-10-02	UHC-26564-74	2496150304	7730 Hillcrest Rd, Charlotte, NC, 28237	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-404013	CLM	Martha R Hall	1974-09-23	UHC-14363-03	—	1786 Grand Ave, Orlando, FL, 32848	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-408404	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	4338874914	7037 Forest Ave, Fresno, CA, 93745	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-411136	CLM	Vincent Larson	1988-05-15	UHC-73026-62	—	2120 Church St, Dallas, TX, 75240	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-420928	CLM	Theresa G Parker	1993-08-02	—	—	3084 Willow Ct, Plano, TX, 75087	0.78	City re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424452	CLM	Noah Garza	2008-06-07	—	5816758587	3042 Market St, Plano, TX, 75014	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-412474	CLM	Cheryl Pierce	1939-01-25	UHC-79286-56	2996266409	7454 Union St, Charlotte, NC, 28247	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-409021	CLM	Mei Mejia	1987-08-02	UHC-42573-98	6409461791	1454 Mesa Dr, Fresno, CA, 93722	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407783	CLM	Mark Harper	1987-01-24	—	—	6905 Ocean Ave, Seattle, WA, 98186	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
CLM-406418	CLM	Heather Singh	1948-01-09	—	—	6811 Elm St, Plano, TX, 75098	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409133	CLM	Don T Tayllor	2000-01-13	—	7222985698	1401 Hillcrest Rd, Miami, FL, 33106	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-417892	CLM	Justin Tran	1941-03-07	—	—	3195 Market St, Mesa, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-409893	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC	0.78	Name re-cased City re-cased State code upper-cased ZIP missing+1 more
CLM-432395	CLM	Hiroshi Russell	1965-01-28	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
CLM-424282	CLM	Katherine Cox	2008-07-13	—	—	4094 Washington St, Denver, CO, 80226	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-429495	CLM	Cheyrl Little	1992-09-28	UHC-89021-43	5216093799	4835 Hillcrest Rd, Eden Prairie, MN, 55390	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

1,156 rows, page 17 of 24Previous Next