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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424481	CLM	Donald Gray	1950-08-23	UHC-42611-30	3386577713	1411 Mountain View Dr, Glendale, AZ, 85384	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430858	CLM	Danielle A Welh	—	UHC-57613-39	7782453061	2220 Willow Ct, Tempe, AZ, 85215	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-400251	CLM	Maggie Hicks	2008-06-15	—	9716296610	2960 Central Ave, Orlando, FL, 32853	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417420	CLM	Juan Chen	1982-01-27	—	4955304633	9807 Church St, Nashville, TN, 37266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404366	CLM	Marilyn Willis	1997-06-15	UHC-30752-12	—	8924 Grand Ave, Atlanta, GA, 30334	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412319	CLM	Alice L Alvarez	2007-10-06	—	—	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417079	CLM	Ruth Price	1971-01-26	—	3438950785	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-403802	CLM	Frances Jacobs	1986-09-08	—	—	9439 Baseline Rd, Atlanta, GA, 30373	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402832	CLM	Lawrence Mrogan	1970-05-27	UHC-08471-65	5498685276	3458 Forest Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-423640	CLM	Eugene A Morales	1976-03-11	UHC-18419-70	—	7390 Bayshore Dr, Austin, TX, 78766	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403833	CLM	Susan Kim	1987-02-04	UHC-90882-73	9385723040	9058 Camelback Rd, Minneapolis, MN, 55456	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417930	CLM	Kenneth Stewart	1946-06-05	—	8564494783	5531 River Rd, Plano, TX, 75090	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430616	CLM	Helen Ryan	1998-10-21	UHC-52155-31	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409836	CLM	Russell Wagner	1974-09-25	—	4143228396	1814 Grand Ave, Tampa, FL, 33650	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409554	CLM	Fatima Ramirez	1968-08-22	UHC-71900-08	—	3494 Hillcrest Rd, Dallas, TX, 75285	0.76	Name re-cased Street suffix standardised Address re-cased City re-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-401319	CLM	Marilyn Miller	1955-01-17	UHC-47254-57	4843845346	6379 Pine Dr, Sacramento, CA, 95808	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425270	CLM	Bruce Evans	1946-06-09	—	4119456514	2759 Spring St, Charlotte, NC, 28204	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407131	CLM	Bradley Weaver	1986-04-15	—	5936633482	6249 Ridge Rd, Jacksonville, FL, 32279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416346	CLM	William F Simmons	1940-08-12	UHC-29547-53	—	5435 Pine Dr, Tempe, AZ, 85229	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426116	CLM	Mateo P Sims	1959-11-11	UHC-98861-75	—	7841 Bayshore Dr, Phoenix, AZ, 85007	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409436	CLM	Evelyn Owens	1967-10-17	UHC-31790-37	7478204284	9133 River Rd, Gilbert, AZ, 85224	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-404353	CLM	Brenad Singh	1998-10-19	—	4368901966	7889 Union St, Seattle, WA, 98138	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426248	CLM	Charles M Hoffman	1958-06-21	UHC-08773-02	—	2378 Bayshore Dr, Mesa, AZ, 85275	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411814	CLM	Tyler Ward	1972-08-16	—	8378768207	421 Church St, Miami, FL, 33153	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417168	CLM	Santiago M Ferguson	1970-12-15	UHC-71174-76	—	2728 Hillcrest Rd, Fresno, CA, 93741	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430098	CLM	Valentina X Williams	1982-09-21	—	—	8185 Mesa Dr, Columbus, OH, 43287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419295	CLM	Keith Cole	1950-11-04	—	3498530422	4613 Grand Ave, San Antonio, TX, 78255	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426755	CLM	Walter Bennett	1995-10-25	—	5532117517	9390 Spring St, San Diego, CA, 92121	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405754	CLM	Catherine Sullivna	1992-08-13	UHC-40995-22	—	7457 Cedar Ln, Jacksonville, FL, 32258	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403891	CLM	Munoz Maria	1974-05-22	UHC-02382-28	6357179000	7712 Cedar Ln, Tempe, AZ, 85257	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427546	CLM	Joe Hicks	1963-10-13	—	—	3667 Meadow Ln, Phoenix, AZ, 85003	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-408639	CLM	Ana P Stawart	1943-05-23	—	7062527305	3121 Ridge Rd, Glendale, AZ, 85345	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405951	CLM	Carlos Salazar	1992-08-07	—	—	2954 Canyon Rd, Phoenix, AZ, 85017	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410405	CLM	Deborah Smith	1955-02-11	—	4476415070	805 Market St, Plano, TX, 75081	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407853	CLM	Carroll Carolyn	1958-08-14	—	7925228582	3600 Pine Dr, Sacramento, CA, 95890	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407854	CLM	Carroll Carolyn	1958-08-14	—	7925228582	3600 Pine Dr, Sacramento, CA, 95890	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420242	CLM	Emma Pena	2007-12-15	UHC-89588-48	2135477737	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-401209	CLM	Ana Knight	1991-03-25	UHC-00824-54	—	3627 Lincoln Way, Gilbert, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413878	CLM	Diana Bowman	1949-07-02	UHC-94241-40	—	3258 Forest Ave, Tucson, AZ, 85742	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408383	CLM	Nicholas Orbien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-411348	CLM	Alexander Ray	1996-05-06	—	6683690258	5159 Ridge Rd, Tampa, FL, 33639	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410336	CLM	Jacob Collins	1952-07-06	—	—	2742 Oak St, Gilbert, AZ, 85230	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428970	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	—	7841 River Rd, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419009	CLM	Marilyn X Wallace	1998-05-03	UHC-97767-95	7065672023	4560 Indian School Rd, Jacksonville, FL, 32217	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421223	CLM	Christian Butler	1982-04-27	UHC-45946-22	2716317792	9899 River Rd, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-426463	CLM	Martha Soto	1987-07-21	UHC-39559-98	—	1011 Lincoln Way, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407956	CLM	Hananh Nguyen	1950-03-16	UHC-03763-39	5528619404	8533 Camelback Rd, Minneapolis, MN, 55441	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426607	CLM	Hannah Daniels	1985-05-22	UHC-74283-32	3767732771	73 Bayshore Dr, Phoenix, AZ, 85061	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420524	CLM	Denise Ramos	1960-12-10	—	5257937763	899 Forest Ave, Denver, CO, 80256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 93 of 263Previous Next