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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-427776	CLM	Billy Romero	1992-09-22	UHC-51311-12	4513129900	6253 Church St, Mesa, AZ, 85294	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418626	CLM	Matthew B Li	1961-10-17	UHC-62155-73	6165322624	1754 Hillcrest Rd, Austin, TX, 78792	0.76	Phone reformatted Street suffix standardised Address re-cased City 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-403860	CLM	Ken Burns	1940-06-22	UHC-20662-45	2882544160	7495 Hillcrest Rd, Fresno, CA, 93731	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-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-414730	CLM	Angela Perkins	1940-06-04	UHC-30106-31	2719971511	4170 Oak St, Plano, TX, 75017	0.76	Date of birth reformatted Phone 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-428154	CLM	Gloria Yang	1940-02-03	—	2156718263	9382 Indian School Rd, Orlando, FL, 32871	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430144	CLM	Linda Watson	2005-10-21	UHC-57475-22	3808961733	3703 Park Pl, Minneapolis, MN, 55493	0.76	Date of birth reformatted 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-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-430288	CLM	Joe Anderson	1955-07-18	UHC-19479-04	8315039221	862 Valley View Dr, Chandler, AZ, 85216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-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-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-428526	CLM	Charles Knight	1979-09-19	UHC-25763-97	6246789528	6096 Maple Ave, Tempe, AZ, 85259	0.76	Date of birth reformatted Phone 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-413462	CLM	Matthew Fowler	1946-10-15	—	6606137410	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+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-404787	CLM	Robert D Gray	2002-09-01	—	2015048198	3886 Mesa Dr, San Diego, CA, 92165	0.76	Date of birth reformatted Phone 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-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
CLM-410784	CLM	Sharon Gibson	1981-08-13	UHC-59981-80	5545494790	2123 Jefferson Ave, Jacksonville, FL, 32237	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431330	CLM	Harold Nichols	1968-04-05	—	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-424183	CLM	Michelle X Elliott	1945-01-28	UHC-58397-47	9889362333	3489 Highland Ave, Fresno, CA, 93701	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424184	CLM	Michelle X Elliott	1945-01-28	UHC-58397-47	9889362333	3489 Highland Ave, Fresno, CA, 93701	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407500	CLM	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct, Tampa, FL, 33675	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-416478	CLM	Jean Lynnch	1996-12-23	UHC-03327-17	7358644371	5840 Spring St, Sacramento, CA, 95860	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-430131	CLM	Hiroshi Lane	1996-01-03	UHC-98397-46	9253362561	8988 Mountain View Dr, Tempe, AZ, 85266	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406577	CLM	Kevin Boyd	2007-02-20	UHC-41277-68	4229242477	9379 Ridge Rd, Columbus, OH, 43253	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-429818	CLM	Jacob K Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-420348	CLM	Evelyn Ramos	1989-05-05	—	6395603325	8644 Elm St, Plano, TX, 75019	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426448	CLM	Mason Z Jacobs	1988-12-28	—	3407729815	4277 River Rd # 316, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401325	CLM	Logan Padilla	1976-02-04	—	5142744796	6627 Apache Blvd, Chandler, AZ, 85245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419343	CLM	Jermey Gomez	1972-08-09	UHC-62554-77	6076441297	5315 Mesa Dr, Minneapolis, MN, 55462	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419711	CLM	Sean Morgan	2005-10-24	UHC-75819-92	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415021	CLM	Robeert Bowman	2000-09-24	UHC-35458-67	6237052192	899 Elm St, Phoenix, AZ, 85024	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-413792	CLM	Denise Ortega	2005-09-20	—	5596106358	7305 Maple Ave, Seattle, WA, 98162	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417983	CLM	Christine Delgado	1941-08-20	UHC-74487-51	4209125213	6732 Elm St, Jacksonville, FL, 32237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-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-426922	CLM	Gerald Hall	2000-02-25	UHC-53140-85	7916296845	4643 Sage Ct, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401637	CLM	Aaron Padilla	1948-01-22	UHC-23716-20	3646599158	3528 Union St, Los Angeles, CA, 90017	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403446	CLM	Stephen Padilla	1969-10-28	UHC-67817-88	2019169952	7260 Washington St, Scottsdale, AZ, 85255	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 93 of 240Previous Next