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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429971	CLM	Christian Ruiz	2004-06-11	UHC-87732-27	—	5969 Willow Ct, Gilbert, AZ, 85236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411062	CLM	Jason Kim	1949-01-07	UHC-16727-36	—	4437 Elm St, San Diego, CA, 92182	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412712	CLM	Willie Rojas	1979-02-13	UHC-56471-45	9096296986	5962 Washington St, Chandler, AZ, 85269	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403176	CLM	Jeffrey Cook	1991-07-02	UHC-82233-70	8514915274	7021 Baseline Rd, Scottsdale, AZ, 85215	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426175	CLM	Kenneth R Garza	1982-07-11	UHC-59034-04	—	9788 Spring St, Orlando, FL, 32821	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404758	CLM	Nancy Elliott	2004-10-04	—	6607440616	4488 Washington St, Houston, TX, 77051	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419723	CLM	Mason Rios	1939-11-04	—	—	2850 Valley View Dr, Tampa, FL, 33690	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426157	CLM	Russelll Schultz	1964-07-04	UHC-11427-28	—	1372 Forest Ave, Plano, TX, 75033	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410980	CLM	Lauren Perez	1949-06-06	UHC-37524-53	9154335664	7080 Main St, Fresno, CA, 93700	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418486	CLM	Martha Hamilton	1970-02-03	—	4862567242	133 Washington St, Tampa, FL, 33664	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404245	CLM	Mark Jimanez	1945-07-08	UHC-31118-02	8336902953	396 Elm St, Sacramento, CA, 95877	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407566	CLM	Thhomas Mendoza	1964-11-16	—	—	1647 Canyon Rd, Scottsdale, AZ, 85289	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425577	CLM	Benjamin Palmer	1995-08-28	UHC-36420-96	—	1202 Indian School Rd, Glendale, AZ, 85394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419517	CLM	Karen Padilla	1998-05-28	UHC-05442-22	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423097	CLM	Maason Clark	1949-09-12	UHC-58223-41	—	3158 Bayshore Dr, Houston, TX, 77010	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423421	CLM	Wei Morales	1980-12-10	—	7476126705	849 Ridge Rd, Tampa, FL, 33645	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407976	CLM	Evelyn Griffin	1980-12-09	UHC-10238-52	9017996349	5030 Market St, Columbus, OH, 43269	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407371	CLM	Jeremy Harvey	1965-06-25	UHC-56546-03	—	3677 Pine Dr, Houston, TX, 77046	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429931	CLM	Amy Carr	1981-05-24	—	5083094157	5530 Bayshore Dr, Eden Prairie, MN, 55355	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418955	CLM	Sara Ford	2005-12-04	UHC-92388-04	7542256746	2123 Indian School Rd, Charlotte, NC, 28221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402503	CLM	Alice Masn	1968-11-02	UHC-34841-08	6994754478	4951 Spring St, San Diego, CA, 92138	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-425473	CLM	Young Sean	1974-01-19	—	9357011895	1139 Broadway, Eden Prairie, MN, 55384	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
CLM-405463	CLM	Martha Mills	1948-12-12	UHC-81184-57	—	6407 Central Ave, Las Vegas, NV, 89160	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415106	CLM	Emma R White	1975-07-18	—	5732322798	8102 Sage Ct, Nashville, TN, 37263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403288	CLM	Shirley Harvey	1994-12-25	—	—	7830 Pine Dr, Chandler, AZ, 85217	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-424531	CLM	Matthew Green	2002-08-26	UHC-59843-73	—	3627 Cedar Ln, Sacramento, CA, 95847	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425998	CLM	Aisha Miller	2001-05-07	UHC-92764-59	—	8366 Baseline Rd, Las Vegas, NV, 89174	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424444	CLM	Ralph A Ruiz	1950-05-14	UHC-42464-05	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425334	CLM	Brooks Matthew	1971-08-14	UHC-65253-69	9356086949	2463 Meadow Ln, Tucson, AZ, 85761	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413573	CLM	Mary Cox	1990-08-03	UHC-62283-37	—	6931 Canyon Rd, Glendale, AZ, 85389	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403608	CLM	Yuki Henderson	1967-09-06	UHC-88556-80	9433428041	797 Forest Ave, Fresno, CA, 93789	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426796	CLM	Elijah L Montgoomery	1993-03-04	—	—	7134 Jefferson Ave, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416724	CLM	Joyce Cole	1985-05-25	UHC-80112-12	—	2045 Oak St, Fresno, CA, 93728	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404434	CLM	Scott Moreno	1984-10-06	UHC-00221-37	—	3320 Cedar Ln, Dallas, TX, 75245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407487	CLM	Mason Ramirez	1964-05-03	—	5135642570	3165 Spring St, Fresno, CA, 93769	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417544	CLM	Sandra Hart	1950-09-18	—	8464264777	9811 Maple Ave, Orlando, FL, 32892	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430957	CLM	Omar Moreno	1962-01-03	—	9078085563	1681 Lake View Rd, Orlando, FL, 32841	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414536	CLM	Sofia Z Anderson	1984-01-21	—	—	1902 Lincoln Way, Houston, TX, 77037	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432378	CLM	Billy Chapman	1967-07-28	UHC-98525-46	—	4007 Grand Ave, Charlotte, NC, 28283	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-408320	CLM	Gregory L Pierce	1941-04-14	UHC-82947-32	—	1955 Maple Ave, San Antonio, TX, 78299	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417868	CLM	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405034	CLM	Eugene Sanchez	1966-10-25	UHC-25758-11	—	8157 Forest Ave, Minneapolis, MN, 55435	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430108	CLM	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429725	CLM	Denise Burns	1987-02-12	UHC-01051-87	—	501 Grand Ave, Mesa, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414989	CLM	Lori Elliott	1987-11-02	—	4264130044	6009 Jefferson Ave, Denver, CO, 80248	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426213	CLM	Nancy Peters	1996-11-07	UHC-86599-46	—	8113 Harbor Blvd, Chandler, AZ, 85237	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-419966	CLM	Donald Collins	1989-08-04	UHC-39777-23	9322769898	1234 Pine Dr, Plano, TX, 75040	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418844	CLM	David Mason	1938-07-25	—	—	4860 Mountain View Dr, Jacksonville, FL, 32255	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404686	CLM	Karen Perez	2004-08-20	UHC-19309-60	—	7831 Park Pl, Las Vegas, NV, 89130	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419579	CLM	Ashley Obrien	1950-02-12	—	5396770252	8933 Ocean Ave, Sacramento, CA, 95866	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,235 rows, page 59 of 105Previous Next