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-424546	CLM	Michael Gutierrez	1953-06-19	—	—	5232 Willow Ct, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423961	CLM	Aisha Y Gilbert	1971-08-08	—	5039566880	8619 Elm St, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423962	CLM	Aisha Y Gilbert	1971-08-08	—	5039566880	8619 Elm St, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402616	CLM	Paul Lopez	1947-02-01	UHC-63875-61	—	5959 Sage Ct, Tampa, FL, 33674	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409350	CLM	Teersa Williamson	1981-01-26	UHC-54512-54	—	2913 Lincoln Way Apt 6, Dallas, TX, 75257	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413225	CLM	Charlotte Tomas	1985-04-14	UHC-46370-05	9346024650	8922 Spring St Apt 5, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416266	CLM	Jonathan Weaver	1970-01-17	UHC-41663-21	8689333157	7790 Park Pl, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420246	CLM	Ethan Body	1990-12-17	UHC-52979-83	—	7978 Sage Ct, Atlanta, GA, 30372	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423924	CLM	Marcus Fuller	1967-12-11	—	9129912279	9406 Indian School Rd # 551, Scottsdale, AZ, 85291	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421297	CLM	Jerry O McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430374	CLM	Jacqueline Gomez	1967-02-17	UHC-57063-16	9254703763	1869 Palm Dr, Charlotte, NC, 28246	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400766	CLM	Samuel Price	1987-11-25	—	—	3203 Central Ave, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400146	CLM	Katherine Young	1985-06-08	UHC-45033-96	—	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405989	CLM	Joshua B Marshall	—	—	—	8078 Canyon Rd, Mesa, AZ, 85266	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-414278	CLM	Zachary Watkins	1962-03-15	—	—	9266 Ridge Rd, Atlanta, GA, 30322	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407666	CLM	Kevin Scott	1977-09-05	UHC-95333-52	—	4444 Willow Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422706	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	—	2093 Bayshore Dr, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402717	CLM	Wayne Lwrence	1941-10-10	—	4959315140	6617 Hillcrest Rd Apt 15, Chandler, AZ, 85228	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416284	CLM	Jason Montgomery	1998-09-24	UHC-17328-72	8256252792	8845 Park Pl, Orlando, FL, 32891	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-404456	CLM	Brittany KJunk	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-428531	CLM	Virginia Kim	1945-08-11	UHC-47194-23	9334591023	4941 Mesa Dr, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403635	CLM	Henry Marshall	1954-10-23	UHC-90506-25	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402698	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-402699	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-428738	CLM	Donald B Tran	1952-02-13	UHC-50361-26	—	3981 Maple Ave, Tampa, FL, 33651	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429168	CLM	Laura Franklni	1946-02-10	UHC-32182-41	—	9718 Camelback Rd Apt 11, Phoenix, AZ, 85017	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405593	CLM	Catherine Morrison	2008-01-27	—	—	4880 Ocean Ave, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400869	CLM	Frances O Bennett	1993-09-12	—	9585675063	3911 Jefferson Ave, San Diego, CA, 92117	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429433	CLM	Jack Smith	—	—	—	742 Bayshore Dr, Las Vegas, NV, 89189	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-407084	CLM	Bryan Carter	1973-11-26	—	—	2538 Valley View Dr, Austin, TX, 78720	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417318	CLM	George C Mejia	1981-02-28	UHC-53320-70	—	6007 Lake View Rd, Dallas, TX, 75257	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415782	CLM	Doris Hunter	1972-11-04	UHC-71005-52	—	8898 Cedar Ln, Atlanta, GA, 30376	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428578	CLM	Tyler P Gray	1939-10-16	UHC-05293-42	—	1504 Bayshore Dr, Jacksonville, FL, 32216	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407516	CLM	Lawrence Maldonado	1994-07-20	UHC-97544-20	—	7498 Main St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-405420	CLM	Maria Ramirez	1999-04-23	—	—	1102 Market St Apt 29, Los Angeles, CA, 90037	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404363	CLM	Marilyn Willis	1997-06-15	UHC-30752-12	—	8924 Grand Ave, Atlanta, GA, 30334	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430033	CLM	Keith Rogers	1963-04-17	—	9016188778	4996 Palm Dr # 286, Jacksonville, FL, 32283	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-425406	CLM	Lauren Franklin	1961-08-23	—	6453919863	2015 Lake View Rd, Jacksonville, FL, 32203	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-401727	CLM	David Elliott	1994-06-10	UHC-64957-16	8887704819	8120 Spring St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412231	CLM	Jennifer K Le	1952-03-04	—	—	3020 Lake View Rd, Tampa, FL, 33603	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424371	CLM	Roger Sanders	1954-05-05	—	2283317495	5786 Grand Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415288	CLM	Albert S Knight	1994-08-07	UHC-52355-58	—	6424 Mesa Dr Apt 10, Tempe, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-425646	CLM	Roy Brooks	2006-11-27	UHC-54707-20	—	6646 Sunset Blvd, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414397	CLM	Satiago Miller	1969-04-28	—	3279644892	3679 Meadow Ln, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415719	CLM	Luica Russell	2001-11-13	UHC-89539-23	—	3497 Oak St, Tampa, FL, 33652	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403472	CLM	Andrea K Scott	1947-02-12	UHC-70977-09	—	4760 Mesa Dr, Glendale, AZ, 85348	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429773	CLM	Mateo Guerrero	2001-04-08	UHC-46112-25	—	955 Elm St, San Antonio, TX, 78240	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402862	CLM	Jason White	1971-04-05	—	—	4266 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423671	CLM	Donna Owens	1956-08-12	UHC-44246-61	—	7269 Pine Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424950	CLM	Joe Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

13,120 rows, page 47 of 263Previous Next