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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426522	CLM	Steven Spencer	1973-06-20	—	3259185673	7438 Cedar Ln, San Diego, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-410539	CLM	Janet Wood	—	UHC-90445-01	4788274782	230 Ocean Ave, Phoenix, AZ, 85070	0.46	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-430773	CLM	Jose K Owens	1982-09-22	UHC-76682-96	2926537417	2057 Indian School Rd # 132, Seattle, WA, 98191	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-417284	CLM	Aaaron Ramos	1994-06-24	UHC-51082-43	—	1086 Desert Sky Blvd, Orlando, FL, 32854	0.46	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-429314	CLM	Valentina Stevens	1943-01-26	—	2169998608	5643 Meadow Ln, Eden Prairie, MN, 55358	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-410288	CLM	Andrew McDonald	—	UHC-38489-91	4374342555	7493 Sunset Blvd, Chandler, AZ, 85282	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-415050	CLM	Vincent Gutierrez	1979-05-28	—	6807536539	4765 Hillcrest Rd, Sacramento, CA, 95899	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407637	CLM	Ana T Mason	2002-01-10	UHC-43455-67	3122246069	8872 Highland Ave, Charlotte, NC, 28224	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-418748	CLM	Tony Taylor	2004-02-11	UHC-75125-22	4845118648	1177 Sage Ct, San Antonio, TX, 78208	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-422939	CLM	Tyler A Williamson	1964-09-15	UHC-85579-51	5144150235	8609 Harbor Blvd, Tampa, FL	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-424206	CLM	Jack Hart	2002-11-04	UHC-64143-01	4954677671	3096 Lake View Rd Apt 7, Tempe, AZ, 85271	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-400252	CLM	Jeremy Adams	1971-07-04	UHC-96734-62	3987907224	4817 Oak St, Austin, TX, 78775	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-417712	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431909	CLM	Zachary Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406098	CLM	Philip White	1963-09-19	UHC-62738-03	—	9889 Canyon Rd, Chandler, AZ	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404454	CLM	Larry F Martin	2001-01-13	—	—	4620 Valley View Dr, San Antonio, TX, 78256	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403443	CLM	Donna Berry	1994-09-24	UHC-30521-33	8465254955	8353 Bayshore Dr, Atlanta, GA, 30329	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423625	CLM	Eric Simpson	1998-10-18	UHC-65773-70	9843752110	8776 Canyon Rd, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417175	CLM	Shirley Bennnett	1955-08-22	—	—	8915 Canyon Rd, Plano, TX, 75024	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-408368	CLM	Mason Maldonado	1982-10-08	UHC-54625-23	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411571	CLM	Glora Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave Apt 17, Tempe, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-416040	CLM	Kathryn A Hayes	1971-09-11	UHC-11060-89	5584057733	9284 Cedar Ln, Jacksonville, FL, 32261	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
CLM-427009	CLM	Kimberly Vargas	1956-12-08	UHC-25104-42	9419986597	5780 Sage Ct, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428703	CLM	Kathryn Carlson	1939-12-07	UHC-76593-95	5548083216	2320 Highland Ave, Las Vegas, NV, 89109	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402421	CLM	Lauren Carroll	1963-12-24	—	8667107430	2829 Lake View Rd, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410455	CLM	Patrick H Sanchez	1955-04-09	—	2199865988	8588 Church St, Dallas, TX, 75215	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426967	CLM	Christine Delgado	1940-08-24	UHC-79906-78	2328145633	6770 Baseline Rd, Minneapolis, MN, 55425	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405644	CLM	Stephen Chavez	1993-06-01	—	4379827788	3236 Jefferson Ave, San Antonio, TX, 78247	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421780	CLM	Kyle Burs	1946-02-23	UHC-52612-93	—	7723 Hillcrest Rd, Tucson, AZ, 85725	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409333	CLM	Lauren Sullivan	1986-10-09	UHC-92701-44	8836385689	381 Park Pl, Tampa, FL, 33697	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-420752	CLM	Mariana I Arnold	1967-07-07	—	—	495 Meadow Ln, Austin, TX, 78761	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-421555	CLM	Virginia Schmidt	—	UHC-83823-87	8933198397	9250 Forest Ave, Seattle, WA, 98146	0.48	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-406213	CLM	Maria E Little	1969-04-02	UHC-16279-83	—	1839 Apache Blvd, Columbus, OH, 43238	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-412597	CLM	Kathleen V Brown	1994-08-14	UHC-43169-47	—	3092 Sage Ct Apt 8, Orlando, FL, 32854	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-409856	CLM	Eric Fisher	1942-10-10	UHC-76932-93	—	799 Lake View Rd, Chandler, AZ, 85244	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401868	CLM	Nicholas K Andrews	1985-11-19	—	—	4409 Lincoln Way, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401869	CLM	Nicholas K Andrews	1985-11-19	—	—	4409 Lincoln Way, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423751	CLM	Kelly Harris	1961-03-22	UHC-15595-64	6919397031	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413990	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	—	3187 Oak St, San Antonio, TX, 78278	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410971	CLM	Sandra Peterson	1970-06-24	UHC-01975-42	6312063229	9822 Washington St, Los Angeles, CA, 90097	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-414495	CLM	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-427996	CLM	Raymond Reed	1997-07-04	UHC-01048-26	—	8798 Lincoln Way, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
CLM-405627	CLM	Edward T Franklin	1972-08-05	UHC-16332-56	9312879564	2087 Hillcrest Rd, Scottsdale, AZ, 85224	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418818	CLM	Joseph Evans	1996-07-02	UHC-53901-47	9574916916	7198 Oak St, Tempe, AZ, 85236	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421146	CLM	Maria Hoffman	2000-05-27	UHC-58570-09	—	6203 Indian School Rd, Tampa, FL, 33658	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-423199	CLM	Sara Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd Apt 25, Minneapolis, MN, 55471	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-408369	CLM	Mason A Maldonado	—	—	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+4 more
CLM-430538	CLM	Dennis F Watson	1960-02-18	UHC-66816-88	—	3612 Highland Ave # 335, Chandler, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-419322	CLM	Megan Thomas	1998-10-14	UHC-49695-95	—	2120 Highland Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-405249	CLM	Kathryn T Lawson	1984-08-08	UHC-85546-13	—	6848 Harbor Blvd, Phoenix, AZ, 85001	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more

3,226 rows, page 6 of 65Previous Next