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-406260	CLM	Sophia Lynch	1967-10-21	—	7369644069	2211 Harbor Blvd, Mesa, AZ, 85279	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428560	CLM	Samuel Medina	1943-08-15	—	—	1746 Grand Ave, Sacramento, CA, 95807	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411296	CLM	Ann N Rose	1954-06-20	UHC-05350-91	—	7301 Mesa Dr, Tucson, AZ, 85764	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-431004	CLM	Kenneth Murphy	1958-07-17	UHC-62459-21	—	356 Baseline Rd, Houston, TX, 77043	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-421871	CLM	Maria Mejia	1995-03-27	—	5916611923	5526 Spring St, Mesa, AZ, 85227	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-429569	CLM	Christopher Wilson	1946-12-07	—	—	5634 Washington St, Tucson, AZ, 85776	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-424717	CLM	Tyler Brooks	1994-09-10	—	—	8696 Grand Ave, Charlotte, NC, 28262	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412616	CLM	Donald Dunn	1999-12-26	—	—	1513 Park Pl, San Antonio, TX, 78217	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-421996	CLM	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-430660	CLM	Judith C Schultz	1988-10-24	—	—	1867 Pine Dr, Houston, TX, 77077	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-411846	CLM	Bevery O Sanchez	1952-02-05	UHC-57625-59	—	8609 Forest Ave # 357, Chandler, AZ, 85295	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-416051	CLM	Arjun K Diaz	1971-02-25	UHC-03518-52	—	3806 Elm St, Tempe, AZ, 85215	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429438	CLM	Brenda Nelson	1990-11-03	UHC-48922-37	—	2173 Indian School Rd, Tampa, FL, 33643	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
CLM-410536	CLM	David Mitchell	1979-10-03	UHC-82908-86	3076068557	143 Forest Ave, Tampa, FL, 33606	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427052	CLM	Bryan J Castro	1947-12-01	—	—	3934 Central Ave, Dallas, TX, 75200	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-405699	CLM	Michael Owens	1940-08-19	UHC-07421-16	—	3292 Valley View Dr, Austin, TX, 78773	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-420678	CLM	Mary Nunez	1967-06-23	UHC-30029-90	—	326 Willow Ct, Houston, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-412577	CLM	Joe Ford	1978-09-19	—	—	1902 Highland Ave, Chandler, AZ, 85201	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-425647	CLM	Roy F Brooks	2006-11-27	UHC-54707-20	—	6646 Sunset Blvd, Orlando, FL, 32879	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-420304	CLM	Gregory Rivera	1955-02-21	—	—	40 Park Pl, Orlando, FL, 32845	0.80	City re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-432102	CLM	Jason Rogers	1955-10-21	UHC-81029-91	—	3757 Pine Dr, Minneapolis, MN, 55414	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428241	CLM	Kyle Owens	1957-04-21	—	—	9194 Highland Ave, Mesa, AZ, 85219	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-407224	CLM	Joyce Henderson	2003-05-04	UHC-72637-85	—	2804 Sage Ct, Los Angeles, CA, 90087	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412647	CLM	Amanda Santos	1984-11-22	UHC-26059-18	—	723 Meadow Ln, Austin, TX, 78729	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
CLM-415723	CLM	Benjamin Z Harper	1965-07-26	UHC-31896-42	—	493 Spring St, Mesa, AZ, 85224	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411613	CLM	Alexis Hunt	1978-10-09	UHC-21311-85	—	6601 Maple Ave, Tempe, AZ, 85245	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-405373	CLM	Robert Hoffman	1986-03-22	—	5276517126	17 Palm Dr, Mesa, AZ, 85243	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-414008	CLM	Thomas Watson	1971-09-05	—	2952457307	7825 Lincoln Way, Phoenix, AZ, 85072	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-425677	CLM	Bryan Ray	1958-11-20	—	8976852507	9671 Indian School Rd, Tucson, AZ, 85765	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400271	CLM	Kenneth Reynolds	1975-11-04	—	—	7968 Lincoln Way, Chandler, AZ, 85220	0.80	Date of birth reformatted Phone missing area code City re-cased Placeholder values cleared
CLM-431837	CLM	Carlos O Payne	1954-12-22	UHC-37293-70	—	6927 Camelback Rd, Tucson, AZ, 85772	0.80	Middle initial moved out of first name Member ID reformatted City re-cased Placeholder values cleared
CLM-410116	CLM	Cheryl Vazquez	1985-11-15	—	6724130143	8857 Mountain View Dr, Gilbert, AZ, 85239	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
CLM-407416	CLM	Emma Myes	2005-11-14	UHC-94234-71	—	1779 Oak St, Sacramento, CA, 95877	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-406136	CLM	Anna Yang	1985-06-26	UHC-14522-23	9366818769	2243 Baseline Rd, Dallas, TX, 75213	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423662	CLM	Bobby Luna	1980-04-14	—	9664425131	6309 Jefferson Ave, Miami, FL, 33162	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418551	CLM	Eric Bailey	1989-07-10	UHC-12608-31	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413244	CLM	Yuki Sullivan	1941-10-26	UHC-25113-73	8489750296	2742 Camelback Rd, Las Vegas, NV, 89125	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-408916	CLM	Peter A Hart	1968-07-14	—	—	7329 River Rd, Chandler, AZ, 85233	0.80	Date of birth reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-413700	CLM	Vincent Ruiz	1975-11-21	—	—	4505 Indian School Rd, Plano, TX, 75029	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-410912	CLM	Joseph Watkins	2008-07-19	—	—	8272 Sunset Blvd, Charlotte, NC, 28277	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-408421	CLM	Marilyn Reynolds	1945-06-15	UHC-46674-53	—	5503 Central Ave, Orlando, FL, 32865	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-406517	CLM	Ryan Larson	1957-01-25	UHC-84428-67	4176303139	3446 Hillcrest Rd, Tampa, FL, 33622	0.80	Phone reformatted City re-cased Gender normalised Whitespace trimmed
CLM-414213	CLM	Janet W Wallace	1939-11-19	UHC-29568-55	8588793971	2662 Elm St, Glendale, AZ, 85395	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-409708	CLM	Diego T Greene	2000-06-01	UHC-14523-34	—	6260 Camelback Rd, Glendale, AZ, 85370	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-408242	CLM	Doris Dunn	1990-04-22	—	—	6561 Valley View Dr, Scottsdale, AZ, 85289	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-414423	CLM	Nicole Banks	1996-12-26	UHC-03903-87	—	2517 Mountain View Dr, Mesa, AZ, 85200	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-422492	CLM	Christian Peterson	1969-06-14	—	4765149395	2683 Indian School Rd, Eden Prairie, MN, 55358	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-425582	CLM	Mark Hernandez	2000-11-13	UHC-59408-49	—	6600 Elm St, Gilbert, AZ, 85256	0.80	Name split from “Last, First”City re-cased Email lower-cased Placeholder values cleared
CLM-427231	CLM	Valentina Hunter	2002-01-18	UHC-84540-84	—	8014 Camelback Rd, Gilbert, AZ, 85213	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-408759	CLM	Timothy Webber	2001-09-27	—	—	3400 Park Pl, Scottsdale, AZ, 85228	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared

5,235 rows, page 80 of 105Previous Next