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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401101	CLM	Hannah D Padilla	1982-06-18	—	3086458967	1746 Spring St, Dallas, TX, 75284	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408905	CLM	Kevin A Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404184	CLM	Brenda G Perkins	1948-01-03	UHC-78467-81	—	1719 Spring St, Austin, TX, 78704	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432758	CLM	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410526	CLM	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave # 211, Nashville, TN, 37278	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-428921	CLM	Andrea Griffin	1985-06-07	—	—	5822 Bayshore Dr Apt 1, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415157	CLM	Martha Green	1962-09-08	—	6006751907	6176 Harbor Blvd, Dallas, TX, 75258	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404628	CLM	Evelyn Wilson	1962-02-16	UHC-19839-19	9375449977	9772 Forest Ave, Plano, TX	0.62	Two-digit birth year Phone reformatted State code upper-cased ZIP missing+3 more
CLM-430913	CLM	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-407816	CLM	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403567	CLM	Joe Richardson	1943-10-04	UHC-53594-59	6906491344	5386 Apache Blvd, Nashville, TN, 37204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428763	CLM	Elizabeth Roose	2006-10-22	UHC-27150-81	—	4365 Baseline Rd, San Antonio, TX, 78235	0.62	Name re-cased Phone missing area code City re-cased State code upper-cased+3 more
CLM-404284	CLM	Benjamin Richardson	1958-04-17	UHC-80303-69	5606446879	6480 Indian School Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414902	CLM	Gloia A Nguyen	1948-12-13	UHC-36381-18	—	242 Desert Sky Blvd, Denver, CO, 80223	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414753	CLM	Andrea Davis	1979-07-08	UHC-58349-43	—	5797 Spring St, Denver, CO, 80205	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+3 more
CLM-408191	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave, Columbus, OH, 43248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424691	CLM	Julia Dean	1987-06-17	—	—	5101 Central Ave, Gilbert, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426184	CLM	Jessica B Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-412210	CLM	Natalie Medina	1987-05-27	UHC-13431-91	5157806512	6608 Maple Ave, Charlotte, NC, 28262	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422782	CLM	Judy S Wang	1985-04-05	UHC-93720-28	—	6688 Washington St, Houston, TX, 77095	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429594	CLM	Martha Watkins	—	UHC-39674-45	7984442945	6223 Spring St, Seattle, WA, 98127	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426890	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-419026	CLM	Jack Jenkins	—	UHC-75461-96	—	7076 Church St, Atlanta, GA, 30329	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-419028	CLM	Natalie Ramos	1958-04-23	—	7477556480	7803 Washington St Apt 2, Phoenix, AZ, 85046	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422914	CLM	Jeffrey Dixon	1990-09-22	UHC-96821-69	—	9173 Grand Ave, Miami, FL	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411539	CLM	Joseph P Walsh	1946-09-24	—	3565000394	6650 Indian School Rd, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404082	CLM	Ana X Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432219	CLM	Doris S Salazar	1956-03-05	UHC-06432-67	8562577470	8525 Main St, Los Angeles, CA, 90051	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417384	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432448	CLM	Christina Cooper	1958-05-08	UHC-08660-19	7949304045	6821 Sage Ct, Miami, FL, 33179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422397	CLM	Betty Riley	2003-08-15	—	3167631673	9568 Grand Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403880	CLM	Julie Morgan	1969-02-27	UHC-84290-64	9759652999	7947 Sage Ct, Gilbert, AZ, 85290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415108	CLM	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St # 749, Austin, TX, 78774	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406720	CLM	Martha Parker	1947-12-24	—	—	9880 Forest Ave, Phoenix, AZ, 85095	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423229	CLM	Michelle Kelley	1963-08-16	UHC-79555-07	—	8397 Pine Dr, Minneapolis, MN, 55438	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400289	CLM	Santiago Valdez	2000-02-24	UHC-41588-95	8422365355	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432456	CLM	Kattherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416973	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416972	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400611	CLM	Samuel Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428994	CLM	Jack Pena	2004-03-20	—	6559910376	4207 Baseline Rd Apt 23, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-427048	CLM	Beverly Andrews	1967-12-18	—	—	2649 Canyon Rd, Nashville, TN, 37299	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-404406	CLM	Alice X Morris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421879	CLM	Catherine Peterson	1954-08-10	UHC-33326-02	6258836765	4080 Canyon Rd, Phoenix, AZ, 85057	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424574	CLM	Gary Knight	1974-09-02	—	6469559795	2037 Camelback Rd, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404385	CLM	Gregory K Smith	1984-03-20	—	—	6641 Mesa Dr # 209, Seattle, WA, 98150	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-427580	CLM	Ralph Peterson	1995-08-04	—	—	1958 Market St, Sacramento, CA, 95883	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-425624	CLM	Mason McDonald	1974-03-23	—	8689519816	2651 Mountain View Dr, Glendale, AZ, 85336	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-430966	CLM	Diana Richards	1941-10-18	UHC-14537-49	4837953026	2214 Camelback Rd, Dallas, TX, 75231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431075	CLM	Brenda Carpenter	1993-02-15	—	—	7814 Willow Ct, Columbus, OH, 43217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

30,862 rows, page 86 of 618Previous Next