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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405774	CLM	Ana Alexander	1998-03-14	UHC-52420-37	—	9045 Spring St, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428544	CLM	Keith Tran	1998-05-08	UHC-70696-87	—	8577 Highland Ave, Fresno, CA, 93722	0.62	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
CLM-404126	CLM	Margaret Vasquez	2004-12-24	UHC-21400-01	—	3239 Pine Dr, Denver, CO, 80260	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-413527	CLM	Fatima A Howard	1997-03-07	UHC-10084-09	5706521809	3345 Sage Ct, Dallas, TX, 75225	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429128	CLM	Diane Diaz	1958-03-01	UHC-31018-76	—	3673 Ocean Ave, Atlanta, GA, 30336	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426970	CLM	Wei K Ruiz	1962-05-15	UHC-43378-20	4914342973	4731 Canyon Rd, Sacramento, CA, 95879	0.62	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-401950	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	—	696 Sage Ct, Los Angeles, CA, 90016	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427189	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd # 773, Las Vegas, NV, 89154	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-407937	CLM	Noah Clark	1948-07-26	UHC-89607-22	2773709227	6089 Hillcrest Rd, Seattle, WA, 98121	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420043	CLM	Danny Parker	1977-04-03	UHC-98857-93	5639462375	5608 Canyon Rd, Tucson, AZ, 85759	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405196	CLM	Jeremy T Garrett	1996-11-08	UHC-85404-26	9353864371	2455 Pine Dr, Nashville, TN, 37279	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402572	CLM	Kayla Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd Apt 25, Fresno, CA, 93700	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-400777	CLM	Melissa Alexander	—	UHC-11511-21	—	8745 Ocean Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+3 more
CLM-416742	CLM	Ahmed V Gibson	1976-03-13	UHC-32423-18	2598842017	8166 Desert Sky Blvd, Orlando, FL, 32817	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414173	CLM	Eric Freeman	—	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.62	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+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-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-419138	CLM	Angela Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-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-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-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-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-402027	CLM	Denise Johnston	2008-03-09	UHC-49425-51	—	6538 Palm Dr, Gilbert, AZ, 85210	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-422848	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422847	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404708	CLM	Yuki Espinoza	1950-06-16	UHC-32418-96	2243679502	387 Harbor Blvd, Charlotte, NC, 28206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405245	CLM	Keith Hernandez	1998-11-21	UHC-09533-29	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400748	CLM	Shirley Williamson	1962-04-25	UHC-89515-83	9466380048	4586 Church St, Tampa, FL, 33619	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402097	CLM	Brittany R Taylor	1982-05-25	UHC-75127-09	—	6710 Valley View Dr, Mesa, AZ, 85299	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406096	CLM	Alan Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr Apt 21, Nashville, TN, 37292	0.62	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421538	CLM	Charles Payne	1954-10-06	UHC-44575-47	2646873784	4594 Ocean Ave Apt 3, Atlanta, GA, 30368	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-409109	CLM	Donald Wlaker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425158	CLM	Victoria Patel	1938-09-08	UHC-56400-53	2186374578	4249 Maple Ave, Orlando, FL, 32819	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417391	CLM	Matt Anderson	1982-11-25	UHC-67789-26	—	3229 Pine Dr, Scottsdale, AZ, 85215	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-427228	CLM	Christine Ortega	1969-09-22	UHC-41954-71	8382186598	3529 Market St, San Diego, CA, 92177	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405389	CLM	Andrew Gutierrez	1981-04-13	UHC-30348-83	—	7873 Cedar Ln Apt 28, Los Angeles, CA, 90061	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-408864	CLM	Jerry Crawford	1980-07-03	UHC-60376-73	9117180729	7106 Jefferson Ave # 683, Jacksonville, FL, 32219	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-405568	CLM	Masson Gomez	1962-04-19	UHC-14665-92	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415746	CLM	Doonald Murrray	2001-12-17	UHC-38778-25	—	7821 Lincoln Way # 717, Sacramento, CA, 95825	0.62	Name re-cased Member ID reformatted Unit split from street City re-cased+3 more
CLM-412668	CLM	Yuki Hoffman	1940-03-10	UHC-91732-54	6493741097	2368 Harbor Blvd, Las Vegas, NV, 89100	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405099	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St # 195, Eden Prairie, MN, 55338	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-405098	CLM	Marilyn Romero	1954-08-02	UHC-22595-40	—	2973 Main St # 195, Eden Prairie, MN, 55338	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-403665	CLM	Michelle Perkins	1962-12-16	UHC-72207-33	—	7224 Lake View Rd, Tampa, FL, 33672	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409839	CLM	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-419777	CLM	Marcus Stone	1945-07-21	UHC-59211-18	—	7056 Pine Dr, Tucson, AZ	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-413035	CLM	Christian Hernandez	1951-03-27	UHC-41092-13	—	1662 Pine Dr, Las Vegas, NV, 89171	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424671	CLM	Kennedy Valentina	1943-08-06	UHC-03137-73	—	5500 Ocean Ave, Glendale, AZ, 85369	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423297	CLM	Madison R Brooks	1973-11-20	UHC-66865-28	9136669109	4130 Desert Sky Blvd, Atlanta, GA, 30398	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more

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