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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428086	CLM	Arthur Kelley	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-429820	CLM	Mateo Chen	1996-08-28	—	—	2874 Ocean Ave, Charlotte, NC, 28257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426840	CLM	Gary Hlmes	1991-05-26	UHC-63810-47	—	8860 Lincoln Way, Orlando, FL, 32833	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-409849	CLM	Madison C Washington	1976-11-19	UHC-75175-92	—	8244 Hillcrest Rd, Glendale, AZ, 85391	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430635	CLM	Frances Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd # 492, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-409290	CLM	Moreno V Benjamin	2000-08-10	UHC-43144-61	4897766530	9459 Highland Ave, Glendale, AZ, 85364	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401814	CLM	Theresa Fowler	1979-04-14	UHC-19141-31	3996298696	6465 Broadway Apt 2, Las Vegas, NV, 89188	0.64	Two-digit birth year Phone reformatted Unit split from street Address re-cased+2 more
CLM-408068	CLM	Mary Hunter	1948-03-07	—	7572556514	9548 Palm Dr, Plano, TX, 75001	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422731	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422732	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421589	CLM	Andrea Bennett	1946-05-13	UHC-64984-58	—	241 Spring St, Jacksonville, FL, 32292	0.64	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-400057	CLM	Lara Hamilton	1956-01-17	—	2047051289	7386 River Rd, Las Vegas, NV, 89191	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408363	CLM	Albert Herrera	1979-02-01	UHC-78925-85	—	5972 Baseline Rd, Charlotte, NC, 28221	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-403146	CLM	Fatima Jones	1965-05-13	UHC-49631-46	9498251916	8055 Harbor Blvd, Seattle, WA, 98167	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408769	CLM	Shaw Vincent	1984-04-27	UHC-60140-35	7722673629	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-411588	CLM	Juan Jordan	2000-07-03	UHC-43301-66	3265291127	7107 Jefferson Ave, Plano, TX, 75064	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-416711	CLM	Amber Graene	1965-07-14	UHC-66959-32	—	5664 Market St, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-428060	CLM	Joyce Ramirez	1983-06-25	UHC-92711-12	—	5983 Park Pl, Orlando, FL, 32899	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-402764	CLM	Frank Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-430211	CLM	Alan Gilbert	1965-01-14	—	—	7071 Union St, Columbus, OH, 43298	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-401148	CLM	Victoria I Wilson	1951-06-12	—	9346631750	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-402882	CLM	Gloria Flores	1949-06-18	—	7023135329	700 Willow Ct, Chandler, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-415981	CLM	Chris Harvey	1997-03-09	UHC-40603-08	3793261896	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-428464	CLM	Megan Edwards	2006-06-04	—	6586794040	4207 Spring St, Phoenix, AZ, 85058	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427855	CLM	Sara Hawkins	1986-02-02	—	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.64	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+2 more
CLM-427190	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417489	CLM	Gloria Nelson	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-413201	CLM	Jacqueline Little	1987-12-24	UHC-07892-65	—	8051 Camelback Rd, Eden Prairie, MN, 55303	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416211	CLM	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-421576	CLM	Michael Hanson	1983-07-01	UHC-75772-33	2112705171	3342 Sage Ct, Fresno, CA, 93738	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-413443	CLM	Helen Luna	1977-05-07	—	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418785	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	3856457617	1909 Canyon Rd, Denver, CO, 80250	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423169	CLM	Brandon B Long	1963-11-17	UHC-49927-34	—	6600 Ocean Ave, Tampa, FL, 33649	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-420180	CLM	Arthur Espinoza	1991-10-23	UHC-03984-93	5154727968	2783 Market St, Gilbert, AZ, 85284	0.64	Two-digit birth year Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-409190	CLM	Jerry Rojas	1995-09-22	UHC-85772-60	—	4528 Maple Ave, Mesa, AZ, 85293	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401533	CLM	Dona Myers	1972-10-07	—	—	6906 Desert Sky Blvd, Houston, TX, 77020	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416773	CLM	Melissa Guzman	1939-11-15	UHC-18796-23	—	998 Broadway, Minneapolis, MN, 55459	0.64	Name re-cased Two-digit birth year Address re-cased City re-cased+2 more
CLM-431924	CLM	Mari Moore	1952-08-07	UHC-35971-23	—	3317 Lincoln Way, Atlanta, GA	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP missing+2 more
CLM-401638	CLM	Aaron Padilla	1948-01-22	UHC-23716-20	3646599158	3528 Union St, Los Angeles, CA, 90017	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-412413	CLM	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408058	CLM	Gabriel Burns	1949-04-05	UHC-23008-39	9409419965	5336 Apache Blvd, Jacksonville, FL, 32297	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408849	CLM	Mariana Mason	1965-12-17	—	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427943	CLM	Sarah Cox	1961-09-08	UHC-82695-39	—	1726 Apache Blvd, Sacramento, CA, 95879	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407417	CLM	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403244	CLM	Ken Martinez	1966-11-26	UHC-66774-91	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427679	CLM	Margaret Yang	1987-12-28	UHC-98394-52	—	45 Park Pl, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413200	CLM	Anna Waalsh	1957-03-01	UHC-93358-69	7363634028	1738 Sunset Blvd, Jacksonville, FL, 32295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412196	CLM	Edward Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412106	CLM	Marilyn H Li	1995-02-24	—	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more

2,168 rows, page 18 of 44Previous Next