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-417226	CLM	Evelin Kim	1985-05-03	UHC-34692-99	—	1704 Jefferson Ave, Mesa, AZ, 85234	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427698	CLM	Sharon Rojas	1965-08-23	—	—	9578 Mesa Dr, Denver, CO, 80279	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-402220	CLM	Noah Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417106	CLM	Anthony B Estrada	1972-01-23	UHC-76323-91	—	7313 Union St, San Antonio, TX, 78237	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416353	CLM	Bruce Phillips	1989-05-28	UHC-32256-98	—	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-430786	CLM	Brittany Henderson	1992-12-05	UHC-13878-53	—	8332 Union St, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412982	CLM	Katherine Dixon	1989-07-28	—	5007103246	9088 Union St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421683	CLM	Smith Omar	1999-06-10	—	—	6226 Indian School Rd, Charlotte, NC, 28235	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-416450	CLM	Priya Castro	1941-10-01	UHC-73873-85	—	1086 Oak St, Seattle, WA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403168	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	5677011970	2196 Sage Ct, Chandler, AZ, 85274	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-402548	CLM	Diana A Hernandez	1968-11-02	—	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402549	CLM	Diana A Hernandez	1968-11-02	—	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422278	CLM	Judith Palmer	1997-02-02	UHC-25874-35	5892722807	4983 Pine Dr, Orlando, FL, 32891	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428749	CLM	Charles Baker	2003-11-22	UHC-54348-51	—	1343 Main St, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427932	CLM	Jack Taylor	1971-03-07	—	—	3243 Main St Apt 32, Tampa, FL, 33650	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425508	CLM	Beverly Sandoval	1987-01-04	UHC-71693-15	—	2141 Meadow Ln, Glendale, AZ, 85312	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-432302	CLM	Anthony Morrison	1987-09-13	UHC-63513-43	—	2366 Lake View Rd Apt 23, Tucson, AZ, 85724	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-432241	CLM	Priiya Wiliams	1972-03-23	—	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401248	CLM	Kevin Gray	1944-07-03	UHC-41944-42	—	2932 Church St, Dallas, TX, 75282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414685	CLM	Alice Gutierrez	2008-02-02	—	9764512274	8084 Baseline Rd # 744, Tampa, FL, 33626	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400113	CLM	Joseph Richardson	1962-04-11	—	2944170525	766 Indian School Rd, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-407661	CLM	Dylan Guerrero	1944-04-17	UHC-70949-33	—	9202 Spring St, Las Vegas, NV, 89119	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428411	CLM	Lauren Phillips	1966-01-01	UHC-19206-41	3512567156	8819 Sunset Blvd, Seattle, WA, 98177	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401380	CLM	Jose Olson	2003-05-28	UHC-32021-76	—	5299 Elm St, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-420475	CLM	Bruce Nelson	1993-03-13	UHC-72135-31	2429460806	9238 Oak St, Nashville, TN, 37297	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429657	CLM	Nancy Watkins	—	—	—	2027 Mesa Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-411703	CLM	Kayla Vargas	1987-08-09	UHC-09167-84	6776316839	9824 Elm St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432329	CLM	Carlos R Walker	1987-12-15	UHC-39806-08	5453381271	9720 Ocean Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407606	CLM	Richard Q Washington	2006-06-16	UHC-88336-76	5408400677	8427 Camelback Rd, Glendale, AZ, 85357	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432622	CLM	Jacqueline X Rogers	1972-07-03	UHC-40625-48	9178587586	8721 Ridge Rd, Scottsdale, AZ, 85297	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429664	CLM	Shirley Q Rojas	1966-01-02	—	—	4695 Indian School Rd, Fresno, CA, 93760	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-405551	CLM	Ryan K Bailey	1966-12-17	UHC-26020-38	7466743797	7468 Indian School Rd, Minneapolis, MN, 55493	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411097	CLM	Roger T Robertson	1977-02-25	—	7985157830	7470 Baseline Rd, Chandler, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425717	CLM	Teresa Fisher	1959-04-26	—	—	5150 Main St, Scottsdale, AZ, 85299	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-409947	CLM	Mason McDonald	2003-08-20	UHC-59502-09	—	2210 Cedar Ln, Atlanta, GA, 30379	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426077	CLM	Lauren Peters	1984-07-16	UHC-23575-28	—	1420 Oak St, Glendale, AZ, 85392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-400956	CLM	Camila Santos	1951-11-20	UHC-31286-37	6823136559	4386 Lake View Rd Apt 25, Seattle, WA, 98115	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-422473	CLM	Sean Gardner	1964-07-20	UHC-33476-72	7313075480	9447 Lake View Rd, Seattle, WA	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-418767	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	5782881671	7232 Broadway, Charlotte, NC, 28298	0.62	Name re-cased Phone reformatted Address re-cased State name converted to code+3 more
CLM-414293	CLM	Camila I Ortiz	2008-06-21	—	3833706828	8674 Cedar Ln, Houston, TX, 77047	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-428484	CLM	Carol C King	1986-01-28	—	2513178594	854 Lake View Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429274	CLM	Howard Joyce	1969-01-06	—	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414863	CLM	Gloria D Ramirez	2008-09-21	—	6735669244	6554 Highland Ave, Seattle, WA, 98133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431310	CLM	Dana L Ramos	1986-05-16	UHC-53674-02	4282570259	3376 Sunset Blvd, Los Angeles, CA, 90058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404549	CLM	Teresa Washington	1954-06-04	—	2638790736	7191 Church St, San Antonio, TX, 78279	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414269	CLM	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave Apt 5, Nashville, TN, 37272	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407234	CLM	Sean Bowman	1957-05-18	UHC-27509-22	—	4985 Canyon Rd, Austin, TX, 78724	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404327	CLM	Ana R Banks	1968-01-12	UHC-34703-52	—	5264 Elm St, Minneapolis, MN, 55474	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-402327	CLM	Pamela Vzaquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430605	CLM	Patrricia Dunn	1939-09-19	—	—	9685 Camelback Rd, Miami, FL, 33169	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

30,862 rows, page 93 of 618Previous Next