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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432248	CLM	Alan Lynch	1959-07-02	UHC-97250-45	—	7020 Elm St, Orlando, FL, 32886	0.64	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-407555	CLM	John Ray	1943-10-02	UHC-32122-35	—	4554 Meadow Ln # 153, Phoenix, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-420362	CLM	Dennis Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-424486	CLM	Samuel Simmons	1945-05-25	UHC-47169-69	8474100580	519 Grand Ave, Orlando, FL, 32885	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419217	CLM	Jerry Martin	—	—	—	1696 Highland Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-406370	CLM	Carlos Austn	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401564	CLM	Isabella Hudson	1970-08-08	—	5097910874	4880 Baseline Rd, Nashville, TN, 37299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430326	CLM	Natalie Jensen	1953-01-17	UHC-91990-75	3069202169	1309 Ocean Ave, Chandler, AZ, 85210	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-426111	CLM	Mary Chen	1953-10-21	UHC-42080-36	8608569938	5728 Desert Sky Blvd, Charlotte, NC, 28248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404754	CLM	Jeck T Vargas	2005-10-08	UHC-19817-94	—	2856 Baseline Rd, Plano, TX, 75000	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403711	CLM	Keith I Vazquez	1965-05-23	—	—	6164 Grand Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426568	CLM	Ahmed Fissher	1970-04-26	UHC-88024-63	—	3622 Church St, San Diego, CA, 92106	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418673	CLM	Kyle Wallace	1979-06-21	UHC-43398-94	—	4635 Indian School Rd Apt 11, Tempe, AZ, 85290	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418114	CLM	Kimberly Burns	1982-01-20	—	—	3423 Camelback Rd Apt 19, Tempe, AZ, 85256	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417946	CLM	Kevin Cunningham	1962-09-09	—	—	9629 Cedar Ln, Gilbert, AZ, 85264	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413926	CLM	Austin Y Patel	1972-10-22	—	—	1655 Baseline Rd, Atlanta, GA, 30387	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421030	CLM	Evelyn Q Matthews	1950-08-19	UHC-50807-12	3699550722	3422 Market St Apt 11, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-413447	CLM	Emily Sanders	—	—	6952888530	1004 Central Ave, Glendale, AZ, 85313	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-413869	CLM	Jackie Contreras	1958-06-05	—	5819791556	8014 Forest Ave, Gilbert, AZ, 85286	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429694	CLM	Deebra Wod	1946-09-21	UHC-63319-04	—	3612 Sunset Blvd, Houston, TX, 77029	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418152	CLM	Harrold K Mejia	1969-10-17	UHC-63645-91	5163320294	2037 Desert Sky Blvd, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-409138	CLM	Bruce Adams	1942-10-15	—	—	6011 Main St, Sacramento, CA, 95824	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420942	CLM	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432788	CLM	Benjamin S Lane	1985-01-05	UHC-09486-02	—	6981 Cedar Ln, Miami, FL, 33114	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420715	CLM	Dennis N Ray	1961-07-12	UHC-11585-25	—	959 Sunset Blvd, Atlanta, GA	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted ZIP missing+2 more
CLM-414171	CLM	Mateo Wright	1949-05-26	UHC-17285-52	—	4302 Harbor Blvd, Columbus, OH, 43234	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413093	CLM	Cynthia Mejia	—	UHC-80006-11	—	8021 Spring St, Austin, TX, 78792	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-404004	CLM	Ryan Thompson	1943-03-11	UHC-29740-76	4249913671	2844 Camelback Rd, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-424961	CLM	David Bennett	2008-07-02	UHC-52325-21	6314243075	4502 Sunset Blvd, Los Angeles, CA, 90029	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414145	CLM	Kelly Clark	1954-01-15	—	—	7794 Washington St, Orlando, FL, 32820	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400681	CLM	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405904	CLM	Sophia N Wagner	1982-04-26	—	8895125018	617 Highland Ave, Gilbert, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-407393	CLM	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408121	CLM	Stephen Peterson	1943-06-12	—	5229834977	6606 Jefferson Ave, San Antonio, TX, 78242	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427389	CLM	Elijah Y Wood	1984-09-24	UHC-55725-25	—	3073 Main St, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427529	CLM	Janet Dixon	1983-02-25	UHC-86590-78	—	6872 Palm Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411181	CLM	Beverly Wilson	—	UHC-95133-67	—	554 Pine Dr, Atlanta, GA, 30349	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-407995	CLM	Richard P Lucas	—	UHC-88157-76	4215750951	2532 Oak St, Sacramento, CA, 95889	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-403482	CLM	Nicole Lucas	1989-08-13	—	5065642684	1029 Elm St, Eden Prairie, MN, 55345	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-417133	CLM	Harold Fuller	1967-02-28	—	—	189 Grand Ave, Plano, TX, 75046	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410879	CLM	Knight Ryan	1952-11-19	UHC-97617-12	—	—	0.64	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-418314	CLM	Lawrence Daiz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-429567	CLM	Alexis N Armstrong	2004-09-05	—	—	9668 Lincoln Way, Scottsdale, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420314	CLM	Kathryn Li	1941-10-12	UHC-88833-99	—	6691 Ocean Ave, Sacramento, CA, 95825	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400679	CLM	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408921	CLM	Christina Gonzales	1963-11-26	UHC-49127-77	—	3686 Lake View Rd, Scottsdale, AZ, 85219	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408726	CLM	Sean Watson	1977-07-12	—	—	2932 Mesa Dr, Orlando, FL, 32846	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-404074	CLM	Austin I Rodriguez	1994-10-26	—	—	9749 Mesa Dr, Mesa, AZ, 85288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428116	CLM	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-424094	CLM	Nicole Gonzalez	1959-04-24	UHC-37073-66	—	1921 Union St, Las Vegas, NV, 89106	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 58 of 263Previous Next