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-417970	CLM	Frances Y Hanson	—	UHC-45521-79	—	6548 Willow Ct, Phoenix, AZ, 85041	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-409746	CLM	Bruce Rios	1943-12-01	—	3728699250	4181 Baseline Rd, Charlotte, NC	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-423348	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-407268	CLM	Kenneth J Gordon	1939-07-13	UHC-62055-42	2056183860	8838 Sage Ct # 778, Chandler, AZ, 85228	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-406833	CLM	Philip Woods	2001-02-24	UHC-83948-75	—	8935 Valley View Dr, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-432526	CLM	Ahmed Hoffman	1991-01-20	UHC-79652-32	7324712029	6488 Desert Sky Blvd, Eden Prairie, MN, 55345	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414050	CLM	Omar D Nguyen	1997-06-08	UHC-18431-18	—	5478 Lake View Rd Apt 21, Tampa, FL, 33621	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-419198	CLM	Deborah West	1945-06-11	UHC-15597-12	—	479 Oak St, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-424286	CLM	Aisha P Walker	1952-12-22	UHC-06107-12	3002560759	7821 Ocean Ave, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405544	CLM	William S Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
CLM-404633	CLM	Deborah Day	1955-06-07	—	—	4202 Washington St, Tucson, AZ, 85718	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402972	CLM	Yuki White	1954-11-15	UHC-76332-15	3462236634	4932 Maple Ave # 361, Denver, CO, 80255	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423704	CLM	Doris Barnes	1980-03-13	UHC-22231-79	—	—	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-405621	CLM	Hirohsi Kennedy	—	—	—	4777 Ocean Ave, Nashville, TN, 37294	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-430613	CLM	Olivia Rose	1995-09-20	UHC-69550-04	8747812661	9001 Pine Dr, Tucson, AZ, 85716	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425455	CLM	Laura Obrien	2000-08-16	—	—	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-403872	CLM	Aaron Schultz	1952-07-11	—	—	5848 Bayshore Dr, Los Angeles, CA, 90070	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404228	CLM	Wilile N Gonzalez	1938-08-11	—	4997564927	8463 Indian School Rd Apt 13, Seattle, WA, 98160	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-427523	CLM	Judith Guzman	1944-02-20	—	—	3680 Church St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-409625	CLM	Ann Kelley	1967-01-18	—	—	2306 Union St, Scottsdale, AZ, 85236	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423346	CLM	Madison D Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct Apt 9, Nashville, TN, 37275	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-415578	CLM	Mark H Jones	1987-07-17	—	—	1605 Central Ave, Glendale, AZ, 85313	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424523	CLM	Bruce Obrien	1991-04-12	UHC-80024-15	—	8188 Desert Sky Blvd, Eden Prairie, MN, 55389	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
CLM-431495	CLM	Rebecca W Adams	1965-02-17	UHC-04443-52	—	7683 Meadow Ln, Tempe, AZ, 85213	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-422046	CLM	Campbell Carlos	1961-06-18	UHC-89227-34	—	1159 Bayshore Dr Apt 18, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408783	CLM	Eugene Arnold	1945-12-07	—	—	8379 Valley View Dr, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-424240	CLM	Rebecca I Myers	1985-12-02	UHC-44550-43	—	2515 Palm Dr, Tucson, AZ, 85767	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-404260	CLM	Ramos Maria	1940-05-22	UHC-48526-66	2557935878	3571 Sage Ct, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416830	CLM	Priya Reynolds	1995-05-20	UHC-03653-51	3755415656	3380 Camelback Rd, Tucson, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432237	CLM	Carl West	1992-01-06	—	—	3663 Grand Ave Apt 38, Glendale, AZ, 85353	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429180	CLM	Megan Richardson	1959-05-13	UHC-31006-11	—	2569 Indian School Rd, Orlando, FL, 32855	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418987	CLM	Ahmed Sanders	1960-10-26	—	4209977132	2821 Sunset Blvd, Sacramento, CA, 95877	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431632	CLM	Austin Henderson	1941-12-22	—	—	4815 Mesa Dr, Charlotte, NC, 28250	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-431323	CLM	Jack N Jordan	—	—	8123620354	7965 Washington St, Houston, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-426614	CLM	Elizabeth Rodrigeuz	1963-12-06	—	2787150921	7374 Sage Ct, Tampa, FL, 33602	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413054	CLM	Virginia F Dominguez	1997-03-24	UHC-47834-81	—	9376 Elm St, Orlando, FL, 32846	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-428798	CLM	Russell Weaver	1962-04-14	UHC-60979-31	—	3160 Pine Dr, Phoenix, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-400140	CLM	Sofia Nunez	1980-07-22	UHC-92875-98	2684198246	277 Lake View Rd, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403787	CLM	Mateo Myers	1976-07-16	UHC-90347-43	6369344236	5802 Ridge Rd, Glendale, AZ, 85308	0.50	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421574	CLM	Madison E Moore	2001-01-14	UHC-36940-63	—	6393 Grand Ave, Tempe, AZ, 85260	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-427903	CLM	Rebecca Y Bennett	1961-04-14	UHC-24020-26	—	5489 Elm St, Tempe, AZ, 85284	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429828	CLM	Kelly Rivera	1941-09-27	UHC-23051-08	3554954254	7314 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403749	CLM	Henry F Litle	1944-12-26	UHC-93359-73	—	266 Camelback Rd, Atlanta, GA, 30361	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-409643	CLM	Gerald Nichols	1956-12-02	—	2252722408	592 Broadway, Los Angeles, CA, 90092	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-417757	CLM	Carlos B Gibson	1939-07-05	—	3233165820	8326 Cedar Ln, Tucson, AZ, 85772	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432250	CLM	Catherine Romero	1952-02-09	—	—	9615 Camelback Rd, Tempe, AZ, 85263	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418967	CLM	Charles Sullivan	1963-10-07	—	—	3599 Maple Ave, Orlando, FL, 32858	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421478	CLM	Ahmed Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410432	CLM	Catherine Bennett	1945-01-20	—	—	9312 Indian School Rd, Orlando, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more

13,120 rows, page 12 of 263Previous Next