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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403458	CLM	Samuel Le	1989-05-21	—	7368141823	8848 Cedar Ln, Columbus, OH, 43229	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430104	CLM	Carol Warren	1952-07-21	—	—	7040 Hillcrest Rd, Gilbert, AZ, 85266	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-417354	CLM	Eric Bailey	1988-04-01	UHC-24801-64	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422862	CLM	Sam Z Maldonado	1981-09-05	UHC-98202-14	2787469307	620 Desert Sky Blvd, Dallas, TX, 75281	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405734	CLM	Beverly Hughes	1988-06-28	—	—	3148 Cedar Ln, Plano, TX, 75003	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420564	CLM	Vincent Gutieerrez	1950-01-08	—	8202806153	5152 Washington St, Orlando, FL, 32829	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418038	CLM	Brandun Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-418074	CLM	Kelly Powell	1984-05-14	UHC-57639-35	—	1647 Oak St, Gilbert, AZ, 85212	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-405306	CLM	Denise Sandoval	1990-02-16	—	—	7820 Jefferson Ave, Houston, TX, 77097	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403911	CLM	Donna Griffin	1944-10-13	—	4248572041	9479 Pine Dr, Chandler, AZ, 85257	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-426249	CLM	Wayne Hunt	1959-02-25	UHC-34787-44	6206361503	8367 Willow Ct, Tucson, AZ, 85769	0.64	Phone reformatted SSN last four extracted City re-cased State name converted to code+2 more
CLM-418280	CLM	Beerly Moreno	1956-04-28	—	2828058561	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-414892	CLM	Fatima S Soto	1993-08-20	UHC-71122-66	—	8728 Sage Ct, Columbus, OH, 43230	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-416313	CLM	Kathy W Johnston	1964-01-05	—	6596069361	5071 Elm St, Miami, FL, 33109	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418541	CLM	Mei Cunningham	1985-07-19	UHC-58863-81	—	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416442	CLM	Cynthia Brooks	1971-07-03	—	—	9713 Park Pl, Minneapolis, MN, 55410	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419580	CLM	Vincent Tran	1989-08-14	UHC-61998-96	4839817273	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421707	CLM	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd, Minneapolis, MN, 55495	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-413845	CLM	Mei Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-408297	CLM	Alice R Mejia	1971-03-07	UHC-85205-05	2619044980	6999 Forest Ave, Jacksonville, FL, 32267	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-414203	CLM	Meyer Justin	—	UHC-91993-91	5996239149	420 Forest Ave, Tucson, AZ, 85768	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
CLM-403084	CLM	Tyler S Kelley	1962-11-01	UHC-71559-70	3709152539	2984 Hillcrest Rd, Tucson, AZ, 85751	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-406239	CLM	Sharon Kelly	1943-08-28	—	4456755720	—	0.66	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
CLM-406687	CLM	Virginia Hofmfan	1947-09-20	UHC-79617-30	—	4417 Spring St, Plano, TX, 75000	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431987	CLM	Emily Taylor	1946-06-08	UHC-53019-81	—	6234 Elm St, Charlotte, NC, 28238	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429321	CLM	Katherine Porter	1998-09-10	UHC-66665-29	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Phone missing area code SSN last four extracted City re-cased+1 more
CLM-416518	CLM	Christian Ferguson	1949-08-19	UHC-15332-76	—	7562 Indian School Rd, Fresno, CA, 93733	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417646	CLM	Diana S Bailey	1999-12-01	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-421944	CLM	Douglas Soto	1984-12-21	—	—	5646 Canyon Rd, Fresno, CA, 93708	0.66	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415109	CLM	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St, Austin, TX, 78774	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413456	CLM	Barb Edwards	1951-10-01	UHC-91524-18	8699664205	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-432704	CLM	Patrick Wells	1969-09-19	UHC-81827-11	6745804075	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-416388	CLM	Roy W Miller	1990-05-01	UHC-67866-09	2336965521	5616 Ridge Rd, Chandler, AZ, 85213	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-419300	CLM	Isabella Walsh	1979-06-04	UHC-12076-16	2132024417	8165 Camelback Rd, Orlando, FL, 32827	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-401009	CLM	Andrea Meyer	1993-04-13	—	—	1916 Mountain View Dr, Los Angeles, CA, 90007	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410466	CLM	Roy M Crawford	2004-06-04	UHC-12133-87	—	1696 Park Pl, Mesa, AZ, 85297	0.66	Name split from “Last, First”Member ID reformatted SSN last four extracted State code upper-cased+1 more
CLM-403054	CLM	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd, Tampa, FL, 33696	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-430237	CLM	Joan Meyer	1992-11-20	UHC-56059-70	—	483 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-432171	CLM	Betty Carter	1951-10-06	UHC-07539-83	5744818192	5996 Broadway, Tucson, AZ, 85712	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-408461	CLM	Brenad Garrett	1985-09-28	UHC-01984-24	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-401476	CLM	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
CLM-412089	CLM	Patricia Kim	1998-05-23	UHC-30627-19	—	3503 Elm St, Columbus, OH, 43251	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413409	CLM	Bradley Martinez	1998-05-14	—	—	7736 Pine Dr, Columbus, OH, 43237	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-402112	CLM	Daniel W Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
CLM-432273	CLM	Richard Bishoop	1948-01-13	UHC-11474-59	6127340011	4532 Jefferson Ave, San Antonio, TX, 78256	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-401675	CLM	Donald Hudson	1990-02-28	—	—	6575 Elm St, Miami, FL, 33175	0.66	SSN last four extracted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-418072	CLM	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-407924	CLM	Ann P Howell	1972-04-19	UHC-08372-88	8463517919	8998 Lake View Rd, San Antonio, TX, 78218	0.66	Two-digit birth year Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-420117	CLM	Jose Mejia	1978-12-13	UHC-36493-03	—	4197 Indian School Rd, Fresno, CA, 93711	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415405	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more

709 rows, page 8 of 15Previous Next