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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410775	CLM	Diego Lopez	2000-09-16	UHC-40396-40	—	9378 Elm St, Seattle, WA, 98148	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
CLM-403473	CLM	Kathhryn Pierce	1939-02-21	—	5335257449	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408832	CLM	Dorothy U Turner	1977-09-01	UHC-22932-26	9079898363	7948 Sunset Blvd, Los Angeles, CA, 90059	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406944	CLM	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave, Austin, TX, 78720	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-401426	CLM	Amanda M Daniels	1938-08-18	UHC-10897-78	—	8322 Sage Ct, Nashville, TN, 37216	0.76	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-419471	CLM	Kimberly Simmons	1997-02-12	—	—	5330 Park Pl, Miami, FL, 33186	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-423266	CLM	Emma Jacobs	1996-10-14	UHC-65539-03	5969700598	3329 Lake View Rd, Denver, CO	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-406171	CLM	Dylan Q Williamson	1965-06-23	—	2568993960	297 Meadow Ln, Jacksonville, FL, 32281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414017	CLM	Mariana Santiaago	2008-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-408089	CLM	Kathryn A Perry	1971-07-27	—	7694911117	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408469	CLM	Joan Johnston	2001-03-18	—	—	8718 Desert Sky Blvd, Miami, FL, 33104	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414352	CLM	Rebecca B Lewis	1967-03-26	UHC-04909-22	8059327399	6545 Maple Ave, Nashville, TN, 37215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419733	CLM	Jennifer Luna	1978-03-21	—	5299775388	1218 Meadow Ln, Denver, CO, 80285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430072	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted SSN last four extracted Plan code upper-cased+2 more
CLM-415143	CLM	Logan Romero	1948-08-03	UHC-29691-98	—	3367 Central Ave, Los Angeles, CA, 90020	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429653	CLM	Dylan Gomez	1963-08-12	UHC-44561-38	—	5409 Union St, Los Angeles, CA, 90029	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418757	CLM	Bobby W Berry	1941-04-01	UHC-07304-71	—	6469 Valley View Dr, Glendale, AZ, 85351	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401279	CLM	Danielle Z Wang	1982-04-12	—	4766762488	5970 Elm St, Glendale, AZ, 85394	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424254	CLM	Beverly Butler	1993-10-06	—	3688040538	8572 Ocean Ave, Houston, TX, 77078	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417767	CLM	Justin Johnson	1991-03-02	—	6547959197	3789 Valley View Dr, Eden Prairie, MN, 55304	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418507	CLM	Elizabeth Nelson	1951-12-05	UHC-53683-17	2308867446	1662 Elm St, Minneapolis, MN, 55449	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428468	CLM	Lius Gardner	—	—	4167871096	5541 Canyon Rd, Jacksonville, FL, 32263	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-421849	CLM	Charles O Fuller	1942-11-20	—	2699632658	227 River Rd, Charlotte, NC, 28221	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400234	CLM	Espinoza Angela	1979-07-09	—	—	6531 Ocean Ave, Fresno, CA, 93743	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406830	CLM	Samuel Mitchell	1982-03-18	UHC-84599-11	—	5976 Grand Ave, Las Vegas, NV, 89175	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432802	CLM	Eugene Graham	1950-06-16	—	—	7226 Oak St, Atlanta, GA, 30343	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429282	CLM	Brittany Richardson	1952-12-02	UHC-80551-30	—	4734 Baseline Rd, Plano, TX, 75079	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-430140	CLM	Adam X Vega	1974-12-27	UHC-75377-52	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406429	CLM	Ashley Mason	1971-10-05	—	6759693063	8239 Mesa Dr, Los Angeles, CA, 90068	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413361	CLM	Ronald Padilla	2001-08-28	UHC-04677-70	4709867841	6044 Broadway, Eden Prairie, MN, 55370	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
CLM-420785	CLM	Jordan Li	2004-01-13	—	7958578230	6736 Mesa Dr, Orlando, FL, 32894	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403143	CLM	Stephanie Howard	1999-02-18	UHC-41737-39	9759429102	1991 Grand Ave, Miami, FL, 33180	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402099	CLM	Russell Gardner	1955-12-20	UHC-65262-67	—	4353 Jefferson Ave, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402823	CLM	Kimberly Stewart	2000-06-04	—	—	6267 Forest Ave, Sacramento, CA, 95806	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405549	CLM	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428283	CLM	Arjun Flores	1999-02-16	UHC-44900-25	—	8217 Union St, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+2 more
CLM-422326	CLM	Christian Carroll	1962-11-16	UHC-95958-18	—	6351 Canyon Rd, San Antonio, TX, 78291	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-411388	CLM	Mateo Medina	1950-03-15	UHC-80796-72	—	5639 Willow Ct, Sacramento, CA, 95805	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417025	CLM	Gerald Hamiilton	1985-10-02	—	4428469240	6006 Spring St, San Antonio, TX, 78237	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-409759	CLM	Bryan Z Martinez	2008-10-21	UHC-39860-37	—	4682 Washington St, Orlando, FL, 32825	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425568	CLM	Peter Cunningham	1949-04-19	—	—	331 Church St, Nashville, TN, 37293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431272	CLM	Peggy Watson	2007-04-27	—	7522404124	5608 Elm St, Orlando, FL, 32883	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432430	CLM	Dougas R Weaver	2008-03-14	UHC-31439-29	—	1360 Jefferson Ave, Las Vegas, NV, 89105	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-415060	CLM	Diana Russell	1941-12-27	—	—	6622 Mesa Dr, Las Vegas, NV, 89164	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426729	CLM	Jordan W Mooer	1998-01-04	UHC-89508-38	—	45 Lake View Rd, Scottsdale, AZ, 85282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419808	CLM	Aaron U Ortiz	1972-12-01	—	5676906186	3890 Baseline Rd, Tempe, AZ, 85238	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422059	CLM	Harold Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX, 75200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412204	CLM	Dennis Salazar	1987-01-01	UHC-90264-58	5807510726	5544 Apache Blvd, Plano, TX, 75095	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403871	CLM	Kyle Z Woong	1953-12-09	UHC-64030-81	—	1353 Lake View Rd, Mesa, AZ, 85242	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407077	CLM	Danielle Pierce	1956-11-16	UHC-91432-68	—	5592 Ocean Ave, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 168 of 376Previous Next