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-408739	CLM	Sandra Frranklin	1938-10-06	UHC-51432-41	8322977462	3855 Oak St, Fresno, CA, 93752	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415718	CLM	Aisha Harrison	1987-04-08	UHC-04953-40	9556158426	8464 Washington St, Minneapolis, MN, 55478	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416481	CLM	Arthur Guzman	1951-01-13	UHC-72382-09	2469255618	3798 Willow Ct, Fresno, CA, 93717	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423949	CLM	Raymond Woods	1996-04-12	—	2534897061	2178 Washington St, Minneapolis, MN, 55497	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400886	CLM	Emily Hudson	1962-09-10	UHC-12967-87	7276465699	7372 Grand Ave, Fresno, CA, 93787	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429108	CLM	Donna Carpenter	1983-09-12	UHC-25893-43	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406369	CLM	Carlos Austin	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429261	CLM	Nicholas Carr	1989-07-01	—	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407156	CLM	Susan Johnson	1971-08-02	—	—	1815 Spring St, Sacramento, CA, 95877	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401645	CLM	Donna Perez	2005-06-03	UHC-15786-23	5403346902	8563 Palm Dr, Atlanta, GA, 30396	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400425	CLM	Jaacqueline Chen	1997-08-07	UHC-37309-92	7032478775	5143 Grand Ave, Los Angeles, CA, 90011	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408418	CLM	Simpson Debra	1967-03-13	UHC-13128-62	—	1092 Cedar Ln, Fresno, CA, 93728	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412085	CLM	Kyle Harvey	1976-10-27	UHC-55261-28	8904271769	4135 Sage Ct, San Diego, CA, 92196	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416252	CLM	Lisa Bishop	1946-04-25	UHC-70027-59	—	5476 Mesa Dr, Fresno, CA, 93730	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402247	CLM	Christopher U Mendoa	1940-07-08	UHC-01903-53	7615025764	9673 Bayshore Dr, Gilbert, AZ, 85297	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401605	CLM	Martha Simmoons	2002-02-09	—	6406005170	1191 Park Pl, Atlanta, GA, 30306	0.76	Phone reformatted City re-cased State name converted to code Plan code upper-cased+2 more
CLM-423493	CLM	Lauren Cooper	1986-09-13	—	4182089953	5928 Church St, Denver, CO, 80224	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406651	CLM	Walter Patel	2005-07-01	UHC-76743-89	4442800558	6868 Maple Ave, Phoenix, AZ, 85063	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403183	CLM	Gabriel Yang	1960-04-14	UHC-81771-20	—	1130 Elm St, Columbus, OH, 43210	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-429079	CLM	Joyce Baker	1946-03-28	UHC-28092-57	6037111101	9688 Mesa Dr, San Antonio, TX, 78286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403537	CLM	Ahmed Moore	1988-10-26	UHC-96359-72	—	376 Palm Dr, Las Vegas, NV, 89164	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429031	CLM	Arthur Welch	1989-04-13	UHC-72478-18	9844151897	6151 River Rd, Phoenix, AZ, 85099	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426067	CLM	Alexander Marquez	1978-08-01	—	—	8121 Park Pl, Denver, CO, 80215	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-428493	CLM	Arthur Wong	1975-07-15	—	—	3902 Church St, Austin, TX, 78701	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416576	CLM	Omar Castro	1938-12-18	UHC-52606-73	—	6204 Forest Ave, Gilbert, AZ, 85286	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412067	CLM	Rth Dunn	2002-12-22	—	2749477649	1310 Apache Blvd, Tampa, FL, 33623	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422163	CLM	Gloria Obrien	1970-10-23	—	—	6641 Highland Ave, Gilbert, AZ, 85293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417840	CLM	Laura Roberts	1989-04-07	UHC-05757-97	4774413709	7869 Ridge Rd, Tempe, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419378	CLM	Albert Ellis	—	—	—	—	0.76	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+2 more
CLM-405157	CLM	Alexis Fox	2007-04-26	—	—	7627 Indian School Rd, Gilbert, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416570	CLM	Ahmed Fisher	1986-05-01	UHC-68058-04	5053056699	8083 Desert Sky Blvd, Gilbert, AZ, 85295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429741	CLM	Natalie Harris	1981-07-10	UHC-37941-06	—	6116 Forest Ave, Plano, TX, 75042	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416698	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417385	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	4607822261	5012 Ocean Ave, Dallas, TX, 75209	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429289	CLM	Virginia Y Wong	1971-03-07	—	6714357218	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408781	CLM	Denise Q Williams	1977-03-28	UHC-36325-58	2975597302	3684 Indian School Rd, Jacksonville, FL, 32290	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411419	CLM	Carol Ellis	1954-09-16	UHC-90522-90	—	3810 Mountain View Dr, Dallas, TX, 75240	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415609	CLM	Joshua Coleman	1999-09-26	UHC-97761-78	5245278049	3148 Willow Ct, Chandler, AZ, 85286	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402774	CLM	Timothy Varggas	1956-09-02	UHC-91471-01	7125048752	3414 Elm St, Fresno, CA, 93770	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428232	CLM	Jerry Dunn	1993-02-22	—	6789921657	5397 River Rd, Charlotte, NC, 28296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401278	CLM	Albert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416150	CLM	Rebecca King	1966-03-28	—	—	4953 Cedar Ln, Seattle, WA, 98110	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423734	CLM	Luis Alexander	1951-04-27	UHC-27605-62	—	2773 Hillcrest Rd, Las Vegas, NV, 89178	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400077	CLM	Helen Reed	1981-06-15	—	3117283708	3587 Desert Sky Blvd, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-409079	CLM	Robert Tran	1978-03-12	UHC-15067-68	4897366986	6155 Spring St, Plano, TX, 75008	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426652	CLM	Joseph Flores	1958-02-10	UHC-70640-04	2515019194	5047 Sage Ct, Phoenix, AZ, 85044	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411360	CLM	Julie Vazquez	1978-08-16	—	2178168733	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-424463	CLM	Ana P Burns	2008-04-14	UHC-01372-41	9044077794	5119 Willow Ct, Dallas, TX, 75272	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-429021	CLM	Nancy Martin	1947-07-28	UHC-66350-74	—	7326 Highland Ave, Tempe, AZ, 85243	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405022	CLM	Willie Cole	1958-09-21	UHC-94020-81	—	1476 Sunset Blvd, Nashville, TN, 37296	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more

18,771 rows, page 158 of 376Previous Next