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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416997	CLM	Abigail H Gomez	1954-05-20	—	—	9733 Apache Blvd, Tempe, AZ	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-423652	CLM	David A Long	1966-04-07	UHC-02750-47	—	5155 Maple Ave, Chandler, AZ, 85240	0.52	Middle initial moved out of first name Two-digit birth year ZIP+4 trimmed Email lower-cased+2 more
CLM-408844	CLM	Marilyn T Richards	1995-06-26	UHC-52260-31	—	2627 Church St Apt 15, Denver, CO, 80240	0.52	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430554	CLM	Kathleen P Spencer	1986-11-25	UHC-15103-98	—	8175 Broadway, Charlotte, NC, 28201	0.52	Middle initial moved out of first name Name re-cased State name converted to code Gender normalised+2 more
CLM-408280	CLM	Jennifer A Rogers	1942-06-12	UHC-08853-68	—	5864 Union St, Scottsdale, AZ, 85299	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+2 more
CLM-402897	CLM	Wayne E Coleman	1961-12-22	—	—	691 Grand Ave, Tampa, FL	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420026	CLM	Kayla M Richards	1976-01-10	—	—	2779 Pine Dr, Dallas, TX	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422241	CLM	Adm B Young	1992-07-07	UHC-88914-95	3644259702	9456 Mesa Dr, Tempe, AZ, 85277	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-422460	CLM	Charles Q Medina	1965-05-16	UHC-94822-28	—	8165 Sunset Blvd, Houston, TX, 77091	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
CLM-422024	CLM	Ryan I Edwards	2000-05-08	UHC-79280-23	—	638 Church St, Gilbert, AZ, 85260	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430039	CLM	Timothy P George	1941-06-24	UHC-62919-01	2412813785	4259 Valley View Dr, San Diego, CA	0.54	Middle initial moved out of first name State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-427480	CLM	Wayne X Castillo	1957-03-05	UHC-95042-59	—	—	0.54	Middle initial moved out of first name Two-digit birth year Phone missing area code Whitespace trimmed+1 more
CLM-427481	CLM	Wayne X Castillo	1957-03-05	UHC-95042-59	—	—	0.54	Middle initial moved out of first name Two-digit birth year Phone missing area code Whitespace trimmed+1 more
CLM-412545	CLM	Shirley C Ryan	1986-10-27	—	—	4300 Grand Ave, Tempe, AZ, 85243	0.54	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP+4 trimmed+1 more
CLM-427318	CLM	Brenda Y Gonzalez	1966-12-25	UHC-48692-65	8202141642	3145 Apache Blvd, Houston, TX, 77084	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-408723	CLM	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
CLM-400084	CLM	Nancy B Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr, Seattle, WA, 98144	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430238	CLM	Joan P Meyer	1992-11-20	UHC-56059-70	4962008110	483 Desert Sky Blvd, Charlotte, NC, 28211	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-408782	CLM	Russell C Delgado	1982-08-10	—	3697111327	8347 Harbor Blvd # 889, Atlanta, GA, 30379	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-409952	CLM	Douglas R Schultz	1974-07-19	—	7723170773	3366 Elm St, Miami, FL, 33181	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400301	CLM	Lauren S Davis	1997-11-20	—	5343028354	4206 Baseline Rd, Scottsdale, AZ, 85264	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-420157	CLM	Ashley F Stephens	1972-08-09	UHC-84789-16	3603391028	6868 Lake View Rd, Chandler, AZ, 85214	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-403814	CLM	Jesse Y Alvarez	1939-04-07	—	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404550	CLM	Andrew D Freeman	1959-01-14	UHC-02052-01	3559211510	4715 Palm Dr, Tucson, AZ, 85772	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426970	CLM	Wei K Ruiz	1962-05-15	UHC-43378-20	4914342973	4731 Canyon Rd, Sacramento, CA, 95879	0.62	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431089	CLM	Dina V Dixon	1999-02-21	UHC-36805-24	7065056555	6630 Washington St, San Antonio, TX, 78246	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-405390	CLM	Timothy D Rice	1984-10-08	UHC-04382-44	3037588355	3691 Grand Ave, Eden Prairie, MN, 55384	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410267	CLM	Michael B Evans	2006-09-04	—	9145837414	8354 Maple Ave, Orlando, FL, 32856	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430400	CLM	Kenneth R Nguyen	1982-03-28	UHC-63340-98	—	1478 Ridge Rd, Eden Prairie, MN, 55361	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419682	CLM	Dorothy T Lawrence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd Apt 3, Los Angeles, CA, 90087	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
CLM-424274	CLM	Charles P Murraay	1952-01-15	UHC-35400-66	6703295030	8544 Apache Blvd, Nashville, TN, 37208	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-401977	CLM	Charles R Jackson	1947-09-05	—	3633231835	—	0.62	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
CLM-421600	CLM	Shirley C Gilbert	1982-10-02	UHC-05399-64	—	8549 Lake View Rd, Minneapolis, MN, 55408	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404896	CLM	Wayne N Weaver	1954-08-08	UHC-84816-21	2849344569	8045 Main St, Austin, TX, 78710	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400211	CLM	Brandon D Bennett	1976-10-06	—	6375998649	625 Spring St, Tampa, FL, 33620	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-416001	CLM	Sharon A Valdez	1983-05-27	UHC-61180-43	—	5645 Highland Ave, Phoenix, AZ, 85000	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
CLM-416694	CLM	Dbebie D Webb	1956-10-16	UHC-83661-45	3873581411	—	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-425468	CLM	Robert O Bradley	1991-11-22	UHC-05439-11	5582033873	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-421260	CLM	Dorothy M Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased+2 more
CLM-423804	CLM	Heather M Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-431504	CLM	Martha J Harvey	1988-01-08	—	8038914734	6664 Union St, Denver, CO, 80282	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+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-431357	CLM	Judith G Schultz	1988-05-25	—	—	3026 Ocean Ave, Seattle, WA, 98177	0.64	Middle initial moved out of first name Name re-cased City re-cased State name converted to code+2 more
CLM-430944	CLM	Joan Z Santiago	1960-05-03	—	—	7617 Lincoln Way Apt 9, Seattle, WA, 98124	0.64	Middle initial moved out of first name Name re-cased Unit split from street City re-cased+2 more
CLM-408501	CLM	Joe S Matthews	1945-05-09	UHC-80322-37	—	1238 Willow Ct, Las Vegas, NV, 89183	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-418003	CLM	Betty Y Martinez	1968-04-26	—	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416443	CLM	Janice Z Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401031	CLM	Kelly A Robertson	1953-07-20	UHC-92382-34	9597759514	9873 Mountain View Dr, Tucson, AZ, 85786	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted State name converted to code+2 more
CLM-431775	CLM	Dorothy P Freeman	1996-01-26	—	5957202061	7184 Market St, Tucson, AZ, 85782	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-419085	CLM	Scott H Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more

211 rows, page 2 of 5Previous Next