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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425874	CLM	John E Dean	1983-06-25	UHC-03494-74	—	2971 Broadway, Fresno, CA, 93700	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-425330	CLM	Amber Contreras	1960-03-11	UHC-34873-58	—	1434 Pine Dr, Plano, TX, 75002	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-430099	CLM	Nathan E Campbell	1985-11-19	—	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-417475	CLM	Patterson H Bill	1974-02-18	UHC-70673-52	9662483732	9035 Sunset Blvd, Miami, FL, 33172	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401291	CLM	Nancy George	1946-06-28	UHC-91005-74	3134241295	7699 Grand Ave, Atlanta, GA, 30322	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427934	CLM	Valentina Payne	1974-01-26	—	—	4929 Church St Apt 5, Jacksonville, FL, 32288	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-429329	CLM	Bryan C Rose	1991-01-28	—	4813886338	3255 Broadway, Chandler, AZ, 85255	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
CLM-411040	CLM	Martha Gomez	1944-05-11	UHC-87887-56	—	6080 Cedar Ln, Plano, TX, 75035	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409602	CLM	Ryan Evans	1974-02-07	UHC-88185-60	—	1580 Sunset Blvd, San Diego, CA, 92191	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-412553	CLM	Wayne Roas	1965-02-06	—	—	5328 Pine Dr, Fresno, CA, 93773	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430234	CLM	Tony K Mrtinez	1940-08-19	UHC-87903-13	2506779810	9406 Ocean Ave, Miami, FL, 33166	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429357	CLM	Janet Weaver	1995-02-05	UHC-30144-81	—	9551 Lake View Rd, Atlanta, GA, 30307	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-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-407706	CLM	John Bradley	1973-03-13	UHC-80398-48	—	5776 Elm St, Chandler, AZ, 85217	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426364	CLM	Justin Munoz	2006-11-04	UHC-63130-10	7847570774	1759 Grand Ave, Plano, TX, 75048	0.76	Date of birth reformatted Phone 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-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-416556	CLM	Christien Stewart	1946-01-03	UHC-62819-22	6954879216	412 Palm Dr, Austin, TX, 78728	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416389	CLM	Eric Schmidt	1945-11-23	UHC-94650-89	—	2124 Forest Ave, Sacramento, CA, 95829	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420698	CLM	Carolyn Wheeler	1975-07-12	—	—	4004 Lincoln Way, Dallas, TX, 75263	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405983	CLM	Abigail George	1993-07-19	UHC-48841-18	8823971842	6504 Camelback Rd, Tempe, AZ, 85263	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422607	CLM	Megan Carter	1953-09-14	UHC-16129-53	—	2354 Canyon Rd, Tucson, AZ, 85771	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418681	CLM	Kayla D Hudson	1960-02-21	UHC-58397-65	4915516717	3581 Ocean Ave, Sacramento, CA, 95864	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424088	CLM	Tyler Silva	1993-01-21	—	2304632573	3953 Maple Ave, Denver, CO, 80234	0.76	City re-cased State code upper-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-411611	CLM	Alexis Hunt	1978-10-09	UHC-21311-85	—	6601 Maple Ave, Tempe, AZ, 85245	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-418117	CLM	Steven Henry	2005-04-14	—	—	2583 Elm St, Tempe, AZ, 85209	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425740	CLM	Luis Dominguez	1955-05-24	UHC-85052-29	3937968725	42 Washington St, Los Angeles, CA, 90034	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400274	CLM	Alexander Medina	1962-10-09	UHC-92974-96	7598484612	3388 Forest Ave Apt 34, Atlanta, GA, 30372	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-405862	CLM	James Barnes	1989-12-07	UHC-76680-76	4695387610	5095 Meadow Ln, Eden Prairie, MN, 55362	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419516	CLM	Karen Padilla	1998-05-28	UHC-05442-22	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416872	CLM	Brenda Ortiz	1973-05-20	UHC-96228-35	6006619747	4107 Palm Dr, Fresno, CA, 93701	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401030	CLM	Susan Taylor	1959-08-10	UHC-47369-79	3212126844	867 Bayshore Dr, Gilbert, AZ, 85284	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416306	CLM	Laura Dunn	1991-05-17	UHC-73734-03	4682295174	7113 Central Ave, Atlanta, GA, 30375	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432663	CLM	Emily Stephens	1940-08-13	—	8006667095	7973 Mesa Dr, Scottsdale, AZ, 85204	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403049	CLM	Ethan Vazquez	1990-01-23	—	2648335290	1776 Lake View Rd, Orlando, FL, 32853	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405666	CLM	Jacqueline V Fowler	1999-12-16	—	—	1885 Central Ave, Jacksonville, FL, 32221	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-428860	CLM	Carulyn Sullivan	1960-04-27	UHC-93054-21	—	3287 Washington St, Tampa, FL, 33607	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404944	CLM	Russell Morales	1969-02-22	UHC-05073-10	2543228009	4402 Desert Sky Blvd, Tucson, AZ, 85744	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402484	CLM	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St, Gilbert, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420426	CLM	Arjun Lawrence	1984-05-05	UHC-29118-42	5147181288	6371 Sage Ct, San Antonio, TX, 78294	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-419995	CLM	Debra H Cleman	1972-03-28	—	—	6947 Ocean Ave, Tempe, AZ, 85277	0.76	Name re-cased Two-digit birth year City re-cased State code upper-cased+2 more
CLM-408610	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-408611	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-411171	CLM	Jonathan Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-420581	CLM	Carl Sith	1960-09-16	UHC-10143-60	8394004398	1255 Jefferson Ave, Minneapolis, MN, 55461	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427715	CLM	Billy Palmer	1993-09-23	UHC-01676-73	3007539041	7861 Hillcrest Rd, Seattle, WA, 98101	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-404820	CLM	Steven P Estrada	1940-10-15	—	—	6415 Baseline Rd, Houston, TX, 77090	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-402470	CLM	Joyce Carr	1976-08-01	—	8094062738	7809 Palm Dr, San Antonio, TX, 78206	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420116	CLM	Jose Mejia	1978-12-13	—	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418685	CLM	Noah N Franklin	1995-04-02	—	—	2280 Ocean Ave, Fresno, CA, 93710	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

1,156 rows, page 15 of 24Previous Next