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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115118	ENR	Edward Ward	1939-08-01	UHC-15071-61	4403600369	4128 Washington St, Atlanta, GA, 30301	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132666	ENR	Santiago S Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-132302	ENR	Benjamni U Alvarado	1960-08-19	UHC-00426-39	—	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401204	CLM	Katherine Carpenter	1949-04-23	—	—	4824 Lake View Rd, Plano, TX, 75046	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-22849	PRV	Mason Wood	2006-11-17	—	3712343111	9111 Cedar Ln, San Diego, CA	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
CLM-408394	CLM	Vincent Moreno	1975-02-13	UHC-16686-40	9019744288	9606 Pine Dr, Jacksonville, FL, 32278	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138137	ENR	Peter I Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105832	ENR	Matthew Y White	1973-02-19	UHC-78331-45	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137087	ENR	Aaron M Le	1974-02-22	UHC-71460-55	—	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60508	TPA	Fatima Carroll	1945-03-08	—	—	3295 Market St, San Diego, CA, 92124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133064	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133063	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140650	ENR	Randy Valdez	1956-02-15	UHC-86863-81	4683533078	1385 Ocean Ave, Columbus, OH, 43289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137578	ENR	Allen Auztin	1939-03-24	—	3993604770	2083 Cedar Ln, Phoenix, AZ, 85079	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117044	ENR	Arjun S Owens	1962-06-08	UHC-80793-24	2999727782	7641 Broadway, Eden Prairie, MN, 55380	0.64	Phone reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-140014	ENR	Goerge S Nelsson	1941-04-27	UHC-72655-13	5636544348	9584 Desert Sky Blvd, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425406	CLM	Lauren Franklin	1961-08-23	—	6453919863	2015 Lake View Rd, Jacksonville, FL, 32203	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-401727	CLM	David Elliott	1994-06-10	UHC-64957-16	8887704819	8120 Spring St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51664	TPA	Susan Kim	1987-02-04	—	9385723040	9058 Camelback Rd, Minneapolis, MN, 55456	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125666	ENR	Raymond Sullivan	1989-08-22	UHC-05981-64	4874231313	5591 Sage Ct, Chandler, AZ, 85201	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
PRV-26799	PRV	Ashley Hudson	1972-10-24	—	—	56 Central Ave, Dallas, TX, 75223	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-111112	ENR	Kathleen Holmes	1942-05-06	UHC-15477-60	3638648269	5971 Hillcrest Rd, Las Vegas, NV, 89149	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422556	CLM	Benjamin V Payne	1991-12-09	—	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122098	ENR	Kyle Watkins	1984-12-10	UHC-94843-45	2243979350	2406 Palm Dr, Tampa, FL, 33648	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400168	CLM	Bryan Webbb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-119604	ENR	Gloria A Nguyeen	1948-12-13	UHC-36381-18	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140304	ENR	George Williamson	1953-03-23	UHC-20277-01	3152509653	2608 Spring St, Sacramento, CA, 95879	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424950	CLM	Joe Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428435	CLM	Shirley Gordon	1945-10-15	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109497	ENR	Kevin Jordan	1965-12-11	UHC-05086-79	2712959556	1804 Jefferson Ave, Gilbert, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53136	TPA	Jose Kim	2000-04-08	—	—	7840 River Rd, Eden Prairie, MN, 55338	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27276	PRV	Rachel Daniels	1994-12-06	UHC-53886-76	9305162541	1557 Cedar Ln, San Antonio, TX, 78225	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141902	ENR	Ann Perez	1993-08-11	UHC-58834-40	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.64	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
PRV-24004	PRV	Pamela A Tucker	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-426834	CLM	Justin I Rios	1940-03-24	UHC-51097-31	—	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108995	ENR	Ana D Gibson	1998-12-05	UHC-12515-95	5817394555	985 Highland Ave, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419919	CLM	Albert Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-408742	CLM	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429275	CLM	Joyce Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112990	ENR	Grace S Harper	1981-06-12	UHC-75926-22	7989784285	6965 Sunset Blvd, Mesa, AZ, 85251	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121656	ENR	Kenneth Montgomery	1985-06-02	UHC-83340-37	4746914631	476 Harbor Blvd, Tucson, AZ, 85704	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134060	ENR	Sophia Wheeler	1999-06-08	UHC-19164-05	5583079320	6232 Baseline Rd, Tampa, FL, 33631	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138946	ENR	Chales McDonald	1943-08-24	UHC-75613-83	6962489850	841 Spring St, Orlando, FL, 32851	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405354	CLM	Lawrence Hamilton	1949-01-17	UHC-23883-35	—	8701 Sunset Blvd, Sacramento, CA, 95881	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427660	CLM	Mason Hamilton	1988-11-25	—	8045434995	3651 Ocean Ave, Gilbert, AZ, 85269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23950	PRV	Pamela O Santiago	1997-07-14	—	7222689749	6957 Apache Blvd, Dallas, TX, 75214	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429647	CLM	Kennneth Cox	1953-06-17	—	3216387904	3484 Maple Ave, Glendale, AZ, 85331	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100107	ENR	Nancy K Vega	1975-03-24	UHC-26451-41	3415029640	6800 Lincoln Way, Austin, TX, 78787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417286	CLM	Micheelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-140214	ENR	Rachel N Meyer	1999-08-10	UHC-39130-61	8779004809	8031 Valley View Dr, Jacksonville, FL, 32247	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more

9,084 rows, page 92 of 182Previous Next