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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101195	ENR	Alan P Johnston	1988-08-13	UHC-44462-04	2524738587	1486 Central Ave, Seattle, WA, 98192	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104692	ENR	Robert F Jordan	1974-09-10	UHC-77954-08	7876066095	6722 Meadow Ln, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413437	CLM	Alan Sanchez	1966-11-25	UHC-35719-69	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
CLM-419875	CLM	Mary Williams	1960-06-08	UHC-91552-92	—	975 Mesa Dr, Denver, CO, 80254	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426271	CLM	Kelly Mitchell	1991-07-13	UHC-46965-75	—	256 Sunset Blvd, Seattle, WA, 98147	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57000	TPA	Larry I Mendoza	1972-11-08	—	5943435727	3521 Maple Ave # 694, Charlotte, NC, 28203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
ENR-105412	ENR	Dylan Webb	1993-04-28	UHC-32490-35	6387672848	2218 Harbor Blvd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115849	ENR	Yuki E Hunter	1998-10-08	UHC-43336-98	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124829	ENR	Luis F Knight	1994-04-22	UHC-02229-10	5532669759	4894 Bayshore Dr, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55155	TPA	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55156	TPA	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134038	ENR	Larry V Dean	—	UHC-17540-16	5278877114	2474 Grand Ave, Chandler, AZ	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+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-402847	CLM	Ronald Q Smith	2004-07-06	UHC-43052-53	—	9385 Park Pl, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+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
ENR-104286	ENR	Dylan Q Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129332	ENR	Mary Dunn	2006-01-08	UHC-29729-74	5104349878	7093 Mountain View Dr, Tampa, FL, 33647	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135683	ENR	Dorothy Q Howell	1990-10-05	UHC-62871-74	3196910269	8359 Maple Ave, San Diego, CA, 92167	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+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
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-121043	ENR	Peter Padilla	1985-05-25	UHC-83367-14	7584433280	3373 Mountain View Dr, Phoenix, AZ, 85063	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-414697	CLM	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126747	ENR	Arjun Woods	2005-05-15	UHC-68559-43	7995572816	1573 Ocean Ave # 899, Phoenix, AZ, 85021	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404390	CLM	Joe M Flores	1977-12-18	UHC-45040-71	—	8481 River Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140860	ENR	Harold U Taylor	1982-01-11	UHC-64554-72	7907711894	3021 Oak St, Fresno, CA, 93789	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109500	ENR	Fatima I Cole	1964-02-28	UHC-62814-17	4195577052	4624 Harbor Blvd, Minneapolis, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427578	CLM	Dane Ortega	2003-07-13	—	—	913 Valley View Dr, Chandler, AZ, 85233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26468	PRV	Nancy Howard	1994-02-07	UHC-08853-29	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58857	TPA	Kimberly Reynolds	1996-06-10	—	—	5724 Elm St, Austin, TX, 78741	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128293	ENR	Peter Ford	1991-10-23	UHC-45344-03	4835706550	9835 Pine Dr Apt 17, Dallas, TX, 75263	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125728	ENR	Mariana Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118960	ENR	Dennis E Jimenez	1966-06-08	UHC-68640-21	7964328831	6186 Canyon Rd, Sacramento, CA, 95839	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-110673	ENR	Joan D Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
TPA-53293	TPA	Evelyn Aguilar	1950-07-13	—	—	2316 Ridge Rd, Tampa, FL, 33637	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-103249	ENR	Frances C Sanders	1995-12-19	UHC-30460-10	5564345258	9272 Meadow Ln, Miami, FL, 33150	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411967	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412653	CLM	Charlotte Fox	1978-03-10	UHC-60940-57	—	657 Jefferson Ave Apt 31, San Antonio, TX, 78201	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-406701	CLM	Keith Dixon	2004-11-24	UHC-14813-19	—	8405 Meadow Ln, Las Vegas, NV, 89176	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
ENR-140314	ENR	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426594	CLM	Keith Dixon	1996-03-02	—	6258133814	6543 Indian School Rd, Mesa, AZ, 85204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129355	ENR	Carolyn R McCcoy	1991-01-07	UHC-11754-06	2113200846	3201 Lincoln Way, Miami, FL, 33185	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-23431	PRV	Bruce Santos	1938-03-13	—	3278008470	9658 Pine Dr, Gilbert, AZ, 85288	0.64	Name re-cased Date of birth 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
ENR-100392	ENR	Lori Salazar	1942-08-20	UHC-58817-75	2809198463	9236 Apache Blvd, Dallas, TX, 75233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

32,400 rows, page 141 of 648Previous Next