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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102069	ENR	Brenda Carpenter	1956-11-07	UHC-35786-55	5297747295	7772 Elm St, San Antonio, TX, 78240	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-425223	CLM	Bruce Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-100905	ENR	Melissa Palmer	1949-04-01	UHC-75388-97	2829691073	1984 Washington St, Tampa, FL, 33614	0.74	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+3 more
CLM-410026	CLM	Kyle Alexander	1961-02-18	UHC-72430-58	4789515500	9366 Elm St, Scottsdale, AZ, 85298	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-135441	ENR	Bruce P Castro	2004-08-09	UHC-77062-42	5125950631	3158 River Rd, Fresno, CA, 93731	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-103329	ENR	Omar A Jenkins	1959-02-18	UHC-84841-49	3305338264	6657 Cedar Ln, Jacksonville, FL, 32229	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-403612	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-111993	ENR	Theresa U Cunningham	2004-01-18	UHC-57506-28	9613903662	8763 Washington St, Tempe, AZ, 85277	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
ENR-127640	ENR	Ruth Wheeler	1972-10-02	UHC-22832-36	5974299157	1019 Valley View Dr, Las Vegas, NV, 89114	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-110789	ENR	Cunningham T Doris	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-132250	ENR	Teresa Johnson	1944-11-06	UHC-93030-14	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-111009	ENR	Stephen Reyes	1960-07-03	—	6667724835	3796 Oak St, Scottsdale, AZ, 85243	0.74	Name re-cased Phone reformatted City re-cased Email lower-cased+3 more
ENR-102925	ENR	Olivia Grant	1994-07-23	UHC-50903-76	7594719061	631 Camelback Rd, Charlotte, NC, 28253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-134017	ENR	Donna Q Ramirez	1978-07-06	UHC-71663-58	3333590613	7362 Valley View Dr, Nashville, TN, 37254	0.74	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-141026	ENR	Jordan R Burns	1953-09-10	UHC-92287-05	9337782106	5530 Lake View Rd, Fresno, CA, 93709	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-412295	CLM	Greg Torres	1984-02-22	UHC-36621-45	7334286897	4772 Ocean Ave, Eden Prairie, MN, 55363	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
ENR-120250	ENR	Joshua Bishop	1944-01-16	UHC-15066-21	7934058502	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-125151	ENR	Danielle D King	1986-06-21	UHC-43311-50	7712817369	2078 Broadway, Chandler, AZ, 85281	0.76	Name re-cased Phone reformatted Address re-cased City re-cased+2 more
CLM-417079	CLM	Ruth Price	1971-01-26	—	3438950785	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-106038	ENR	Scott D Richardson	1980-05-06	UHC-85342-87	9834541600	5331 Highland Ave, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-132855	ENR	Charlie Reynolds	1986-08-01	UHC-62726-06	2343492650	7293 Bayshore Dr, Jacksonville, FL, 32270	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-402081	CLM	Larry Butler	1953-04-19	UHC-35192-72	—	3941 Palm Dr, San Antonio, TX, 78201	0.76	Name re-cased Member ID reformatted State code upper-cased Gender normalised+2 more
CLM-400957	CLM	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-114900	ENR	Sean K Moore	1955-11-21	UHC-28439-67	7555128204	3487 Pine Dr, Scottsdale, AZ, 85291	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-413462	CLM	Matthew Fowler	1946-10-15	—	6606137410	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-27026	PRV	Brandon Robinson	1952-09-16	UHC-78201-84	3552868027	5826 Jefferson Ave, Tempe, AZ, 85218	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-133022	ENR	Don S Reid	1944-07-01	UHC-92124-07	9357649967	—	0.76	Date of birth reformatted Email lower-cased Gender normalised Plan code upper-cased+2 more
ENR-111946	ENR	Virginia Porter	2005-02-24	UHC-89599-46	8404658889	4176 Spring St, Fresno, CA, 93717	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-401815	CLM	Theresa Fowler	1979-04-14	—	—	6465 Broadway, Las Vegas, NV, 89188	0.76	Name re-cased Address re-cased City re-cased Gender normalised+2 more
PRV-28124	PRV	Johnny Lynch	1973-03-02	UHC-98159-44	9537713252	4664 Maple Ave, Tempe, AZ, 85211	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-112624	ENR	Mary Z Gibson	1980-06-11	UHC-16299-45	2223200158	1461 Canyon Rd, Scottsdale, AZ, 85212	0.76	Name re-cased Member ID reformatted City re-cased State code upper-cased+2 more
ENR-104990	ENR	Kim Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-427040	CLM	Chrristina Lynch	1942-03-08	—	5424481134	8964 Maple Ave, Charlotte, NC, 28230	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-58882	TPA	Jose Griffin	1973-12-16	—	—	6349 Broadway, Eden Prairie, MN, 55370	0.76	Name re-cased Address re-cased City re-cased Gender normalised+2 more
TPA-51169	TPA	Janet Alvarado	1977-01-01	—	—	4558 Cedar Ln, Nashville, TN, 37284	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-131909	ENR	Mariana Y Haawkins	1972-08-08	UHC-75319-54	7016268070	4059 Jefferson Ave, Glendale, AZ, 85337	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
CLM-412439	CLM	Bruce J Gilbbert	1999-12-14	UHC-15741-39	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-134435	ENR	Christina I Schmidt	1954-10-13	UHC-05466-06	8705755451	2225 Highland Ave, Gilbert, AZ, 85253	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
CLM-420503	CLM	Keith Diaz	1996-11-13	—	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-401168	CLM	Maria Carroll	2000-04-04	—	7658012640	3988 Camelback Rd, Austin, TX, 78705	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-404734	CLM	Anna I Mason	1972-01-02	—	—	1783 Main St, Austin, TX, 78797	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-120143	ENR	Zachary I Armstrong	1981-07-23	UHC-82590-28	5928168777	3933 Market St, Miami, FL, 33141	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-105753	ENR	William Howard	1965-01-06	UHC-75421-08	6615280200	759 Indian School Rd, Sacramento, CA, 95824	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
PRV-22407	PRV	Stephanie Adams	1955-12-25	UHC-59976-73	5406072644	3604 River Rd, Eden Prairie, MN, 55376	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-22686	PRV	Cheryl Stephens	2008-06-25	—	9423658387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23840	PRV	Arjun C Cruz	2002-01-18	—	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-413242	CLM	Maria S Hayes	1942-03-28	UHC-47647-09	—	9089 Jefferson Ave, Minneapolis, MN, 55458	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-129940	ENR	Jean U Boyd	1986-07-09	UHC-11424-61	8223767575	3545 Oak St, Las Vegas, NV, 89160	0.76	Phone reformatted Member ID reformatted City re-cased Email lower-cased+2 more
ENR-129106	ENR	Carol I Campbell	1951-02-13	UHC-26225-85	4195754578	6013 Baseline Rd, Gilbert, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-135879	ENR	Juaan Y Hughes	1994-10-24	UHC-86709-92	3206404193	9070 Bayshore Dr, Minneapolis, MN, 55486	0.76	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+2 more

16,828 rows, page 254 of 337Previous Next