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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26035	PRV	Melissa Ramos	2002-06-10	—	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425245	CLM	Arthur Greene	1942-11-16	UHC-13551-49	—	4951 Canyon Rd, Los Angeles, CA, 90085	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23580	PRV	Sharon Thomas	1942-09-22	UHC-96128-13	—	3073 Lincoln Way, San Antonio, TX, 78243	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-25275	PRV	Patricia Phillips	1964-04-13	UHC-42386-79	5219611092	6649 Hillcrest Rd, Plano, TX, 75021	0.64	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
ENR-120624	ENR	Vincent T Crawford	1963-08-06	UHC-57217-84	2935395650	2574 Oak St, Charlotte, NC, 28234	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50314	TPA	Betty Simpson	1985-03-11	—	—	3543 Elm St, Plano, TX, 75010	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422767	CLM	Joe Obrien	1938-06-20	—	—	832 Oak St, Jacksonville, FL, 32288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408447	CLM	Joshua T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60248	TPA	Robert P Mooore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-128144	ENR	Joshua Andrews	1993-02-11	UHC-24660-45	—	9516 Sunset Blvd, Minneapolis, MN, 55457	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51626	TPA	Shirley Perkins	1945-11-26	—	7592036389	6527 Jefferson Ave, Mesa, AZ, 85208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118671	ENR	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-420700	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	—	5282 Main St, Charlotte, NC, 28204	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409936	CLM	Lori T Ward	1965-06-23	UHC-57208-30	5317212150	5185 Maple Ave, Denver, CO, 80271	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420858	CLM	Isabella Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave # 427, Tempe, AZ, 85230	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-61816	TPA	Roger Nguyen	1946-11-14	—	9607734942	4808 Highland Ave, Glendale, AZ, 85381	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138798	ENR	Denise Gray	2001-03-07	UHC-88527-68	9734819759	6142 Indian School Rd, Columbus, OH, 43203	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404662	CLM	Sandra Lewis	1994-04-02	UHC-69787-06	9565329294	2873 Maple Ave, Jacksonville, FL, 32214	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134073	ENR	Cheryyl D Evans	1952-07-22	UHC-85677-77	7913998857	2276 Canyon Rd, Chandler, AZ, 85266	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26341	PRV	Roger J Patterson	1985-04-25	UHC-93623-42	5027358264	6366 Washington St # 330, Atlanta, GA, 30326	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-122248	ENR	Philip T Thomas	2003-05-05	UHC-21836-23	4322716466	7967 Meadow Ln, Mesa, AZ, 85248	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402508	CLM	William Simmons	1972-06-17	UHC-76744-15	4213430868	3955 Oak St, Miami, FL, 33134	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420180	CLM	Arthur Espinoza	1991-10-23	UHC-03984-93	5154727968	2783 Market St, Gilbert, AZ, 85284	0.64	Two-digit birth year Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-130055	ENR	Barbarra X Brooks	1996-11-13	UHC-35893-48	7256006505	455 Main St, Tampa, FL, 33655	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27216	PRV	Stephanie Harris	1943-12-15	UHC-40495-92	6903715635	3844 Spring St, Eden Prairie, MN, 55306	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-54594	TPA	Marilyn Hilll	1991-04-08	—	2786583127	8995 Desert Sky Blvd, Tucson, AZ, 85792	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132422	ENR	Ethan Welch	1941-06-23	UHC-61196-41	6982498220	9226 Lake View Rd, Minneapolis, MN, 55409	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58817	TPA	Nicholas Sanchez	1985-04-16	—	2054960238	3184 Canyon Rd, San Antonio, TX, 78264	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-411566	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave Apt 28, Gilbert, AZ, 85255	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-135289	ENR	Ralph Mason	1989-09-28	UHC-17648-75	2048223500	8473 Union St, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119931	ENR	Janice G Reed	1957-03-01	UHC-32316-34	4714628912	3152 Harbor Blvd, Seattle, WA, 98129	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104377	ENR	Christine J Ruiz	1966-08-16	UHC-81783-99	2557844055	3332 Willow Ct, Las Vegas, NV, 89104	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411366	CLM	Elizabeth Ray	1992-01-25	—	—	7416 Oak St, Las Vegas, NV, 89186	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24138	PRV	Walter Medina	2008-11-16	UHC-70862-60	7669759855	974 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134028	ENR	Debra L Marshall	2003-04-13	UHC-06922-26	6456655717	5514 Canyon Rd, Seattle, WA, 98135	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-123421	ENR	Heather Dean	1963-05-10	UHC-96804-42	8834148938	5664 Canyon Rd, Fresno, CA, 93760	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105320	ENR	Kenneth Pane	1973-10-27	UHC-66838-75	3633446374	4077 Grand Ave, Chandler, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134107	ENR	Angela Andrews	1978-05-04	UHC-57110-63	8127878094	6304 Spring St, Denver, CO, 80236	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113357	ENR	Isabella Le	1954-04-14	UHC-22656-20	9298176639	7791 Desert Sky Blvd, Orlando, FL, 32846	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132277	ENR	Sara K Ellis	1940-08-10	UHC-10984-95	9067557792	2507 Sunset Blvd, Minneapolis, MN, 55417	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423128	CLM	Sandra Banks	2000-12-28	UHC-77872-48	5844352533	7841 Park Pl, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419528	CLM	Billy M Cook	1978-11-21	—	3589721902	5824 Willow Ct, Scottsdale, AZ, 85208	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408871	CLM	Walter Clark	1980-03-06	UHC-73064-35	—	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137764	ENR	Billy Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25641	PRV	Danielle Wheeler	1997-09-09	UHC-34384-77	6762114890	3755 Church St, Houston, TX, 77002	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132882	ENR	Randy C Jensen	2008-05-28	UHC-83435-92	4107448684	7270 Ridge Rd, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-424439	CLM	Andrea Howell	1951-10-20	UHC-41300-78	3507965589	7160 Ocean Ave, Columbus, OH, 43227	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424440	CLM	Andrea Howell	1951-10-20	UHC-41300-78	3507965589	7160 Ocean Ave, Columbus, OH, 43227	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109173	ENR	Anna T Turner	1974-02-09	UHC-90002-73	4577574672	6074 Willow Ct, Nashville, TN, 37250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411818	CLM	Aaron Sandoval	2006-04-13	UHC-29436-35	—	8939 Valley View Dr, Jacksonville, FL, 32220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

8,263 rows, page 89 of 166Previous Next