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

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133181	ENR	Betty I Ortega	1952-05-09	UHC-77561-91	5036111315	4966 Highland Ave, Dallas, TX, 75208	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123492	ENR	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120361	ENR	Frances V Roes	1991-03-14	UHC-35281-32	3646072891	7938 Church St, Gilbert, AZ, 85260	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-118555	ENR	Betty K Larson	1944-06-06	UHC-50271-71	6958636190	304 Baseline Rd, Orlando, FL, 32814	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124854	ENR	Ethan T Mitchell	1954-08-17	UHC-64818-21	2938524806	4533 Valley View Dr, Atlanta, GA, 30372	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-101433	ENR	Jacqueline E Kelley	1980-06-05	UHC-56860-91	4042030074	4235 Highland Ave, Houston, TX, 77014	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-105437	ENR	Peter Li	1990-06-04	UHC-75872-76	2692985473	4194 Washington St, Minneapolis, MN, 55440	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100033	ENR	Vincent L Oliver	1973-05-14	UHC-16577-40	7476422564	6938 Apache Blvd, San Diego, CA, 92161	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-113479	ENR	Vincent G Chapman	2001-08-26	UHC-05422-13	7213594201	694 Lake View Rd, Tampa, FL, 33609	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141661	ENR	William T Rodriguez	1993-05-23	UHC-66982-37	2477420627	2554 Market St, Columbus, OH, 43296	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118684	ENR	Bradley L Henry	2003-04-13	UHC-31206-71	6406003977	7362 Park Pl # 878, Chandler, AZ, 85294	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119674	ENR	Tyer S Torrees	2002-11-05	UHC-22537-44	8389413003	9062 Oak St, Tampa, FL, 33673	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105568	ENR	Matthew Carroll	1999-01-17	UHC-31003-23	4908055318	223 Market St, San Diego, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-131811	ENR	Luis G Perry	1946-06-14	UHC-22698-52	—	8902 Park Pl, Tucson, AZ, 85755	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121709	ENR	Beverly Mendoza	2008-09-20	UHC-46120-86	4572721300	9052 Desert Sky Blvd, Tampa, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122588	ENR	Luis Nelson	1972-10-11	UHC-24502-41	—	7817 Sage Ct, Las Vegas, NV	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-130246	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130247	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127584	ENR	Nicole Snyder	1988-07-06	UHC-47909-54	3302417673	6336 Spring St, San Antonio, TX, 78237	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102993	ENR	Jesse C Peters	1982-04-06	UHC-85390-38	5203892262	6712 Ridge Rd, Glendale, AZ, 85361	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111913	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107361	ENR	William Bradley	1964-03-20	UHC-33492-59	—	9247 Jefferson Ave, Glendale, AZ, 85349	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115748	ENR	David R Bishop	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-115524	ENR	Laura O Ruiz	1990-01-04	UHC-43485-07	4166847795	2480 Elm St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125746	ENR	Bradley Brery	1994-07-25	UHC-89119-30	9077518680	302 Canyon Rd, Tempe, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122653	ENR	Eugene J Johnson	1959-08-22	UHC-80550-84	8783399091	9294 Park Pl, Tucson, AZ, 85736	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136381	ENR	Doris Stevens	1967-10-25	UHC-63515-46	4045173201	3446 Apache Blvd # 441, Nashville, TN, 37222	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-121069	ENR	Diane U Baker	1983-07-26	UHC-71337-50	3204318313	1048 Hillcrest Rd, Las Vegas, NV, 89188	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-140800	ENR	Aleexander C Reed	2007-01-17	UHC-71496-81	6415556224	3769 Meadow Ln, Columbus, OH, 43221	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-121748	ENR	Ronald Rojas	1943-10-01	UHC-59380-90	8083965518	6395 Valley View Dr, Miami, FL, 33199	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123356	ENR	Theresa L Garza	1942-10-28	UHC-29869-56	—	877 Cedar Ln, Atlanta, GA, 30319	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-103455	ENR	Ronald G Vazzquez	1988-04-12	UHC-64583-35	—	8925 Meadow Ln, Los Angeles, CA, 90001	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-124044	ENR	Raymond X Ray	1945-12-26	UHC-65599-35	4395608021	1736 Desert Sky Blvd, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125785	ENR	Hannah Morales	2008-03-17	UHC-26431-55	6363160943	3620 Main St, Atlanta, GA, 30316	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109709	ENR	Barbara C Gibson	2001-09-07	UHC-31992-36	2492470431	2335 Willow Ct, Gilbert, AZ, 85288	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-114781	ENR	Kathy Q West	1968-04-18	UHC-48148-99	6683475901	3928 Camelback Rd # 253, Glendale, AZ, 85339	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129517	ENR	Daniel Morales	2006-06-28	UHC-50469-96	—	5695 Willow Ct, Fresno, CA	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112559	ENR	Randy Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV, 89159	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141929	ENR	Angela Kelly	2003-11-26	UHC-38102-92	9774250532	2483 Willow Ct, Nashville, TN, 37297	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108906	ENR	Sara F Aguilar	1949-01-09	UHC-97394-26	3194025434	8640 Forest Ave, Las Vegas, NV, 89192	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139301	ENR	Katherine Q Stephens	1973-12-22	UHC-65510-30	3757578067	7018 Valley View Dr, Mesa, AZ, 85269	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129314	ENR	Paul U Arnold	2008-11-11	UHC-58490-28	3664719205	4396 Jefferson Ave, Miami, FL, 33145	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108494	ENR	Elizabeth Fox	2005-12-07	UHC-85549-30	2096109660	9575 Ocean Ave, Los Angeles, CA, 90057	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-137954	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109062	ENR	Judy D Rose	1944-02-08	UHC-90243-80	5324027610	6538 Park Pl, Los Angeles, CA, 90010	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131341	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131342	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136105	ENR	George Ray	2001-06-05	UHC-83002-54	8359095135	2902 Union St, Houston, TX, 77045	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129372	ENR	Doris Griffin	1994-02-10	—	9596854431	6340 Mesa Dr, Miami, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138085	ENR	Omar Santos	—	UHC-67223-77	4687698289	7590 Willow Ct, Denver, CO, 80247	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more

4,309 rows, page 13 of 87Previous Next