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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120524	ENR	Nicholas Espinoza	2003-07-25	UHC-39988-70	2948060529	2471 Indian School Rd, Glendale, AZ, 85381	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-100511	ENR	Grace P Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH, 43279	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-123062	ENR	Emily Johnson	1975-09-13	UHC-34879-85	4289981778	7510 Meadow Ln, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107520	ENR	Roy Cook	1997-05-23	UHC-10849-81	7689751122	8933 Camelback Rd, Glendale, AZ, 85325	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134564	ENR	Raymond D Wesst	1958-12-27	UHC-79449-15	7544736506	451 Union St Apt 25, Columbus, OH, 43207	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114591	ENR	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-123300	ENR	Jack F Lawson	1992-03-07	UHC-45514-20	2059405754	5849 Cedar Ln, Columbus, OH, 43207	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126377	ENR	Ashley Garrett	1975-10-05	UHC-61998-34	6482839997	5074 Sage Ct, Phoenix, AZ, 85000	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109745	ENR	Amanda Rodriguez	1951-11-11	UHC-01866-39	—	2060 Valley View Dr Apt 38, Tampa, FL, 33618	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142603	ENR	Patricia S Richards	1965-06-27	UHC-53338-88	8175337623	2662 Main St, Chandler, AZ, 85211	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120674	ENR	Astin H Kennedy	1996-05-24	UHC-71747-72	6596026380	9136 Willow Ct, Atlanta, GA, 30341	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-124597	ENR	Carl W Banks	1979-07-28	UHC-44122-85	7795715705	7792 Jefferson Ave, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135640	ENR	Jackie B McCoy	1972-03-15	UHC-04810-61	2505932088	39 Church St, Las Vegas, NV, 89127	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135605	ENR	Heather Austin	1994-10-27	UHC-79946-28	2465374210	4774 Harbor Blvd, Gilbert, AZ, 85244	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-105615	ENR	Jennifer Z Gibson	1944-01-23	UHC-49917-43	7113607567	7719 Canyon Rd, Orlando, FL, 32848	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138422	ENR	Brittany J Richardson	1952-12-02	UHC-80551-30	5917710659	4734 Baseline Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108281	ENR	Judith Jacobs	1941-10-18	UHC-48697-92	5493781961	5550 Lake View Rd, Gilbert, AZ, 85225	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109652	ENR	Santiago Elliott	1989-06-01	UHC-52585-76	—	5848 Elm St Apt 22, Orlando, FL, 32832	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-125796	ENR	Janet N Mdeina	1946-07-22	UHC-79714-34	4147760228	4997 Main St, Seattle, WA, 98104	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116201	ENR	Alice L Alvarez	2007-10-06	UHC-16932-07	8704290398	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131054	ENR	Jorddan Rice	1965-09-13	UHC-17038-94	8926828107	8671 Forest Ave, Sacramento, CA, 95866	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134964	ENR	Mason A Reid	1994-02-25	UHC-94678-82	8328805841	4264 Palm Dr # 906, Seattle, WA, 98165	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-117526	ENR	Brandon X Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St, Seattle, WA, 98127	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121647	ENR	Olivia Maldonado	1959-04-02	UHC-73748-47	8716659768	3376 Washington St, Gilbert, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133194	ENR	Linda H Willis	1997-05-06	UHC-42566-34	8094645504	4422 Union St, Denver, CO, 80260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117447	ENR	Steven Carter	1959-02-25	UHC-12003-54	7832495872	4229 Apache Blvd # 743, Columbus, OH, 43211	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-110634	ENR	Mary Hunter	1948-03-07	UHC-79113-04	7572556514	9548 Palm Dr, Plano, TX, 75001	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-111516	ENR	Kathy X Harris	1996-05-02	UHC-29359-29	5332526689	7651 Ocean Ave, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128675	ENR	Brittany P Fuller	1939-10-04	UHC-65472-14	7165006523	8574 Market St, San Antonio, TX, 78246	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132753	ENR	Jennifer Sanchez	1947-03-13	UHC-17356-59	7176815041	3948 Canyon Rd, Mesa, AZ, 85254	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138090	ENR	Joe B Welch	2003-03-10	UHC-01942-36	4473401088	8568 Ocean Ave, Phoenix, AZ, 85071	0.60	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-127610	ENR	Shirley F Graham	2005-11-13	UHC-24244-75	4215322700	9296 Maple Ave, Sacramento, CA, 95851	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-102300	ENR	Joan O Larson	1998-08-21	UHC-90608-23	2823842901	605 Oak St, Tampa, FL, 33666	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135270	ENR	Melissa N Bennett	1966-01-21	UHC-74500-76	—	9773 Indian School Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116384	ENR	Kevin P Lewis	1972-06-28	UHC-47662-48	2736147265	772 Willow Ct, Los Angeles, CA, 90065	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139648	ENR	Jonathan Y Singh	1983-09-11	UHC-90837-11	5358152918	8741 Baseline Rd, Charlotte, NC, 28259	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-123377	ENR	Steve M Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St # 111, San Diego, CA, 92192	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-138462	ENR	Carolyn R Ortega	1998-06-15	UHC-89704-73	2495826222	8513 Sage Ct, Charlotte, NC, 28218	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131277	ENR	Ryan E Myerrs	1952-06-28	UHC-22890-68	5225174293	3563 River Rd # 355, Plano, TX, 75031	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-140415	ENR	Sarah D Simpson	1949-03-19	UHC-92684-12	3025034767	7775 Valley View Dr # 785, Austin, TX, 78798	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115815	ENR	Jerry Y Price	1957-10-17	UHC-62204-46	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-100485	ENR	Munoz Elizabeth	1982-02-13	UHC-40216-61	—	4165 Willow Ct, Columbus, OH, 43235	0.60	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-113015	ENR	Ronald S Hunt	1965-02-09	UHC-85178-59	—	2077 Ridge Rd, Scottsdale, AZ, 85276	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128668	ENR	Megan Evans	1970-09-20	—	3592274876	7587 Market St, Houston, TX, 77091	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103359	ENR	Catherine Mendez	1966-11-23	UHC-56577-77	2997021880	125 Church St, San Diego, CA, 92135	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-138236	ENR	Evelyn Grant	1977-07-28	UHC-10977-25	5597806749	1772 Mountain View Dr # 232, Minneapolis, MN, 55442	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-121532	ENR	Grace U Soto	1948-12-28	UHC-03021-42	—	9467 Harbor Blvd, Chandler, AZ, 85281	0.60	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
ENR-108810	ENR	Megan X Le	1985-01-07	—	3237450606	3665 Washington St, Tampa, FL, 33636	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125962	ENR	Theresa G Ruiz	1938-05-07	UHC-19329-14	8887560910	5807 Bayshore Dr, Columbus, OH, 43290	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126565	ENR	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln, Tempe, AZ, 85287	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

8,934 rows, page 32 of 179Previous Next