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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140930	ENR	Elizabeth D Myers	1981-12-18	UHC-25672-92	3663642933	9332 Ridge Rd, Dallas, TX, 75292	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-100557	ENR	Joohn Gardner	1947-11-06	UHC-45824-49	7044809229	6299 Desert Sky Blvd Apt 3, Austin, TX, 78722	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115044	ENR	Angela M Spencer	1957-03-27	UHC-26327-07	5559695081	3030 Indian School Rd, Columbus, OH, 43200	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114257	ENR	Dot H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50723	TPA	Martha Harrison	1980-03-26	—	—	7138 Lincoln Way, Denver, CO, 80288	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427788	CLM	Emilly Lane	2002-08-21	UHC-37845-55	—	6688 Washington St # 687, Glendale, AZ, 85325	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120577	ENR	Hannah Wlliams	1987-08-16	UHC-36369-69	4214869341	7355 Camelback Rd, Tucson, AZ, 85768	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-401089	CLM	Amy Vargas	1949-09-27	—	7897177898	8448 Mesa Dr, Chandler, AZ, 85295	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142798	ENR	Luis O Montgomery	1992-02-03	UHC-06571-51	3707124936	3225 Harbor Blvd, Houston, TX, 77058	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409757	CLM	Aaron Lee	1997-12-14	—	5996599303	9253 Spring St, Tucson, AZ, 85748	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101543	ENR	Kate Fiels	—	UHC-27585-35	8537793302	7998 Spring St, Mesa, AZ, 85205	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-427006	CLM	Jon Weber	1998-03-17	UHC-45344-39	—	4212 Maple Ave, Gilbert, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109977	ENR	Christina I Perez	1944-11-01	—	9453053626	4757 Ridge Rd Apt 5, Glendale, AZ, 85331	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21983	PRV	Julia Webb	1990-04-26	—	5653274313	5812 Oak St Apt 39, Fresno, CA, 93767	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432468	CLM	Donald Simpson	1976-07-23	—	5643816326	2920 Central Ave, Denver, CO, 80253	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432213	CLM	Dennis Rojas	1945-11-25	UHC-65284-13	7405536272	5077 Church St, Orlando, FL, 32897	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408910	CLM	Bradnon G Jacobs	1955-08-05	UHC-10592-72	8519738549	9500 Grand Ave # 352, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428879	CLM	Jonathan Parker	1985-01-21	UHC-64109-25	—	6409 Lake View Rd, Gilbert, AZ, 85233	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20621	PRV	Kayla Wong	1966-10-13	—	6124929138	5312 Apache Blvd, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-134290	ENR	Jeremy K Martin	1940-04-16	—	3054013311	2692 Canyon Rd, Los Angeles, CA, 90023	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-136959	ENR	Samuel Warren	2003-06-02	UHC-67401-51	—	4561 Pine Dr, Mesa, AZ, 85246	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140496	ENR	Omar A Price	1998-12-10	UHC-59884-84	3368421517	2765 Spring St, Scottsdale, AZ	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
TPA-58713	TPA	Mei Moreno	1945-09-16	—	—	4287 Mountain View Dr, Denver, CO, 80286	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-114594	ENR	Carl S Chhen	1997-08-15	UHC-16221-28	—	8246 Canyon Rd, Charlotte, NC, 28269	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-403972	CLM	Tyler Wagner	1951-07-18	—	—	8381 Main St, Gilbert, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-55579	TPA	Luis Lee	1965-04-28	—	—	7876 Bayshore Dr, Phoenix, AZ, 85075	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117422	ENR	Tony G Aguilar	1989-11-06	UHC-75197-95	—	7798 Mountain View Dr, Tempe, AZ, 85288	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-400970	CLM	Gary J Sullivan	1965-11-03	UHC-11966-43	7709632432	4564 Baseline Rd, Atlanta, GA, 30334	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115150	ENR	Dooris Cox	1987-05-05	UHC-68670-25	6165029901	9747 Hillcrest Rd, Seattle, WA, 98100	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21899	PRV	Virginia Greene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130782	ENR	Jerry Q Moore	1963-04-12	UHC-01331-32	8214662649	5838 Lincoln Way, Columbus, OH	0.50	Name re-cased City re-cased State name converted to code ZIP missing+3 more
PRV-25895	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-404609	CLM	Judy V Long	2001-05-20	UHC-14892-64	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-112827	ENR	Megan Reed	2005-11-11	UHC-55099-86	2428131623	8402 Mesa Dr, Sacramento, CA, 95812	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22226	PRV	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140074	ENR	Philip Z Stephens	1940-02-17	UHC-52177-38	5218261425	145 Cedar Ln, Dallas, TX, 75271	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22374	PRV	Jose Maldonado	1953-02-07	UHC-41703-31	7663482447	5368 Camelback Rd, Los Angeles, CA, 90014	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-418318	CLM	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ, 85799	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416151	CLM	Nancy Q Washington	2007-05-05	—	—	2444 Lincoln Way Apt 20, Plano, TX, 75037	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-422131	CLM	Samuel Martinez	1993-04-08	UHC-56424-34	—	8593 Jefferson Ave, Eden Prairie, MN, 55338	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-125075	ENR	Gerald Little	1996-11-14	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-413062	CLM	Carlos W Myers	1958-01-13	UHC-75972-29	6616616502	302 Bayshore Dr, Las Vegas, NV, 89101	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428556	CLM	—Junk	1949-05-17	—	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+3 more
CLM-418911	CLM	Camila Kelley	1964-06-15	—	3328715388	3227 Desert Sky Blvd Apt 22, Miami, FL, 33182	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120530	ENR	Barbara C Fisher	1938-06-16	UHC-18628-86	5728819269	4226 Church St, Orlando, FL, 32822	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54767	TPA	Dennis Watkins	1951-03-20	—	—	7949 Jefferson Ave, San Diego, CA, 92197	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418881	CLM	Annna Ward	1958-06-16	—	6014215132	1243 Oak St, Minneapolis, MN, 55493	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108696	ENR	Cynthia Q Owens	1961-04-27	UHC-95956-57	7182424978	9409 Main St, Phoenix, AZ, 85051	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120858	ENR	Teresa Fox	1961-05-17	UHC-55652-57	7083451464	3267 Camelback Rd, Minneapolis, MN, 55437	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25758	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr, Tempe, AZ, 85259	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

9,084 rows, page 33 of 182Previous Next