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 “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-100704	ENR	Kimberly S Henry	1947-09-26	UHC-27977-55	7369375607	5008 Desert Sky Blvd, Miami, FL, 33129	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109287	ENR	Alexander A Stewart	1938-11-19	UHC-59828-59	4286297983	4776 Grand Ave, Las Vegas, NV, 89108	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117467	ENR	Natalie B Morris	1975-07-22	UHC-03553-59	7708262499	7808 Bayshore Dr, Denver, CO, 80265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133330	ENR	Omar I Hernandez	2006-04-17	UHC-76794-85	—	3106 Willow Ct, Phoenix, AZ, 85019	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111936	ENR	Terry B Fullr	1948-09-06	UHC-32663-33	7909620221	6172 Canyon Rd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102590	ENR	Diana I Thomas	1990-11-12	UHC-72609-55	7242769111	785 Indian School Rd, Tucson, AZ, 85741	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138961	ENR	Douglas Banks	1982-01-06	UHC-51125-18	—	1901 Mountain View Dr, Sacramento, CA, 95895	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-121293	ENR	Alice E Marshall	1941-03-24	UHC-00664-46	5308369983	1043 Willow Ct, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110228	ENR	Cruz U Henry	1938-06-10	UHC-97882-70	6047979635	8192 Apache Blvd, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125674	ENR	Jenkins Emily	1991-03-01	UHC-63131-22	7337855742	3664 Camelback Rd, Austin, TX, 78775	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142950	ENR	Elijah Wood	1990-06-06	UHC-36510-96	7923404379	2449 Meadow Ln, Plano, TX, 75045	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129738	ENR	Danny Guerrero	1946-06-03	UHC-09188-37	3973018288	8195 Apache Blvd, Sacramento, CA, 95845	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123413	ENR	Kyle B Oslon	1998-06-26	UHC-89184-73	4578211779	774 Harbor Blvd, Orlando, FL, 32898	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-106811	ENR	Victoria T Santiago	1952-09-07	UHC-11021-88	3582205834	8172 Canyon Rd, San Antonio, TX, 78272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100840	ENR	Scott N Ellis	1975-12-04	UHC-48686-39	2992008798	1689 Main St Apt 12, San Diego, CA, 92199	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-140578	ENR	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110945	ENR	Therasa Q Park	1940-09-04	UHC-02703-13	8938996873	2853 Camelback Rd, Plano, TX, 75066	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138307	ENR	Raymond V Wood	1981-03-24	UHC-27241-99	3548267778	2266 Sage Ct, Atlanta, GA, 30387	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125776	ENR	Will M Espinoza	1960-09-11	UHC-41396-31	6646168492	9710 Palm Dr, Eden Prairie, MN, 55395	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103150	ENR	Evelyn Y Green	1999-02-03	UHC-14885-23	2777100758	7071 Oak St, Denver, CO, 80209	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130756	ENR	Patel B Pamela	1970-03-25	UHC-46677-80	5795492500	5691 Palm Dr, San Antonio, TX, 78230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107586	ENR	Henry A Mendez	1981-08-06	UHC-27527-73	—	7683 Meadow Ln, Jacksonville, FL	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-123180	ENR	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL, 33676	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108200	ENR	Steven G Roberts	1984-09-22	UHC-13249-09	5102013793	4159 Mountain View Dr, Tucson, AZ, 85728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113125	ENR	Dougles R Schultz	1974-07-19	UHC-55063-31	7723170773	3366 Elm St, Miami, FL, 33181	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118935	ENR	Barbara J Brooks	2004-04-02	UHC-49696-28	7159973458	2534 Palm Dr, Scottsdale, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136445	ENR	Valentina Q Contreras	1958-06-16	UHC-43924-28	7299045898	9833 Baseline Rd, Columbus, OH, 43291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115302	ENR	George Day	1963-09-28	UHC-52847-57	3234607260	6255 River Rd, Phoenix, AZ, 85095	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138213	ENR	Nancy W Morles	1945-10-03	UHC-29743-13	6607485132	2130 Forest Ave, Mesa, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131180	ENR	Tricia Dean	1975-01-19	UHC-92478-92	4044431190	9355 Cedar Ln, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136654	ENR	Ahmed P Washington	1959-10-04	UHC-72011-30	3243472179	580 Maple Ave, Minneapolis, MN, 55437	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137867	ENR	Donna Russell	1981-09-22	UHC-64385-22	3098673471	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102379	ENR	Bobby Banks	1948-08-26	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119902	ENR	Arjun Harris	1945-12-01	UHC-75263-37	5493781207	8106 Meadow Ln, Orlando, FL, 32858	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131624	ENR	Santiago J Lawrence	1983-05-25	UHC-56649-87	—	4938 Bayshore Dr, Fresno, CA, 93722	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-118971	ENR	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave, Phoenix, AZ, 85084	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109078	ENR	Jesse Alexander	2007-02-13	UHC-98335-18	3156531933	7579 Canyon Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106883	ENR	Brandon E Lane	1986-11-24	UHC-12070-15	—	8331 Maple Ave, Tampa, FL, 33653	0.64	Name re-cased SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-106864	ENR	Ryan Green	1995-12-03	UHC-87774-30	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120753	ENR	Cheryl U Stephens	1986-06-06	UHC-11129-02	7482697831	8588 Washington St, Miami, FL, 33176	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133112	ENR	Jon Vargas	1938-12-09	UHC-70773-53	9807362296	6222 Meadow Ln, Mesa, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137636	ENR	Emma X Wang	1967-05-28	UHC-33419-22	4106228015	5672 Sunset Blvd, Miami, FL, 33165	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-124042	ENR	Waayne Phillips	1985-01-07	UHC-08722-05	6203962170	8846 Canyon Rd, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133332	ENR	Ed Z Weber	1993-05-22	UHC-08283-53	6826281643	8099 Elm St, San Antonio, TX, 78287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135016	ENR	Anthony Jordan	1979-03-14	UHC-38827-56	7096974630	6601 Willow Ct, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102753	ENR	Luis Sullivan	1943-02-09	UHC-42957-58	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101942	ENR	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-135674	ENR	Alice M Payne	1938-09-21	UHC-18304-48	4935017101	143 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-100653	ENR	Roobert Q Welch	1985-02-09	UHC-71028-83	4636892094	5032 Park Pl, Tempe, AZ, 85214	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104666	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more

7,326 rows, page 80 of 147Previous Next