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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114412	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-121348	ENR	Timothy B Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103067	ENR	Charlotte Young	1998-05-02	UHC-74145-50	8056260184	1108 Union St Apt 33, Plano, TX, 75044	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100590	ENR	Anna P West	1992-12-07	UHC-73605-83	2044924905	4679 Harbor Blvd, Scottsdale, AZ, 85260	0.64	Name re-cased Phone reformatted Street suffix standardised Address 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-107286	ENR	Gary Vega	2006-02-20	UHC-86681-75	5002156966	2281 Grand Ave, San Diego, CA, 92156	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-125496	ENR	Carlos K Howard	1959-05-04	—	9797037808	4386 Palm Dr Apt 25, Orlando, FL, 32891	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102329	ENR	Bobby Kelly	1975-04-25	UHC-98988-55	3875832552	5505 Washington St # 655, Columbus, OH, 43298	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104921	ENR	John S Howarrd	1966-05-09	UHC-29863-30	4729471098	1195 Washington St, Chandler, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103023	ENR	Cheryl Henry	2000-07-14	UHC-35872-51	5877259033	9407 Oak St, Fresno, CA, 93788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125947	ENR	Jesze V Pena	1982-07-12	UHC-77062-43	7019750620	9522 Oak St, Las Vegas, NV, 89171	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123591	ENR	Christopher Marshall	1959-08-27	UHC-31218-31	2403555494	6291 Harbor Blvd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105713	ENR	Catherine A Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St Apt 20, Seattle, WA, 98189	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137475	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+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-119130	ENR	Maria Flores	1998-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110278	ENR	Kenneth L Austin	1948-09-16	UHC-51251-30	5315242344	4707 Palm Dr, Columbus, OH, 43278	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+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-110354	ENR	Amber O Lucas	1947-09-14	UHC-43598-38	5268217032	5039 Sage Ct, Plano, TX, 75058	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-116393	ENR	Angela Marquez	2001-07-12	UHC-91286-59	2716583170	6514 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+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-106726	ENR	Randy T Miller	1965-10-28	UHC-14631-72	8574042444	6981 Spring St # 775, Dallas, TX, 75209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116124	ENR	Vicky O Ross	1978-06-16	UHC-40023-82	—	8429 Camelback Rd, Dallas, TX, 75251	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108647	ENR	Christina U Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St, Tempe, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130166	ENR	Amy E Andrews	1944-02-27	UHC-03390-19	—	3903 Bayshore Dr, Jacksonville, FL, 32265	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100726	ENR	Harold X Carter	1939-02-03	UHC-55890-56	7154045081	162 Washington St, Fresno, CA, 93793	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106991	ENR	Laura Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101028	ENR	Bobby C Guzman	1994-02-25	UHC-75753-62	9747353534	2609 Sage Ct, Plano, TX, 75026	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119948	ENR	Carol I Ramirez	1944-09-23	UHC-43837-44	6134610915	1707 Maple Ave, Minneapolis, MN, 55464	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121694	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106893	ENR	Emma G Willis	1954-08-24	UHC-58209-41	3946726890	5090 Forest Ave, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125125	ENR	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 25, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101941	ENR	Soffia J Chen	1996-09-25	UHC-18452-22	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+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-109117	ENR	Matthew T Boyd	1958-07-07	UHC-83312-34	4097702834	3756 Oak St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131302	ENR	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121389	ENR	Bradley Z Alexander	1970-09-20	—	6859918010	8192 Highland Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119616	ENR	Karen E Reid	2007-11-19	UHC-85538-22	9656575043	8686 Bayshore Dr, Sacramento, CA, 95851	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-104341	ENR	Rachel Gonzalez	1973-10-17	UHC-89828-42	3444094592	2830 Valley View Dr, Orlando, FL, 32893	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121543	ENR	Eric Schmidt	1945-11-23	UHC-94650-89	7504715846	3720 Pine Dr, Miami, FL, 33118	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130927	ENR	Virginia Burton	1994-09-10	UHC-53335-75	2067410784	210 River Rd, Dallas, TX, 75267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+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-101985	ENR	Gloria Y Garza	1958-08-07	UHC-83157-69	—	6584 Mountain View Dr, Tampa, FL, 33624	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

26,564 rows, page 204 of 532Previous Next