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 “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
CLM-403095	CLM	Ann Adams	1964-03-09	UHC-49487-89	—	4774 Broadway, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Member ID reformatted Address re-cased ZIP+4 trimmed+1 more
CLM-417333	CLM	Noah Park	1955-07-17	UHC-70378-47	2727262117	7869 Elm St, San Antonio, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136140	ENR	Brian Patel	1955-12-13	UHC-11526-69	8403111600	2765 Lincoln Way Apt 17, Charlotte, NC, 28200	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-420608	CLM	Elizabeth Kennedy	1946-03-05	UHC-31956-48	—	2428 Valley View Dr, Jacksonville, FL, 32287	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116937	ENR	Benjamin Burns	1986-12-06	UHC-58662-42	5754980461	7578 Harbor Blvd, Phoenix, AZ, 85070	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128284	ENR	Jerry F Chen	1976-06-01	UHC-02228-38	—	5860 Forest Ave, Denver, CO, 80225	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141959	ENR	Cheryl M Romero	1981-03-12	UHC-34011-49	3046088910	6536 Highland Ave, Glendale, AZ, 85334	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-426932	CLM	Brittany Moore	2007-05-24	—	—	2956 Sunset Blvd, Tampa, FL, 33651	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-412308	CLM	Angela T Richardson	1947-10-24	UHC-54092-76	—	7082 Oak St, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56044	TPA	Aizha Bradley	1973-12-24	—	—	6799 Spring St, Fresno, CA, 93750	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58668	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58667	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-50817	TPA	Lucia Z Campbell	1947-06-23	—	—	3984 Broadway, Glendale, AZ, 85382	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-430601	CLM	Randy Coko	1977-02-14	—	—	185 Highland Ave, Chandler, AZ, 85201	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104554	ENR	Angela H Cooper	1989-03-23	UHC-93181-59	2496975163	1514 Valley View Dr # 369, Houston, TX, 77057	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412545	CLM	Shirley C Ryan	1986-10-27	—	—	4300 Grand Ave, Tempe, AZ, 85243	0.54	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP+4 trimmed+1 more
ENR-124790	ENR	Albert Park	1980-06-22	UHC-07083-83	6414714966	5831 Central Ave, Gilbert, AZ, 85220	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-116574	ENR	Mary X Vega	1986-12-03	UHC-73241-94	2773538469	7441 Jefferson Ave, Los Angeles, CA, 90059	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-106236	ENR	Jack Robertzon	1995-07-17	—	6525259235	5819 Park Pl, Orlando, FL, 32865	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-133062	ENR	Brittany X Carpenter	1991-07-08	UHC-31654-02	—	5440 Pine Dr, Austin, TX, 78771	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119972	ENR	Frances Lawsno	1962-03-15	UHC-98896-11	3119975246	2728 Camelback Rd, Mesa, AZ, 85236	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121657	ENR	Bruce J Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN	0.54	Name split from “Last, First”ZIP missing Email lower-cased Gender normalised+1 more
ENR-101428	ENR	Martha T Padilla	1940-01-26	UHC-51567-53	3902255298	3228 River Rd # 710, Tempe, AZ, 85202	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113688	ENR	Barbara H Peters	1945-08-28	UHC-20482-39	—	5311 Union St, Fresno, CA, 93769	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139309	ENR	Ryan Willis	1951-07-07	UHC-67623-04	2202578544	5630 Maple Ave, Jacksonville, FL, 32249	0.54	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409682	CLM	James Ashley	1998-05-07	UHC-24324-49	—	4947 Baseline Rd, Tucson, AZ, 85794	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25246	PRV	Amy F Parker	1948-05-10	UHC-80718-08	7085473846	3601 Jefferson Ave, Scottsdale, AZ, 85292	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-54112	TPA	Bryan Owens	1952-11-02	—	—	9413 Ocean Ave, Minneapolis, MN, 55485	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400677	CLM	Ctherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.54	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-103966	ENR	Dennis Clark	1959-08-01	UHC-72319-78	8089742295	1277 Indian School Rd, Fresno, CA, 93731	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52255	TPA	Elijah X Flores	1966-09-10	—	—	7879 Market St, Los Angeles, CA, 90040	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412791	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-412790	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-414938	CLM	Tyler D Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413772	CLM	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd, Mesa, AZ, 85215	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407815	CLM	Dinae Mendez	1937-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411170	CLM	Russell Andrews	1989-04-11	UHC-37663-59	—	2725 Pine Dr, Chandler, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-142388	ENR	Joyce B Tucker	1950-08-04	UHC-62211-22	—	3464 Valley View Dr, Los Angeles, CA, 90058	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
PRV-26323	PRV	Bobby Peterson	1965-06-27	UHC-08242-63	8943771501	9031 Jefferson Ave, Austin, TX, 78757	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135941	ENR	Brian F Thomas	1956-12-02	UHC-07672-91	8093837394	1654 Baseline Rd, Chandler, AZ, 85274	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402711	CLM	Kayla Gardner	1963-11-25	—	9552960036	7259 Sunset Blvd, Phoenix, AZ, 85005	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
CLM-402117	CLM	Mary Pena	2004-08-06	—	—	1649 Indian School Rd, Houston, TX, 77017	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61591	TPA	Thomas Andrson	1943-05-21	—	6514995572	1774 Willow Ct, Seattle, WA, 98110	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412977	CLM	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	1207 Lincoln Way, Charlotte, NC, 28244	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-115177	ENR	Noeh H Miller	1962-11-10	UHC-78031-25	5968760106	5151 Pine Dr, Glendale, AZ, 85396	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-109103	ENR	Nicole S Daniels	—	UHC-40675-56	4783734718	1019 Bayshore Dr, Nashville, TN, 37258	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+1 more
TPA-60251	TPA	Nathan Turner	1987-05-06	—	—	528 Market St, Gilbert, AZ, 85275	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59492	TPA	Diana Webb	1967-05-27	—	—	5776 Oak St, Scottsdale, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423088	CLM	Emily O Fox	1945-09-08	—	7092720143	121 Church St, Phoenix, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22142	PRV	Deborah Y Jackson	1951-07-21	UHC-89997-70	6517170507	8786 Jefferson Ave Apt 11, Las Vegas, NV	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more

9,980 rows, page 64 of 200Previous Next