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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406647	CLM	Denise King	1989-06-10	UHC-24696-32	—	1882 Forest Ave, Mesa, AZ, 85234	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-119807	ENR	Anthony Hayes	1960-08-17	UHC-73904-15	3494796768	7738 Lincoln Way, Scottsdale, AZ, 85210	0.94	Phone reformatted Member ID reformatted Email lower-cased
ENR-101183	ENR	Martha Guerrero	1974-02-06	UHC-94695-32	2726513045	6792 Ocean Ave, Glendale, AZ, 85335	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-119790	ENR	Benjamin Garcia	1939-10-07	UHC-62566-50	7166680938	5928 Market St, Jacksonville, FL, 32254	0.94	Member ID reformatted Email lower-cased Whitespace trimmed
CLM-427821	CLM	Jean Phillips	1982-12-07	UHC-92483-07	—	1926 Cedar Ln, Gilbert, AZ, 85242	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-27000	PRV	Kelly H Harris	1961-03-22	UHC-15595-64	6919397031	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-111287	ENR	Kenneeth F Pana	2007-04-09	UHC-19981-86	—	8856 Main St, Mesa, AZ, 85271	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-400337	CLM	Susan I Myers	1986-07-03	UHC-25021-80	8749666263	2325 Harbor Blvd, San Antonio, TX, 78218	0.94	Name re-cased Phone reformatted Member ID reformatted
ENR-124931	ENR	Randy Thompon	1978-04-02	UHC-53827-43	5204397747	5569 Oak St, Seattle, WA, 98151	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-423981	CLM	Jerry Dominguez	1959-04-24	UHC-34607-27	—	8695 Indian School Rd, Austin, TX, 78784	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-139763	ENR	Carl L Sandoval	1972-05-01	UHC-41589-91	3352733457	4525 Ridge Rd, Tucson, AZ, 85760	0.94	Phone reformatted Member ID reformatted Email lower-cased
CLM-423361	CLM	Mark Riley	1951-04-23	UHC-38683-19	—	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-120914	ENR	Harold L Tran	1979-04-05	UHC-22901-61	4353993296	9620 Broadway, Chandler, AZ, 85240	0.94	Name re-cased Phone reformatted Member ID reformatted
CLM-404379	CLM	Helen Park	2004-04-03	UHC-24378-23	—	7875 Indian School Rd, Orlando, FL, 32892	0.94	Name re-cased Member ID reformatted Placeholder values cleared
TPA-53116	TPA	Sarah Bryant	1943-10-16	UHC-10170-91	—	3900 Meadow Ln, Mesa, AZ, 85253	0.96	Member ID reformatted Placeholder values cleared
ENR-102386	ENR	Virginia Vazquez	1995-03-27	UHC-31745-21	4975459151	7732 Palm Dr, Mesa, AZ, 85230	0.96	Member ID reformatted Whitespace trimmed
ENR-108689	ENR	Bryan Hughes	1952-12-12	UHC-08899-61	8723910660	1998 Elm St, Austin, TX, 78717	0.96	Phone reformatted Member ID reformatted
CLM-401381	CLM	Jose Olson	2003-05-28	UHC-32021-76	—	5299 Elm St, Jacksonville, FL, 32210	0.96	Member ID reformatted Placeholder values cleared
CLM-418917	CLM	Helen Guzman	1978-05-19	UHC-48899-33	—	7313 Maple Ave, Plano, TX, 75031	0.96	Member ID reformatted Placeholder values cleared
CLM-417806	CLM	Sean F Wrright	2001-05-23	UHC-54869-17	—	34 Bayshore Dr, Austin, TX, 78753	0.96	Member ID reformatted Placeholder values cleared
ENR-141462	ENR	Ana B Soto	1940-01-25	UHC-71245-43	7794951800	234 Spring St, Tempe, AZ, 85235	0.96	Phone reformatted Member ID reformatted
ENR-116950	ENR	Gregory R Delgado	1968-04-21	UHC-32595-69	8166737532	4695 Lincoln Way, Austin, TX, 78742	0.96	Member ID reformatted Email lower-cased
CLM-407387	CLM	Katherine James	2001-09-14	UHC-01774-66	4465816841	—	0.96	Member ID reformatted Placeholder values cleared
ENR-128492	ENR	Charlotte Hayes	1991-10-15	UHC-26356-77	4433618352	7221 Bayshore Dr, Los Angeles, CA, 90097	0.96	Name re-cased Member ID reformatted
PRV-24625	PRV	Ronald Fuller	1939-02-12	UHC-85530-87	4367727375	—	0.96	Member ID reformatted Placeholder values cleared
ENR-127235	ENR	Zachary A West	1998-08-13	UHC-45406-01	4054356982	953 Central Ave, Phoenix, AZ, 85000	0.96	Phone reformatted Member ID reformatted
ENR-102135	ENR	Austin J Torres	1970-06-15	UHC-05553-13	3243602250	6803 Canyon Rd, Jacksonville, FL, 32268	0.96	Phone reformatted Member ID reformatted
ENR-122863	ENR	Sean F Price	1952-05-18	UHC-86068-88	6433590619	—	0.96	Member ID reformatted Placeholder values cleared
ENR-132774	ENR	Kevin O Fernandez	1972-06-15	UHC-36081-23	7287474927	9051 Ridge Rd, Phoenix, AZ, 85064	0.96	Member ID reformatted Whitespace trimmed
ENR-137927	ENR	Beverly I Davis	1976-12-19	UHC-39550-29	2642854470	9037 Cedar Ln, Houston, TX, 77065	0.96	Member ID reformatted Whitespace trimmed
TPA-61002	TPA	Angela Carpenter	1990-07-20	UHC-21076-40	—	4829 Jefferson Ave, Austin, TX, 78752	0.96	Member ID reformatted Placeholder values cleared
ENR-103041	ENR	Debra A Ray	1981-11-28	UHC-45752-49	6167834031	2737 Meadow Ln, Miami, FL, 33123	0.96	Member ID reformatted Whitespace trimmed
ENR-125931	ENR	Charles G Ray	1954-11-10	UHC-99443-53	9268099241	8155 Harbor Blvd, Mesa, AZ, 85282	0.96	Member ID reformatted Whitespace trimmed
CLM-404591	CLM	Lawrence C Ray	2003-02-01	UHC-13779-44	—	2388 Oak St, Houston, TX, 77047	0.96	Member ID reformatted Whitespace trimmed
CLM-406476	CLM	Hiroshi Nunez	1976-12-20	UHC-91613-92	—	—	0.96	Member ID reformatted Placeholder values cleared
ENR-120156	ENR	Kathleen G Guzman	1967-10-25	UHC-98937-13	9079096272	587 Pine Dr, Scottsdale, AZ, 85274	0.96	Phone reformatted Member ID reformatted
ENR-141047	ENR	Isabella X Ruiz	1945-09-15	UHC-06486-20	2672326358	417 Highland Ave, Orlando, FL, 32885	0.96	Member ID reformatted Email lower-cased
ENR-139231	ENR	Martha Murphy	2004-02-02	UHC-79437-55	5074682456	2029 Lake View Rd, Miami, FL, 33172	0.96	Member ID reformatted Whitespace trimmed
CLM-425217	CLM	Gary Delgado	1945-02-08	UHC-93041-31	—	—	0.96	Member ID reformatted Placeholder values cleared
CLM-402514	CLM	Melissa Fuller	1986-09-12	UHC-18904-06	—	9543 Cedar Ln, Houston, TX, 77051	0.96	Member ID reformatted Placeholder values cleared
ENR-120629	ENR	Peter V Baker	2001-04-28	UHC-99981-31	9817670571	9241 Sunset Blvd, Fresno, CA, 93757	0.96	Member ID reformatted Email lower-cased
CLM-403113	CLM	Carlos V White	1989-01-05	UHC-71477-56	2306632369	—	0.96	Member ID reformatted Placeholder values cleared
CLM-413476	CLM	Steve Schmidt	1948-08-13	UHC-23662-24	—	4988 Pine Dr, Glendale, AZ, 85340	0.96	Member ID reformatted Placeholder values cleared
CLM-413477	CLM	Steve Schmidt	1948-08-13	UHC-23662-24	—	4988 Pine Dr, Glendale, AZ, 85340	0.96	Member ID reformatted Placeholder values cleared
CLM-417621	CLM	Diana Armstrong	1969-06-23	UHC-36010-37	6637843878	1554 Palm Dr, Los Angeles, CA, 90085	0.96	Member ID reformatted Placeholder values cleared
CLM-421195	CLM	Omar Coleman	1979-12-02	UHC-91190-23	—	—	0.96	Member ID reformatted Placeholder values cleared
CLM-425244	CLM	Arthur Greene	1942-11-16	UHC-13551-49	—	—	0.96	Member ID reformatted Placeholder values cleared
ENR-140001	ENR	Frannk Z Bailey	1963-12-16	UHC-35199-95	3979114661	7511 Ridge Rd, Tucson, AZ, 85765	0.96	Member ID reformatted Placeholder values cleared
CLM-427289	CLM	Jack Martin	1991-09-05	UHC-42073-29	—	3818 Maple Ave, Las Vegas, NV, 89153	0.96	Member ID reformatted Placeholder values cleared
CLM-427630	CLM	Jordan Banks	1980-04-06	UHC-52328-19	—	8932 Elm St, Charlotte, NC, 28211	0.96	Member ID reformatted Placeholder values cleared

7,723 rows, page 152 of 155Previous Next