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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422910	CLM	Bradley Rodriguez	1956-08-20	UHC-54839-19	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142442	ENR	Cheryl Obrien	1938-08-14	UHC-58364-11	7489356743	7836 Union St, Chandler, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416320	CLM	Gabriel Carr	2007-02-14	—	6693611473	2015 Jefferson Ave, Tempe, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139454	ENR	Melissa Gonzales	1980-10-17	—	9075525780	6827 Oak St, Tucson, AZ, 85701	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27162	PRV	Heather Z Medina	2001-09-21	—	6528269794	7546 Baseline Rd, Charlotte, NC, 28257	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409138	CLM	Bruce Adams	1942-10-15	—	—	6011 Main St, Sacramento, CA, 95824	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420942	CLM	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432788	CLM	Benjamin S Lane	1985-01-05	UHC-09486-02	—	6981 Cedar Ln, Miami, FL, 33114	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420140	CLM	Diane Hughes	2002-11-27	UHC-73105-62	—	5255 River Rd, Seattle, WA, 98134	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51882	TPA	Daniel Fuller	1953-01-25	—	8828932349	5148 Mesa Dr, Austin, TX, 78756	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114496	ENR	Charlotte I Payne	2005-01-13	UHC-71249-10	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62570	TPA	George Munoz	1969-01-10	—	—	918 Sunset Blvd, San Diego, CA, 92170	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-110394	ENR	Joe Gardner	2002-05-07	UHC-79742-33	9053153067	520 Ocean Ave, San Diego, CA, 92120	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136726	ENR	Justin Perkins	1938-11-26	UHC-33199-49	—	4991 Valley View Dr, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-412866	CLM	Steven Clark	1959-12-17	—	—	9021 Sage Ct, Denver, CO, 80268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142615	ENR	Martha Z Williamson	1995-08-06	UHC-86118-06	5406969099	364 Broadway, Plano, TX, 75094	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-102959	ENR	Steven Griffin	1964-06-03	UHC-31694-08	9233736481	7957 Spring St, Los Angeles, CA, 90041	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408127	CLM	Ralph Jacobs	1973-08-05	—	3638756339	164 Ocean Ave, San Diego, CA, 92168	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425687	CLM	Austin B Robertson	1968-10-16	UHC-45622-09	7956957572	7410 Ocean Ave, Jacksonville, FL, 32222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60108	TPA	Ashley Castro	1952-07-15	UHC-81991-63	5206788936	2511 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-56676	TPA	Isabella Robertson	1985-02-04	—	—	1814 Jefferson Ave, Houston, TX, 77058	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117288	ENR	Jannice A Austin	1986-05-20	UHC-71582-77	8939218217	3680 Valley View Dr, Tempe, AZ, 85272	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23987	PRV	Theresa Mendez	1976-12-25	—	4758232018	7707 River Rd, Miami, FL, 33156	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58605	TPA	Gabriel Ward	1943-02-02	—	3307013173	998 Pine Dr, San Antonio, TX, 78250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63452	TPA	Sandra N Reynolds	1971-06-18	—	4793072564	5740 Indian School Rd, Scottsdale, AZ, 85229	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50268	TPA	Lisa Fernandez	1994-08-02	—	4397644733	6537 Lake View Rd, Nashville, TN, 37219	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110417	ENR	Frances J Davis	1942-04-09	UHC-05286-73	4273631124	1926 Willow Ct, Austin, TX, 78742	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122669	ENR	Willliam I Stewart	1961-07-10	UHC-93919-22	6522388424	3967 Central Ave, San Antonio, TX, 78270	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-101780	ENR	Thomas L Hanson	1961-12-03	UHC-43892-40	6666105579	226 Elm St, Dallas, TX, 75212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-404074	CLM	Austin I Rodriguez	1994-10-26	—	—	9749 Mesa Dr, Mesa, AZ, 85288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113069	ENR	Evelyn Lee	1981-06-08	UHC-80205-94	—	8558 Camelback Rd, Minneapolis, MN, 55409	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424094	CLM	Nicole Gonzalez	1959-04-24	UHC-37073-66	—	1921 Union St, Las Vegas, NV, 89106	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421235	CLM	Virignia Ray	—	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-109424	ENR	Ralph R Rios	1942-07-13	UHC-62279-46	4883355336	6066 Apache Blvd, Fresno, CA, 93795	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123704	ENR	Jennifer Santos	1944-02-16	UHC-69446-66	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61048	TPA	Maria Taylor	1987-06-06	—	—	2393 Valley View Dr, Fresno, CA, 93732	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128269	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26780	PRV	Isabella P Freeman	1965-09-13	—	8605143057	2072 Market St, Los Angeles, CA, 90059	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-107447	ENR	Ruth Williams	1945-02-14	UHC-57933-77	3666020616	4734 Pine Dr, Tempe, AZ, 85250	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62446	TPA	Gerald Garza	1945-04-09	—	—	3829 Main St, Denver, CO, 80234	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-134998	ENR	Eric Foster	1953-07-26	UHC-04955-08	3585718910	4997 Elm St, Tempe, AZ, 85241	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413510	CLM	William Folwer	1940-08-11	—	—	9182 Bayshore Dr, San Diego, CA, 92186	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410682	CLM	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-106337	ENR	Thomas Q Hart	2004-09-01	UHC-88572-81	—	3114 Sage Ct, Seattle, WA, 98128	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-413778	CLM	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr, Los Angeles, CA, 90028	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
ENR-122649	ENR	Joshua O Turner	2006-01-21	UHC-52997-64	5898925828	1947 Grand Ave, Houston, TX, 77024	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-114411	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-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
CLM-418036	CLM	Brandon Gilbert	1979-12-13	UHC-89487-07	—	2482 Market St, Phoenix, AZ, 85021	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,263 rows, page 91 of 166Previous Next