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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102559	ENR	Eugene H McCoy	—	UHC-78063-85	7633398523	4186 Pine Dr, Orlando, FL	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-131785	ENR	Heather Z Medina	—	UHC-25268-76	—	7546 Baseline Rd, Charlotte, NC, 28257	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+1 more
ENR-138595	ENR	Billy Z Herrera	1981-04-28	UHC-97480-71	7619816762	3510 Park Pl, Fresno, CA, 93779	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-408850	CLM	Marriana Mason	1965-12-17	UHC-25369-28	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-104960	ENR	Maria Wood	1941-12-26	UHC-46790-74	3389972545	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-113996	ENR	Joan J Simpson	—	UHC-14290-09	4723357261	1841 Palm Dr, Glendale, AZ, 85345	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57332	TPA	Noah W Hall	1946-05-18	UHC-25198-97	—	7972 Forest Ave, Seattle, WA, 98119	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406467	CLM	Elizabeth Fox	2005-12-07	—	—	9575 Ocean Ave, Los Angeles, CA, 90057	0.54	State name converted to code ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-100920	ENR	Carolyn Jones	1975-12-23	UHC-27279-41	—	6889 Elm St, Mesa, AZ, 85223	0.56	Name split from “Last, First”Phone missing area code State name converted to code Plan code upper-cased
ENR-106414	ENR	Arthur H Harris	1984-02-13	UHC-20418-29	8566058465	6027 Church St, Scottsdale, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-142202	ENR	Sharon E Alvarado	1977-06-14	UHC-10575-86	7927424094	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-101995	ENR	Glorai I Perry	1954-11-27	UHC-93729-34	6383412876	4828 Apache Blvd, Tampa, FL, 33603	0.56	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-414907	CLM	Emma Weaver	1980-08-25	UHC-92616-38	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.56	Name split from “Last, First”State name converted to code Gender normalised Plan code upper-cased
ENR-140374	ENR	Grace Myers	1966-04-16	UHC-71788-53	4392750670	2819 Canyon Rd, Eden Prairie, MN, 55353	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119323	ENR	Shirley W Adams	1972-07-20	UHC-91288-40	9159511274	8927 Ridge Rd, Houston, TX, 77070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121662	ENR	Judith Obrien	1942-09-19	UHC-60232-99	5109820373	3631 Highland Ave, Tempe, AZ, 85233	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-24645	PRV	Elijah Gordon	1978-11-12	—	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-138297	ENR	Sara Q Gutierrez	1954-04-09	UHC-54998-45	9379277443	8912 Baseline Rd, Orlando, FL	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-128842	ENR	Megan Q Burton	1960-11-09	UHC-99195-77	4718390466	6057 Jefferson Ave, Los Angeles, CA, 90069	0.56	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-112531	ENR	Valentina Rios	1989-10-21	UHC-36880-73	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-108576	ENR	Abigail Jacckson	1970-06-20	UHC-80175-96	6857451899	2843 Bayshore Dr, Chandler, AZ, 85292	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-140682	ENR	Diane Olson	1981-07-11	—	6385690935	4637 Lake View Rd, Jacksonville, FL, 32257	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-424092	CLM	Kahterine Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141080	ENR	Nicholas B Perkins	1956-11-05	UHC-71520-80	4993429935	1304 Meadow Ln, Plano, TX, 75099	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-114031	ENR	Ashley T Ford	2003-12-13	—	5383125194	7109 Forest Ave, Sacramento, CA, 95846	0.58	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
ENR-112661	ENR	Bradley Williams	1983-10-13	UHC-17279-10	8704529068	6914 Desert Sky Blvd, Columbus, OH, 43232	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-124972	ENR	Yuki A Boyd	1947-07-04	UHC-23434-82	8843187022	4553 Oak St, Eden Prairie, MN, 55367	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117395	ENR	Benjamin Carpenter	1988-11-08	UHC-14500-07	5583911446	3338 Church St, Las Vegas, NV, 89164	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139149	ENR	Kelly H Franklin	1964-11-28	UHC-27283-77	—	215 Pine Dr, Dallas, TX, 75264	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-425522	CLM	Jean L Kennedy	1943-08-20	UHC-41234-29	9806639181	3458 Maple Ave, Phoenix, AZ, 85033	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-118031	ENR	Gabriel A Hudson	1940-02-22	UHC-76138-33	9855986477	1178 Sunset Blvd, Austin, TX, 78705	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-406948	CLM	Vincent Torres	1943-05-28	—	9349163273	867 Spring St, Minneapolis, MN, 55437	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-114061	ENR	Virginia M Freeman	1960-09-05	UHC-43411-25	4076903566	9052 Cedar Ln, Nashville, TN, 37275	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-119213	ENR	Arthur D Williams	1988-11-19	UHC-22670-83	8408503707	6510 Ocean Ave, Gilbert, AZ, 85269	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-411313	CLM	Judy Rivera	1960-05-09	—	—	6789 Main St, Charlotte, NC, 28209	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-123041	ENR	John Romero	1990-02-19	—	3866165632	5768 Lincoln Way, Phoenix, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-105294	ENR	Gregory O Pierce	1958-11-16	UHC-05854-23	3152055396	8670 Union St, Eden Prairie, MN, 55370	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-128295	ENR	Peter Z Ford	1991-10-23	UHC-45344-03	4835706550	3506 Central Ave Apt 35, Columbus, OH, 43249	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-420939	CLM	Judith N Soto	1995-03-06	UHC-74540-84	—	580 Jefferson Ave, San Antonio, TX, 78224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-104766	ENR	Gary Bennett	1958-11-07	UHC-18269-27	7322457242	2135 Lake View Rd, Orlando, FL, 32883	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-109739	ENR	Sophia Bennett	1992-02-24	UHC-18922-15	5229162765	2822 Union St, Dallas, TX, 75239	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-125067	ENR	Patricia H Allen	2002-08-27	UHC-01447-36	4146459706	2191 Cedar Ln, Charlotte, NC, 28254	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-136571	ENR	Benjamin J Luna	1966-06-07	UHC-82439-48	—	924 Desert Sky Blvd, Nashville, TN, 37249	0.58	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+5 more
ENR-111377	ENR	Helen Padilla	1986-02-06	UHC-77953-98	4198398627	5997 Bayshore Dr, Tempe, AZ, 85285	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22671	PRV	Robert Tran	1978-03-12	—	4897366986	6155 Spring St, Plano, TX, 75008	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105367	ENR	Jean M Kelly	1954-06-06	UHC-97025-45	8418842914	5987 Central Ave, Seattle, WA, 98124	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-413760	CLM	Andrea Wilson	2006-01-08	UHC-84921-80	—	4292 Pine Dr, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-115099	ENR	Michelle Riley	1939-03-18	UHC-95909-02	3256413894	888 Cedar Ln, Tucson, AZ, 85741	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-115180	ENR	Anna O Sandoval	2007-01-17	UHC-10243-87	5456669636	7036 Union St, Miami, FL, 33154	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121701	ENR	Christian T Ferguson	1949-08-19	UHC-15332-76	4869583442	7562 Indian School Rd, Fresno, CA, 93733	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

3,278 rows, page 9 of 66Previous Next