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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-138539	ENR	Sara Hawkins	1950-12-16	—	8323706464	6912 Willow Ct Apt 18, San Antonio, TX, 78278	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
PRV-28396	PRV	Jack Warren	1966-02-10	—	8407697979	2998 Mountain View Dr, Dallas, TX, 75297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121580	ENR	Melissa Anderson	1981-07-02	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-140765	ENR	Emily I Ford	1977-10-26	UHC-15465-68	8507024266	1597 Meadow Ln Apt 18, Chandler, AZ, 85223	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-128894	ENR	Bradley Harvey	1947-11-21	UHC-86488-38	6213587952	6763 Ridge Rd Apt 31, Phoenix, AZ, 85078	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-142677	ENR	Ronald F Hanson	1971-03-24	UHC-39935-64	8814029982	5452 Washington St, Atlanta, GA, 30338	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102170	ENR	Sara L Greene	—	UHC-69470-56	6993116190	9761 Pine Dr, Glendale, AZ, 85346	0.58	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-105595	ENR	Julia Hunt	1965-02-23	UHC-27781-50	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26747	PRV	Terry Olson	1945-01-20	UHC-32163-31	3115130681	423 Elm St, Los Angeles, CA, 90058	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26748	PRV	Terry Olson	1945-01-20	UHC-32163-31	3115130681	423 Elm St, Los Angeles, CA, 90058	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416974	CLM	Jose Q Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-135348	ENR	Justin D Welch	1980-03-05	UHC-40931-89	3755187151	6794 Market St, San Antonio, TX, 78289	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25459	PRV	Joseph Vargas	1967-03-08	—	7969068393	8941 Baseline Rd, Tempe, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117214	ENR	Frances Mejia	1952-11-03	UHC-36586-32	6809094526	365 Apache Blvd, Tempe, AZ, 85280	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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
CLM-409852	CLM	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
CLM-405926	CLM	Vaalentina Knight	1972-03-19	UHC-33721-28	9385331839	8232 Elm St, Miami, FL, 33166	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+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
ENR-104915	ENR	Tim L Burke	1988-05-14	UHC-40507-82	—	8047 Forest Ave # 660, Tucson, AZ, 85752	0.58	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
PRV-27435	PRV	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-415283	CLM	Keith I Cook	1957-07-25	—	6507316981	1901 Ocean Ave, Tempe, AZ, 85259	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108311	ENR	Kayla P Dunn	1977-12-24	UHC-36255-45	8398823725	7551 Indian School Rd, Las Vegas, NV, 89101	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101334	ENR	Samantha V Espinoza	1996-10-22	UHC-68935-75	4577853550	8512 Valley View Dr Apt 22, Miami, FL, 33156	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-419930	CLM	Samuel Sullivan	2006-01-05	UHC-70445-32	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-129749	ENR	Andrew Y Perkins	1986-05-04	UHC-06081-29	2167699829	4389 Washington St, Denver, CO, 80251	0.58	Name split from “Last, First”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
CLM-423884	CLM	Mason Rios	1980-07-07	UHC-58394-45	7052457259	8660 Central Ave, Houston, TX, 77095	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-111749	ENR	Gerad A Munoz	1949-12-16	UHC-69213-94	4168756784	7824 Indian School Rd # 519, Las Vegas, NV, 89146	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-23662	PRV	Ethan Walsh	1941-03-07	—	5622377660	5428 Mountain View Dr, Tampa, FL, 33633	0.58	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
PRV-29093	PRV	Jean McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-56681	TPA	Andrrea Cole	1964-10-12	—	5628470621	5210 Sunset Blvd, Orlando, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117904	ENR	Melissa G Perry	2002-09-27	UHC-68738-18	9134159167	459 Forest Ave # 790, Nashville, TN, 37249	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104586	ENR	Carlos Perkins	1961-11-20	UHC-67445-33	4263007803	2484 Maple Ave # 305, Scottsdale, AZ, 85237	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-415696	CLM	Judy Burns	1980-12-09	—	2899148205	3367 Maple Ave # 582, Seattle, WA, 98109	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-62010	TPA	Alice Palmer	1968-07-18	—	6022567270	2542 Palm Dr, Minneapolis, MN, 55402	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28471	PRV	Carlos Bryant	1954-09-18	—	2919949150	6753 Hillcrest Rd, Tampa, FL, 33609	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105630	ENR	Benjamin D Richardson	1958-04-17	—	5606446879	6480 Indian School Rd, Dallas, TX, 75277	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-61161	TPA	Joan Webb	2005-09-03	—	3433387023	8859 Ridge Rd, Denver, CO, 80293	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28084	PRV	Marcus N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-58593	TPA	Jennifer Fisher	1993-11-23	—	—	3366 Palm Dr, Jacksonville, FL, 32292	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-428355	CLM	Keith Thompson	1963-12-21	UHC-58395-71	—	6960 Indian School Rd, Jacksonville, FL	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-412903	CLM	Barbara Boyd	1966-09-24	—	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22624	PRV	Martha Soto	1957-12-05	—	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.58	Name re-cased Date of birth reformatted Phone 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

71,257 rows, page 150 of 1,426Previous Next