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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24123	PRV	Daniel G Bennett	2008-08-12	UHC-66829-88	3279523910	9592 Market St, Glendale, AZ, 85308	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20224	PRV	Patrick Robinson	1977-04-11	—	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28889	PRV	Charles Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL, 33187	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-28395	PRV	Brittany Fuller	1965-12-07	UHC-81567-13	5543874972	799 Elm St, Las Vegas, NV, 89109	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22947	PRV	Luis Hall	1973-09-26	UHC-09047-55	7395664678	136 Ocean Ave, Columbus, OH, 43201	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22590	PRV	Sullivan E Michelle	1950-10-26	—	6344746191	2442 Market St, Dallas, TX, 75255	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29562	PRV	Mary McCoy	2002-02-19	UHC-45825-03	7553936940	52 Harbor Blvd, Phoenix, AZ, 85079	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26237	PRV	Sarah C Murphy	1964-06-03	—	5473549016	7273 Palm Dr, Scottsdale, AZ, 85237	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26779	PRV	Barbara Collins	2004-05-17	—	9139945612	647 Market St, Minneapolis, MN, 55468	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20808	PRV	Ruth E Wells	2003-12-08	UHC-16007-69	8227708183	7402 Sage Ct, Tempe, AZ, 85264	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-28083	PRV	Saniago Willis	2005-07-22	—	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23008	PRV	Elijah Washington	1979-09-07	UHC-16414-38	9886230862	959 Mesa Dr, Austin, TX, 78748	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25422	PRV	Laura Chavez	2006-02-02	—	—	1179 Lake View Rd, Denver, CO, 80251	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20633	PRV	Luis R Freeman	1981-07-01	—	4378136234	147 Central Ave, Tucson, AZ, 85797	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25301	PRV	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26902	PRV	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28875	PRV	Laura Warren	2001-07-17	UHC-80409-15	2382379361	3061 Cedar Ln, Chandler, AZ, 85214	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26090	PRV	Patricia Maldonado	1988-01-25	UHC-13370-92	5303491512	599 Apache Blvd, Fresno, CA, 93760	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25790	PRV	Justin Murphy	1952-10-21	UHC-52723-74	3747576957	3207 Union St, Tucson, AZ, 85764	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21134	PRV	Steven Guzman	2001-11-20	UHC-15163-18	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27446	PRV	Patrick Collins	1974-11-27	—	7308391245	1406 Maple Ave, Jacksonville, FL, 32222	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22081	PRV	Charlotte Coleman	1994-05-05	—	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26942	PRV	Harold Franklin	1980-02-23	UHC-93681-23	8705539675	8586 Sage Ct, Scottsdale, AZ, 85291	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22995	PRV	Kathy S Simmons	1985-07-17	UHC-12054-24	3328713836	1289 Main St, Scottsdale, AZ, 85260	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29085	PRV	Kayla Hofffman	1944-05-06	—	5343459050	8332 Camelback Rd, Houston, TX, 77010	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22952	PRV	Nancy Lynch	1970-02-10	UHC-62977-75	8325056289	1365 Spring St, Denver, CO, 80289	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22951	PRV	Nancy Lynch	1970-02-10	UHC-62977-75	8325056289	1365 Spring St, Denver, CO, 80289	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26083	PRV	Samantha G Fowler	1947-10-17	—	9442115222	5051 Mountain View Dr, Gilbert, AZ, 85228	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24434	PRV	Teresa Harrison	2007-01-27	—	—	1781 Harbor Blvd, San Antonio, TX, 78294	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20663	PRV	Hiroshi D Baker	1984-01-19	UHC-28647-99	4398996615	6310 Indian School Rd, Glendale, AZ, 85357	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20662	PRV	Hiroshi D Baker	1984-01-19	UHC-28647-99	4398996615	6310 Indian School Rd, Glendale, AZ, 85357	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29129	PRV	Susan Contreras	1963-04-01	UHC-06057-20	5623228934	7437 Sage Ct, Columbus, OH, 43295	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20343	PRV	James Bryant	2000-12-16	—	—	8331 Mesa Dr, Glendale, AZ, 85377	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29405	PRV	Denise Morales	1952-09-16	UHC-22051-95	—	6636 Meadow Ln, Charlotte, NC, 28220	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23266	PRV	Alexander Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln, Glendale, AZ, 85333	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21251	PRV	Joyce D Ramos	1952-01-06	—	5677609145	471 Spring St, Las Vegas, NV, 89109	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27578	PRV	Yuki U Perez	1986-01-19	—	6265875624	5798 Elm St, Sacramento, CA, 95846	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-24815	PRV	Lias Mills	1942-08-12	—	6846097269	4582 Pine Dr, Las Vegas, NV, 89107	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21029	PRV	Christian Perez	1978-01-11	UHC-47113-40	—	9660 Grand Ave Apt 35, Tempe, AZ, 85211	0.74	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
PRV-28830	PRV	Diane Carter	1974-06-22	—	3799179824	663 Main St, San Diego, CA, 92173	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27539	PRV	Omar Valdaz	1961-04-21	—	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20829	PRV	Ben Greene	1994-06-08	—	5836925529	1364 Oak St, Dallas, TX, 75286	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26617	PRV	Abigail Soto	1953-03-27	UHC-46807-97	6174447910	3268 Lake View Rd, Mesa, AZ, 85252	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24371	PRV	Wayne N Aguilar	1998-01-22	UHC-31468-14	3359284877	8546 Hillcrest Rd, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27374	PRV	Judy Espinoza	1940-07-03	—	6108541427	4889 Cedar Ln, Los Angeles, CA, 90056	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22736	PRV	Scott Jacobs	1954-07-22	UHC-89192-22	3704954147	9709 Grand Ave, Tampa, FL, 33658	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24571	PRV	Kevin Austin	1961-08-28	UHC-21846-45	4956428308	5743 Union St, Scottsdale, AZ, 85270	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27717	PRV	Kevin L Tucker	1951-06-09	UHC-01358-75	3235213877	1128 Harbor Blvd, Columbus, OH, 43242	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27716	PRV	Kevin L Tucker	1951-06-09	UHC-01358-75	3235213877	1128 Harbor Blvd, Columbus, OH, 43242	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20202	PRV	Ashley Brown	1940-06-24	—	6696799132	1274 Ridge Rd, Nashville, TN, 37257	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

3,816 rows, page 28 of 77Previous Next