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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21586	PRV	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	4815 Sage Ct, San Antonio, TX, 78201	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24300	PRV	Sue Carr	2005-06-19	UHC-11023-15	4392075440	5207 Pine Dr, Las Vegas, NV, 89177	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24106	PRV	Danielle Andrews	1952-11-02	—	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-27403	PRV	Grace Dixon	1983-09-19	UHC-62535-51	8104551642	5204 Palm Dr, Miami, FL, 33134	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
PRV-23581	PRV	Mateo P Obrien	1969-03-09	UHC-64674-51	—	9873 Pine Dr, Fresno, CA, 93740	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28902	PRV	Christina N Evans	1944-12-04	UHC-35274-45	—	6102 Camelback Rd, Jacksonville, FL, 32212	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25120	PRV	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29049	PRV	Patricia P King	1967-06-23	—	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23097	PRV	Olson B Keith	2006-03-05	—	9494048924	500 Highland Ave Apt 22, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-20547	PRV	Betty Peters	1940-12-28	—	9106580553	7521 Camelback Rd, Sacramento, CA, 95881	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25604	PRV	Roy Martinez	1954-12-03	UHC-35367-39	5233003240	985 Union St, Glendale, AZ, 85377	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22764	PRV	Jessica Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-27197	PRV	Angela F Wells	1985-07-25	—	3067956585	2563 Pine Dr, Fresno, CA, 93715	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25267	PRV	Jose Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26041	PRV	Donna Greene	1989-01-17	—	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28234	PRV	Cheryl Richards	1997-05-27	UHC-37478-59	4355715397	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25157	PRV	Natalie Miller	1995-01-18	UHC-17934-72	8182611742	9031 Apache Blvd, Scottsdale, AZ, 85210	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27085	PRV	Anna Wagner	1969-02-07	—	3694535865	2838 Main St, Chandler, AZ, 85251	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28480	PRV	Danielle Diaaz	1947-03-24	UHC-42957-15	6557210908	2992 Jefferson Ave, Miami, FL, 33121	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-26411	PRV	Ntaalie Ward	1959-04-17	UHC-22202-45	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23561	PRV	Keith McDonald	1941-01-01	UHC-82124-06	4165913789	1076 Apache Blvd, Sacramento, CA, 95814	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-27860	PRV	Sandra Ward	1996-05-25	—	6085460242	7221 Park Pl, Gilbert, AZ, 85275	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26586	PRV	Shirley Powel	1968-11-08	—	6714997328	7652 Ocean Ave, Seattle, WA, 98160	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21126	PRV	Virginia B Singh	1957-04-27	—	7104572779	1609 Valley View Dr, Charlotte, NC, 28268	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28439	PRV	Joyce Johnson	1994-08-04	UHC-57438-80	—	1785 Ridge Rd, Scottsdale, AZ, 85209	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29307	PRV	David Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV, 89153	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22024	PRV	Steve Meyer	1999-09-17	—	7189393961	226 Indian School Rd, Tucson, AZ, 85773	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21162	PRV	Fatima Elliott	1950-11-05	—	—	5297 Indian School Rd, San Diego, CA, 92115	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23156	PRV	Noah Sctot	1995-03-20	—	7635846302	8854 Mountain View Dr, San Diego, CA, 92129	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26361	PRV	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24696	PRV	Tyler X Snyder	1964-08-19	UHC-00613-40	7393587845	6743 Lake View Rd, Eden Prairie, MN, 55316	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23624	PRV	Brandon White	2000-04-11	UHC-94755-46	—	1696 Apache Blvd, Las Vegas, NV, 89171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23991	PRV	Alice X Baker	1952-04-16	UHC-01066-48	7382400525	2666 Church St, Gilbert, AZ	0.78	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
PRV-22978	PRV	Rebecac G Elliott	1951-07-04	—	—	1001 Lincoln Way, Columbus, OH, 43213	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-22370	PRV	Ana Ortega	1951-06-23	UHC-19282-90	7299707135	2539 Palm Dr, Scottsdale, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27856	PRV	Jordan Weaver	1947-11-19	UHC-41990-34	5623143035	4916 Sunset Blvd, Phoenix, AZ, 85065	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28489	PRV	Aisha W Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23739	PRV	Dorothy Bishop	1975-12-12	—	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25921	PRV	Emma X Meyer	1950-04-22	UHC-01738-01	6689947215	4057 Main St, Tampa, FL, 33669	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21487	PRV	Carl Davis	1987-07-12	UHC-93283-17	5098810468	4425 Union St, Scottsdale, AZ, 85254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23529	PRV	Denise Estrada	1979-12-20	—	—	9543 Highland Ave, Columbus, OH, 43252	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-23809	PRV	Ronald Daniels	1943-03-18	UHC-95529-06	6304574545	2498 Oak St, Plano, TX, 75033	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25320	PRV	Janice Greene	1986-08-15	UHC-32981-06	—	3408 Spring St, Sacramento, CA, 95829	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27154	PRV	Katherine Cox	2008-07-13	—	4399238866	4094 Washington St, Denver, CO, 80226	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28286	PRV	Jason R Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL, 33699	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21830	PRV	Andrea Sanchez	1951-01-03	UHC-98290-98	3128975630	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23697	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21815	PRV	Jessica Mendez	1958-11-24	UHC-94335-21	2742227518	1455 Meadow Ln, Phoenix, AZ, 85016	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27436	PRV	Diane S Moore	1940-11-02	UHC-33475-05	4906470638	3407 Desert Sky Blvd, Chandler, AZ, 85296	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24547	PRV	Carolyn Jordan	1952-10-12	—	9293703365	3878 Market St, Charlotte, NC	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more

5,467 rows, page 64 of 110Previous Next