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-24088	PRV	Michael Lucas	1965-08-11	—	8585732125	1524 Highland Ave # 175, Eden Prairie, MN, 55329	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-29466	PRV	Jeremy Murphy	1938-01-10	UHC-74188-97	—	2694 Ocean Ave, Miami, FL, 33148	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21648	PRV	Christopher F Payne	2000-05-20	UHC-95023-02	6947650155	6425 Desert Sky Blvd, Miami, FL, 33151	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25270	PRV	Ahmed Y Davis	2007-08-17	—	6013043745	1495 Union St # 517, Tucson, AZ, 85700	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
PRV-20026	PRV	Amber Wells	1979-06-25	—	2665950799	4421 Ocean Ave, Tampa, FL, 33680	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24467	PRV	Daniel Hunter	1990-12-19	—	—	3802 Mesa Dr, Nashville, TN, 37296	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24446	PRV	Jacob Bnaks	1988-07-10	—	—	5849 Cedar Ln, Mesa, AZ, 85267	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-23425	PRV	Anna Phillips	1969-09-13	UHC-63056-45	5015512182	7473 Camelback Rd # 928, Austin, TX, 78794	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-26349	PRV	Megan Medina	1944-10-12	—	3529675550	3116 Hillcrest Rd, Jacksonville, FL, 32245	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23775	PRV	Juudy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25698	PRV	Angela Gilbert	1953-10-11	UHC-84008-87	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
PRV-21665	PRV	Dan Herrera	1975-02-05	—	—	1962 Church St, Plano, TX, 75096	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24899	PRV	Martha Flores	1956-10-16	UHC-46994-53	7377016721	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-24898	PRV	Martha Flores	1956-10-16	UHC-46994-53	7377016721	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-26825	PRV	Raymond Collins	1971-03-26	UHC-04176-72	—	6254 Forest Ave, Seattle, WA, 98140	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20027	PRV	Fatima A Lynch	2000-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-25620	PRV	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-25216	PRV	Theresa Mejia	1950-03-10	—	5379148304	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27244	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
PRV-23112	PRV	Sharon O Gibson	1980-08-13	—	5545494790	2123 Jefferson Ave, Jacksonville, FL, 32237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26230	PRV	Thomas Wang	1959-12-08	UHC-80935-49	8855269941	2879 Hillcrest Rd, San Antonio, TX, 78296	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21715	PRV	Logan Ryan	1969-09-04	—	7106752319	4749 Forest Ave, Tampa, FL, 33657	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23685	PRV	Tucker E Henry	1952-11-16	—	7985451731	242 Washington St, Nashville, TN, 37277	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26526	PRV	Raymond Wong	1994-04-14	—	8573971127	6869 Union St, Los Angeles, CA, 90038	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26201	PRV	Daniel Jimenez	1956-02-18	—	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-29101	PRV	Dennis Lynch	1973-01-03	—	3454814972	6422 Lincoln Way, Houston, TX, 77030	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-27497	PRV	Kayla Turner	2001-02-19	—	3098253639	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23325	PRV	Joseph P Walsh	1946-09-24	UHC-88359-68	3565000394	6650 Indian School Rd, San Diego, CA, 92172	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21951	PRV	Andrea Foster	2002-05-24	UHC-45296-24	—	3205 Union St, Tucson, AZ, 85789	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-21751	PRV	Tyler Masoon	1971-03-26	UHC-20831-74	5576974499	1085 Meadow Ln, Atlanta, GA, 30305	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21425	PRV	Gabriel Owens	1992-12-11	—	3666654353	5073 Desert Sky Blvd, Houston, TX, 77041	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-22819	PRV	Donald E Fox	1994-09-09	UHC-76516-01	—	3402 Pine Dr, Tampa, FL, 33694	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28298	PRV	Marcus Q Harvey	1952-12-13	—	—	2799 Bayshore Dr, Charlotte, NC, 28212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28791	PRV	Jacob X Snyder	1959-08-04	—	5203400319	3879 Lake View Rd, Charlotte, NC, 28276	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-25678	PRV	Samuel Salazar	1980-09-13	—	—	8284 Harbor Blvd, Sacramento, CA, 95851	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25116	PRV	Elijah Smith	1982-08-13	UHC-57936-14	9618841968	518 Desert Sky Blvd, Seattle, WA, 98134	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22136	PRV	Gloria Rogers	1984-03-18	UHC-45329-47	—	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25841	PRV	Olivia Arnold	1940-05-23	—	8006046003	824 Forest Ave, Plano, TX, 75049	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26060	PRV	Mason Sanchez	1953-01-04	—	—	1884 Forest Ave, San Antonio, TX, 78278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20928	PRV	Linda Spencer	1966-09-16	—	3328480395	6260 Ridge Rd, Tucson, AZ, 85787	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27066	PRV	Chris Phillips	2005-12-25	UHC-57380-52	—	5907 Ridge Rd, Phoenix, AZ, 85060	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20269	PRV	Scott Alexander	1938-02-10	UHC-45983-33	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-21517	PRV	Katherine Soto	1956-09-18	—	—	1461 Ridge Rd, Mesa, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21981	PRV	Gloria Stone	1965-04-03	—	4863376974	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28844	PRV	Janet W Ford	1969-10-09	—	7717112234	3521 River Rd, San Antonio, TX, 78213	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Whitespace trimmed+1 more
PRV-25446	PRV	Arthur Hunt	1941-03-03	—	—	6255 Valley View Dr, Columbus, OH, 43246	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28892	PRV	Elizabeth Pena	1972-08-11	—	5644732575	8280 Apache Blvd, Houston, TX, 77028	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29566	PRV	Denise Rogers	1996-05-21	UHC-63267-36	3935128684	6840 Ocean Ave, San Diego, CA, 92153	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22050	PRV	Laura Burke	1972-11-18	UHC-40110-94	—	5085 Market St, Seattle, WA, 98185	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-22647	PRV	Gary Richards	1994-12-26	—	—	720 Union St, Mesa, AZ, 85208	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

3,816 rows, page 49 of 77Previous Next