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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21052	PRV	Jessica Berry	1982-06-25	UHC-02004-26	2193622562	8958 Bayshore Dr, Orlando, FL, 32826	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-24563	PRV	Arjun K Chaevz	1979-07-17	—	9826161875	3090 Apache Blvd, Tucson, AZ, 85770	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-22535	PRV	Cynthia Chan	2008-03-08	—	4309762568	7374 Lake View Rd, Charlotte, NC, 28200	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20454	PRV	Lawrence B Tucker	1983-12-11	—	3543047288	1664 Valley View Dr, Plano, TX, 75024	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22798	PRV	Alice Watson	1956-04-02	UHC-88399-93	—	4795 Grand Ave, San Antonio, TX, 78251	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24597	PRV	Lori Roberts	1999-01-04	—	3614702211	9741 Canyon Rd, Houston, TX, 77071	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28029	PRV	Mari P Bryant	1966-11-22	UHC-26238-20	4338030541	756 Cedar Ln, Scottsdale, AZ, 85241	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24983	PRV	Diego Bradley	1938-08-04	—	8483218084	7044 Meadow Ln, Houston, TX, 77074	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28593	PRV	Joseph Riley	1974-11-28	—	—	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23370	PRV	Emily Y Guzman	1938-01-16	—	9572548194	88 Sage Ct, Gilbert, AZ, 85204	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28988	PRV	Angela I Nelson	1947-08-01	—	—	982 Harbor Blvd, Atlanta, GA, 30337	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-20041	PRV	Gloria T Walsh	1941-06-11	—	8487982440	7387 Elm St, Chandler, AZ, 85204	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24504	PRV	Camila Brown	1951-11-17	—	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24595	PRV	Gregory Howard	1941-03-20	—	8202439409	101 Main St, Tucson, AZ, 85777	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26546	PRV	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-26715	PRV	Pamela Hayes	1964-02-25	UHC-52829-16	8894170874	2372 Elm St, San Diego, CA, 92174	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28355	PRV	Janet R Ramos	1989-02-07	—	3083798189	736 Palm Dr, Fresno, CA, 93773	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25755	PRV	Olivia Franklin	2003-08-18	UHC-89046-15	2308304907	2718 Palm Dr, Seattle, WA, 98101	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26908	PRV	Jacqueline Ramirez	1995-07-09	—	—	1601 Washington St, Tempe, AZ, 85247	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26065	PRV	Brenda Adams	1953-06-22	UHC-68921-36	5278476230	9136 Desert Sky Blvd, Orlando, FL, 32846	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27702	PRV	Maggie Valdez	2003-10-16	—	5485360070	1601 Jefferson Ave, San Antonio, TX, 78200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21284	PRV	Cynthia Rojas	1979-06-02	—	9749992783	5677 Mesa Dr, Charlotte, NC, 28264	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27038	PRV	Diana Agiular	2003-11-20	UHC-20499-18	5216155886	2189 Jefferson Ave, Eden Prairie, MN, 55348	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27965	PRV	Samuel Wheeler	1999-12-19	UHC-26647-40	2183959334	889 Cedar Ln, San Antonio, TX, 78201	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20158	PRV	Harold X Carter	1939-02-03	—	—	5029 Lincoln Way, Phoenix, AZ, 85020	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25127	PRV	Dorothy U Diaz	1979-02-20	—	—	8960 Willow Ct, Austin, TX, 78767	0.78	Name re-cased Street suffix standardised Address re-cased 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-22330	PRV	Judith Gardner	1996-07-24	UHC-21987-43	7439028198	9762 Main St, Phoenix, AZ, 85077	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22496	PRV	Sean V Sanders	2004-02-05	UHC-48053-23	7125336877	3327 Grand Ave, Scottsdale, AZ, 85264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29317	PRV	Lauren Jackson	2004-04-04	—	8903456751	7895 Harbor Blvd, Houston, TX, 77066	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-27627	PRV	Samantha Murphy	1977-09-03	UHC-20022-73	7003472354	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+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-27115	PRV	Joshua N Vasquez	1966-07-05	UHC-78452-70	6376371994	9356 Park Pl, Atlanta, GA, 30380	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22683	PRV	Zachary O Nichols	1973-09-11	UHC-39053-23	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.78	Street suffix standardised Address re-cased Email lower-cased 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-25744	PRV	Valentina King	2007-06-23	—	8446694586	5606 Grand Ave, Columbus, OH, 43291	0.78	Date of birth reformatted Street suffix standardised Address re-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-25260	PRV	Grace S Romero	1978-08-24	—	6328209186	6656 Lincoln Way, Nashville, TN, 37237	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28476	PRV	Sandra Stewart	1955-07-25	UHC-38871-63	8257557553	7198 Harbor Blvd, Seattle, WA, 98140	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-28620	PRV	Michelle Lyynch	1944-05-17	—	8346145726	7066 Central Ave, Jacksonville, FL, 32227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22547	PRV	Arthur K Lucas	1982-09-11	—	—	2547 Ocean Ave, Nashville, TN, 37228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-29021	PRV	Ana E King	1983-04-14	UHC-25436-16	3803949632	5915 Park Pl, Orlando, FL, 32850	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-27327	PRV	Alice V Butler	1984-01-25	UHC-00725-73	8553256161	7764 Main St, Austin, TX, 78749	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-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-29468	PRV	Jeff J Edwards	1993-02-09	—	9718937258	4979 Bayshore Dr, Plano, TX, 75032	0.78	Phone reformatted 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

5,405 rows, page 91 of 109Previous Next