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

Third-party administrator, 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
TPA-53703	TPA	Patricia Q Banks	2007-05-19	—	5594210595	4827 Willow Ct, San Antonio, TX, 78218	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55796	TPA	Matthew Rios	1960-04-19	—	—	96 Baseline Rd, Phoenix, AZ, 85052	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54629	TPA	Marilyn Patterson	1997-01-05	—	5688744256	9305 Meadow Ln, Orlando, FL, 32888	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51694	TPA	Gregory Morris	1940-02-01	—	—	4387 Washington St, Chandler, AZ, 85216	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-55895	TPA	Lauern H Shaw	1997-08-15	—	6014169084	2823 Spring St, Los Angeles, CA, 90095	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51253	TPA	Diana W Fisher	1945-03-17	—	2785830053	6134 Canyon Rd, Charlotte, NC, 28296	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60377	TPA	Cynthia Little	1978-08-01	—	—	5859 Camelback Rd, Glendale, AZ, 85335	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58142	TPA	Sara C Sanders	1984-10-03	—	—	1296 Jefferson Ave, Gilbert, AZ, 85249	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50321	TPA	Matthew Johnston	1986-08-07	—	—	5468 Market St, Columbus, OH, 43268	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54924	TPA	Nancy Wheeler	1992-07-20	—	2838643586	3917 Forest Ave, Miami, FL, 33171	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51110	TPA	Laarry Vasquez	2003-04-24	—	—	5326 Lincoln Way, Jacksonville, FL, 32248	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51549	TPA	Arjn Dunn	1987-02-05	—	9872607355	3720 Indian School Rd, Miami, FL, 33165	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61971	TPA	Kyle Taylor	1943-03-04	—	—	8402 Grand Ave, Eden Prairie, MN, 55389	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
TPA-56205	TPA	Isabella Watkins	1967-06-02	—	—	1407 Ocean Ave, Mesa, AZ, 85223	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60832	TPA	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr, Austin, TX, 78768	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63853	TPA	Nancy Henderson	1987-10-03	—	—	6909 Harbor Blvd, Orlando, FL, 32839	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61785	TPA	Kelly Mason	1950-04-08	—	6127365124	527 Jefferson Ave, Eden Prairie, MN, 55374	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-64394	TPA	Jeremy Gardner	2007-05-17	—	—	7452 Baseline Rd, Eden Prairie, MN, 55347	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51734	TPA	Albert Sanders	1943-07-28	UHC-97542-95	—	313 Canyon Rd, Las Vegas, NV, 89106	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50484	TPA	Anthony Rose	1996-09-22	—	—	7414 Desert Sky Blvd, Scottsdale, AZ, 85229	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58460	TPA	Michelle Mason	1990-12-28	—	9224131844	4639 Forest Ave, Seattle, WA, 98194	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64241	TPA	Lisa Nelson	1971-08-13	—	4947561674	4376 Mesa Dr, Scottsdale, AZ, 85289	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62923	TPA	John Moore	1996-04-11	—	4072061847	3523 Market St, Sacramento, CA, 95863	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61278	TPA	Janet Tucker	1972-06-26	—	—	4988 Indian School Rd, Minneapolis, MN, 55460	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53216	TPA	Patricia Sullivan	1960-08-06	—	—	7284 Grand Ave, Plano, TX, 75022	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61363	TPA	James Li	2003-12-03	—	—	823 Bayshore Dr, Houston, TX, 77063	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56185	TPA	Glroia Sanchez	1977-08-26	—	—	3874 Church St, Columbus, OH, 43288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58636	TPA	Peter Franklin	1976-07-04	—	8386645999	7052 Camelback Rd, Tempe, AZ, 85225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56411	TPA	Maria Flores	1998-02-23	UHC-15319-51	—	7307 Oak St, Tempe, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58746	TPA	Santiago Obrien	1991-08-09	—	—	9425 Maple Ave, Scottsdale, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61344	TPA	Betty Willis	1958-07-17	UHC-87716-71	—	2735 Cedar Ln, Houston, TX, 77086	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59501	TPA	Sara G Howard	1967-04-09	UHC-97726-24	—	4495 Union St, San Antonio, TX, 78244	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50276	TPA	Gary Gutierrez	1992-12-06	—	3813418968	2995 Market St, Eden Prairie, MN, 55325	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50277	TPA	Gary Gutierrez	1992-12-06	—	3813418968	2995 Market St, Eden Prairie, MN, 55325	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56971	TPA	Virginia Bennett	2007-07-09	—	—	3368 Lincoln Way, San Antonio, TX, 78246	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57516	TPA	Angela Chapman	1946-03-12	—	—	8366 Bayshore Dr, Denver, CO, 80247	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57603	TPA	Lisa S Gardner	1972-02-21	UHC-73897-42	—	4855 Sunset Blvd, Las Vegas, NV, 89139	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62565	TPA	Cheryl Armstrong	1967-04-06	—	7249073323	1762 Lake View Rd, San Diego, CA, 92136	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61164	TPA	Eric Perry	1951-06-01	—	—	9175 Elm St, Dallas, TX, 75208	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61560	TPA	Donald Kennedy	2005-08-27	—	5268756149	2438 Grand Ave, Austin, TX, 78758	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50419	TPA	Carl W Sandoval	1998-04-01	—	—	1075 Elm St, Plano, TX, 75032	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57460	TPA	Emma Tucker	1964-05-09	—	—	8985 Hillcrest Rd, Fresno, CA, 93774	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55556	TPA	Rebecca Andrews	1990-08-03	—	—	4917 Jefferson Ave, Dallas, TX, 75232	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50455	TPA	Ralph Vargas	1969-06-27	—	—	5769 Cedar Ln, Tempe, AZ, 85279	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59958	TPA	Ed Duncan	1961-06-25	—	8545193167	619 Market St, Denver, CO, 80280	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58201	TPA	Charles Y Armstrong	1998-09-13	—	—	5832 Grand Ave, Seattle, WA, 98104	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62408	TPA	Kellly Morris	1961-04-11	—	4357118910	5956 Willow Ct, Plano, TX, 75058	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60526	TPA	Albert Garrett	1983-08-01	—	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN, 55380	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58262	TPA	Samuel Oliver	1968-03-01	—	5809294918	3743 Church St, Houston, TX, 77089	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59846	TPA	Joan Simmons	1939-09-06	—	9028903731	896 Bayshore Dr, Tempe, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

7,767 rows, page 97 of 156Previous Next