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-57498	TPA	Madison Taylor	1957-06-12	—	—	4368 Sage Ct, Sacramento, CA, 95847	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56873	TPA	Mason Wong	1991-01-03	—	—	7395 Pine Dr, Fresno, CA, 93714	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52548	TPA	Eric Burns	1991-06-28	—	8097941750	5566 Pine Dr, Tempe, AZ, 85240	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56189	TPA	Fatima Boyd	1985-07-28	—	7457946116	7311 Sage Ct, Fresno, CA, 93791	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53529	TPA	Carolyn W Kelley	1991-02-21	—	—	3821 Market St, Tucson, AZ, 85715	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51114	TPA	Eric J Warren	2007-08-06	—	3673081573	8057 Union St, Nashville, TN, 37280	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63052	TPA	Aisha Cunningham	1948-04-16	—	—	9144 Pine Dr, Tempe, AZ, 85272	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52679	TPA	Phiip Fisher	1953-02-10	—	—	2181 Jefferson Ave, Seattle, WA, 98180	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59039	TPA	Austin A Matthews	1998-04-17	—	7909741513	85 Union St, Tampa, FL, 33615	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54877	TPA	Nancy Davis	1976-04-16	—	7686375785	487 Pine Dr, Minneapolis, MN, 55480	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-50838	TPA	Kyle Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55643	TPA	Eric Phillips	1951-12-09	—	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62776	TPA	Cheryl Weaver	1965-09-19	—	—	5516 Lake View Rd, Miami, FL, 33126	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63855	TPA	Logan Porter	1973-10-07	—	3147183504	1265 Valley View Dr, Mesa, AZ, 85208	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
TPA-50980	TPA	Lucia Espinoza	1971-11-16	—	—	2739 Union St, Columbus, OH, 43207	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57362	TPA	Thomas Black	1962-10-13	—	—	9730 Oak St, Glendale, AZ, 85321	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
TPA-54704	TPA	Amnada Washington	1958-08-18	—	7138030824	1751 Lake View Rd, Jacksonville, FL, 32236	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62387	TPA	Jacob McDonald	1976-03-22	—	7204908175	730 Central Ave, San Antonio, TX, 78242	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63362	TPA	Jacob Dominguez	1995-08-07	—	—	3852 Elm St, Chandler, AZ, 85215	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57530	TPA	Russell Evans	1960-09-28	—	—	996 Oak St, Scottsdale, AZ, 85264	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54576	TPA	Gregory Ellis	1983-09-22	—	—	6057 Union St, Charlotte, NC, 28224	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63522	TPA	Timothy Simmons	1970-01-17	—	—	1641 Washington St, Glendale, AZ, 85362	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63907	TPA	Rebecca W Adams	1965-02-17	—	—	7683 Meadow Ln, Tempe, AZ, 85213	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51993	TPA	Nancy Castro	2005-10-27	—	—	340 Canyon Rd, Tucson, AZ, 85767	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60085	TPA	Ana Bailey	1955-11-03	—	6524679034	9425 Forest Ave, San Diego, CA, 92157	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54379	TPA	Ann Thompson	1985-01-23	—	9413372476	2064 Pine Dr, Tempe, AZ, 85218	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57230	TPA	Rtuh Mills	1958-02-08	—	—	6603 Elm St, Nashville, TN, 37205	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52149	TPA	Keith Baker	1966-03-09	—	—	3446 Indian School Rd, Tampa, FL, 33651	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50539	TPA	Lisa Hawkins	1973-04-02	—	—	910 Pine Dr, San Antonio, TX, 78212	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62751	TPA	Logan Scott	1988-08-15	—	—	9396 Cedar Ln, Nashville, TN, 37243	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58228	TPA	Burce Gray	1997-05-17	—	—	3961 Baseline Rd, Minneapolis, MN, 55410	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58227	TPA	Burce Gray	1997-05-17	—	—	3961 Baseline Rd, Minneapolis, MN, 55410	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60246	TPA	Luis Nunez	1978-02-27	—	—	967 Bayshore Dr, Tampa, FL, 33601	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-59907	TPA	Larry Brwon	1950-04-06	UHC-42189-15	—	9380 Meadow Ln, Miami, FL, 33113	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52973	TPA	Jeffrey Hoffman	1975-03-12	—	—	697 Lincoln Way, Tucson, AZ, 85733	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52633	TPA	Emily Peters	1962-08-09	—	5184678823	2414 Union St, Denver, CO, 80267	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50857	TPA	Catherine Robinson	1945-09-28	—	—	1847 Willow Ct, San Diego, CA, 92174	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60372	TPA	Arjun Howell	1993-05-11	—	—	1436 River Rd, Scottsdale, AZ, 85279	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-61449	TPA	Kathryn Warren	1959-03-12	—	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57416	TPA	Diana Chen	1971-06-13	—	—	3556 Meadow Ln, Eden Prairie, MN, 55313	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60998	TPA	Kevin Wallace	1941-08-01	—	2128780265	1250 Desert Sky Blvd, Houston, TX, 77022	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64389	TPA	Alice Gibson	1966-05-04	—	—	4012 Elm St, Eden Prairie, MN, 55318	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64386	TPA	Ann Lewis	1960-10-11	UHC-05814-43	8159343553	7741 Mesa Dr, Tampa, FL, 33681	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54345	TPA	Martha Tucker	1988-10-14	—	—	7665 Jefferson Ave, San Antonio, TX, 78241	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63799	TPA	Steve Jones	1946-11-19	—	—	472 Ridge Rd, Chandler, AZ, 85219	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56624	TPA	Carlos Estrada	1968-05-07	UHC-54030-96	9023242819	2063 Hillcrest Rd, San Diego, CA, 92165	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-64082	TPA	Christina Ruiz	2005-02-21	—	—	1263 Ocean Ave, Eden Prairie, MN, 55318	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51686	TPA	Raymond S Aguilar	1951-04-03	—	—	1291 Highland Ave, Chandler, AZ, 85250	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57378	TPA	Peter Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ, 85255	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54440	TPA	Andrew Little	1972-07-06	—	—	3646 Sunset Blvd, Tempe, AZ, 85217	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

7,767 rows, page 149 of 156Previous Next