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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54462	TPA	Sandra Tucker	1962-06-06	—	—	4843 Grand Ave, San Diego, CA, 92176	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53925	TPA	Joyce Watkins	1994-02-16	—	—	8082 Apache Blvd, Houston, TX, 77092	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53644	TPA	Mark Crawford	2007-09-21	UHC-01977-37	7692321087	2051 Grand Ave, Las Vegas, NV, 89118	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57306	TPA	Noah Turner	1949-03-28	—	—	441 Palm Dr, Chandler, AZ, 85287	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52238	TPA	Karen Salazar	1977-11-07	UHC-08069-23	4399319682	5885 Jefferson Ave, Columbus, OH, 43217	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-50499	TPA	Wayne B Dunn	1945-09-03	—	—	3943 Grand Ave, Tampa, FL, 33628	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-51531	TPA	Gary Richardson	1954-08-03	—	—	5154 Mountain View Dr, Eden Prairie, MN, 55336	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57579	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-52651	TPA	Albert Maldonado	1950-08-11	—	2213895260	3570 Main St, Scottsdale, AZ, 85290	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52807	TPA	Billy Bennett	1953-01-25	—	—	1043 Sage Ct, Seattle, WA, 98127	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52429	TPA	Bruce Ramos	1984-03-06	—	—	6296 Main St, Glendale, AZ, 85347	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-57847	TPA	Albeert Hunt	2002-08-01	—	—	5402 Park Pl, Eden Prairie, MN, 55324	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62517	TPA	Scott Medina	1938-03-06	—	—	637 Spring St, Orlando, FL, 32855	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51237	TPA	Maria A Palmer	1989-09-08	UHC-46148-48	—	7366 Palm Dr, Scottsdale, AZ, 85274	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64007	TPA	William Vargas	1981-12-28	—	—	24 Forest Ave, Gilbert, AZ, 85207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63468	TPA	Evelyn Hudson	1989-06-07	UHC-95299-09	—	1021 Grand Ave, Plano, TX, 75034	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-57485	TPA	Sara Burton	1941-10-24	—	4926145177	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58108	TPA	Brittany Feguson	1960-11-14	—	—	8443 Valley View Dr, Fresno, CA, 93729	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51334	TPA	Nicholas Carter	1938-12-23	—	—	8213 Apache Blvd, Orlando, FL, 32843	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-50055	TPA	Philip Santos	1947-01-20	UHC-90436-31	—	5673 Broadway, Austin, TX, 78761	0.78	Date of birth reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58110	TPA	Lucia Dixon	1993-11-24	—	—	7092 Highland Ave, Dallas, TX, 75291	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50877	TPA	Brian K Wong	1946-09-25	—	—	2639 Canyon Rd, Plano, TX, 75033	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51793	TPA	Camila D Alvarado	1977-07-19	—	—	2575 Park Pl, Charlotte, NC, 28201	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60996	TPA	Wei Cruz	1943-11-23	UHC-51966-63	8042896007	9317 Indian School Rd, Plano, TX, 75014	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62777	TPA	Cheryl Weaver	1965-09-19	—	—	5516 Lake View Rd, Miami, FL, 33126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61672	TPA	Philip Gilbert	1978-05-09	—	—	69 Meadow Ln, Jacksonville, FL, 32203	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53427	TPA	Ben Webb	1967-03-24	UHC-91181-73	4184709271	9584 Hillcrest Rd, San Diego, CA, 92173	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-58388	TPA	Hiroshi Espinoza	1997-12-09	—	9258495433	2482 Mesa Dr # 998, Tempe, AZ, 85226	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-53542	TPA	Kimberly Maldonado	1991-02-08	—	—	8564 Washington St, Columbus, OH, 43255	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62152	TPA	Brian Matthews	1964-09-19	—	—	6673 Meadow Ln, Miami, FL, 33132	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64346	TPA	Jnaet Hernandez	1974-05-06	—	—	37 Oak St, Orlando, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-61221	TPA	Dennis Daniels	1972-02-10	UHC-93018-85	—	3114 Elm St, Houston, TX, 77041	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63469	TPA	Evelyn Hudson	1989-06-07	—	—	1021 Grand Ave, Plano, TX, 75034	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55938	TPA	Jennifer Auilar	1938-06-12	—	—	1514 Harbor Blvd, Gilbert, AZ, 85210	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-60690	TPA	Beverly Butler	1993-10-06	UHC-36916-85	3688040538	8572 Ocean Ave, Houston, TX, 77078	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63822	TPA	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50185	TPA	Ashley Thomas	1966-01-12	—	3126167284	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-55030	TPA	Olivia Andrews	1939-10-13	—	—	1729 Union St, Charlotte, NC, 28261	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52374	TPA	Joshua Hill	1990-06-01	UHC-62851-11	2524879032	1228 Central Ave, Seattle, WA, 98125	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58384	TPA	Kevin Wheeler	1946-04-21	—	—	6231 Broadway, Plano, TX, 75022	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased City re-cased+1 more
TPA-58869	TPA	Olivia Turner	1974-09-17	—	—	1202 Pine Dr, Tucson, AZ, 85746	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52775	TPA	Nicole Roodriguez	2008-05-07	—	9859842278	9401 Ocean Ave, Tempe, AZ, 85221	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63337	TPA	Janice Marshall	1985-05-08	UHC-01618-80	5874308972	8752 Spring St, Mesa, AZ, 85276	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61272	TPA	Sarah Wung	1948-03-17	UHC-18126-07	—	8431 Desert Sky Blvd, Houston, TX, 77032	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56794	TPA	Gabriel N Davis	1980-10-28	—	—	7481 Church St, Tampa, FL, 33684	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56405	TPA	Mateo Perez	2003-01-14	—	—	2630 Maple Ave, Tampa, FL, 33636	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58296	TPA	Brittany Lucas	1951-04-16	—	—	495 Washington St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59426	TPA	Peter Ferguson	1948-03-25	—	—	1560 Central Ave, Houston, TX, 77066	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52606	TPA	Pamela Jones	1975-12-10	—	—	2254 Spring St, Fresno, CA, 93792	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52854	TPA	Carlos Santiago	1977-10-23	—	5372772702	2768 Ocean Ave, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

4,728 rows, page 48 of 95Previous Next