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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55660	TPA	Robert Hall	1946-03-22	UHC-74797-86	—	1833 Oak St, Sacramento, CA, 95893	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55608	TPA	Jerry E Porter	1980-01-22	—	—	8480 Forest Ave, Tempe, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62765	TPA	Jean Johsnon	1947-06-09	—	—	6754 Canyon Rd, Nashville, TN, 37277	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55372	TPA	Stephanie Ruiz	—	—	—	1752 Main St, Eden Prairie, MN, 55329	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-60240	TPA	Denise Young	1969-11-18	—	—	2167 Desert Sky Blvd, Tempe, AZ	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
TPA-62830	TPA	Sharon Ruiz	1996-02-26	—	6668856260	2788 Washington St, Tampa, FL, 33609	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55592	TPA	Russell Burke	1959-01-18	—	—	6780 Mountain View Dr, Los Angeles, CA, 90080	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50876	TPA	Martha M Dean	1989-02-17	—	—	5105 Spring St, Tempe, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-59555	TPA	Grace Bishop	1983-12-15	—	—	3120 Cedar Ln, Minneapolis, MN, 55450	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57585	TPA	Mak Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61401	TPA	Raymond Carlson	—	UHC-95664-26	—	9151 Church St, Houston, TX, 77059	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-55376	TPA	Thomas Boyd	1996-11-05	—	8104388722	204 Indian School Rd, Glendale, AZ, 85368	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55896	TPA	Lori Singh	1973-06-04	—	—	2288 Canyon Rd, Denver, CO, 80250	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61037	TPA	Mark Johnson	1989-09-14	—	—	3957 Willow Ct, Scottsdale, AZ, 85265	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58244	TPA	Maia B Gonzales	—	—	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.52	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-50457	TPA	Beverly Dominguez	1963-06-01	—	9233500104	2507 Cedar Ln, San Diego, CA	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61502	TPA	Carl Gibson	2005-10-02	—	—	8206 Willow Ct, Dallas, TX, 75218	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56736	TPA	Bobby J Daniels	1959-10-15	UHC-88164-37	8419843081	2303 Desert Sky Blvd, Chandler, AZ, 85256	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-51512	TPA	Samuel Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51185	TPA	Maria Kim	1998-12-22	—	—	322 Mountain View Dr, Columbus, OH, 43202	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54378	TPA	Roy Carlson	1981-10-05	—	—	1263 Harbor Blvd, Gilbert, AZ, 85277	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52084	TPA	Helen Cruz	1988-11-02	—	—	756 Central Ave, Orlando, FL, 32889	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57906	TPA	Emily Luna	1939-09-28	—	8089212340	4489 Market St Apt 36, Denver, CO, 80299	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50554	TPA	Joe Reid	1960-07-03	—	—	8020 Sunset Blvd Apt 22, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-56544	TPA	Sara Jimenez	1986-08-07	—	—	7674 Spring St, Nashville, TN, 37252	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54980	TPA	Dylan Deaan	1940-04-18	—	3722813844	3307 Apache Blvd, Atlanta, GA	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56509	TPA	Jacob K Carr	1995-12-25	—	—	473 Grand Ave Apt 3, San Antonio, TX, 78203	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60629	TPA	Sofia Walker	1997-10-01	—	—	3784 Oak St, Mesa, AZ, 85277	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57599	TPA	Jeck Campbell	1968-03-16	UHC-15180-41	—	1440 Grand Ave, Las Vegas, NV, 89133	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62013	TPA	Isabella H Shaw	—	—	—	9248 Park Pl, Las Vegas, NV, 89139	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59257	TPA	Jordan Murphy	1986-12-16	—	—	621 Indian School Rd, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61796	TPA	Mills Sophia	1991-10-20	—	—	1708 Union St, Los Angeles, CA, 90085	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63043	TPA	—Junk	1975-03-16	—	—	4120 River Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+2 more
TPA-55394	TPA	Kathleen Hill	1999-03-18	—	—	8010 Oak St, Fresno, CA, 93746	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58762	TPA	Julie Maldonado	—	UHC-32095-94	3676613460	2499 Cedar Ln # 572, Tampa, FL, 33655	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60761	TPA	Roy Gilbert	1957-01-25	—	—	5220 Market St, San Antonio, TX, 78221	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59061	TPA	Aisha Nichols	1996-07-14	—	—	9422 Baseline Rd, Orlando, FL, 32826	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51249	TPA	Grace V Salazar	1946-06-19	—	6559964275	6117 Mountain View Dr, Glendale, AZ, 85394	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50829	TPA	Cloe Stephanie	1997-09-22	—	—	4353 Ocean Ave # 180, Houston, TX, 77031	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57264	TPA	Janet X Henderson	1976-07-16	—	9843086993	7039 Mountain View Dr Apt 28, Houston, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52057	TPA	Ronald Broooks	1990-04-28	—	—	7486 Union St, Glendale, AZ, 85382	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52306	TPA	Dylan Hill	1962-01-21	UHC-19089-37	—	5307 Valley View Dr, Charlotte, NC, 28251	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55780	TPA	Diana Dixon	1963-04-18	—	5818824163	5701 Union St, Nashville, TN	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64272	TPA	Benjamin Walker	1995-12-12	—	—	4431 Union St Apt 10, Jacksonville, FL	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56319	TPA	Elijah Stone	1944-04-03	—	—	250 Washington St # 471, Tempe, AZ, 85206	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52465	TPA	Sandra Smith	1977-06-05	—	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51983	TPA	Timothy Tran	1958-04-25	—	4657645355	5906 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56322	TPA	Heather Nelson	1950-11-11	—	3584197871	7856 Jefferson Ave, Houston, TX, 77033	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54497	TPA	Mark F Owens	1946-08-06	—	—	6488 Cedar Ln, Fresno, CA, 93780	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50028	TPA	Fatima Lynnch	2001-08-22	—	—	7675 Harbor Blvd, Columbus, OH, 43200	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more

14,135 rows, page 24 of 283Previous Next