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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54910	TPA	John Gomez	1958-03-19	—	—	5201 Park Pl, Orlando, FL, 32873	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60354	TPA	Jerry Moore	1963-04-12	—	—	5838 Lincoln Way, Columbus, OH, 43249	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61665	TPA	Chryl Alvarez	1938-01-25	—	—	9105 Baseline Rd, Orlando, FL, 32875	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60744	TPA	Jacqueline Lewis	1978-05-16	—	—	9882 Sage Ct, San Diego, CA, 92163	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56441	TPA	Samuel Ross	1998-03-03	UHC-33174-59	—	3528 Meadow Ln, Houston, TX, 77002	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58160	TPA	Mason Fowler	1940-01-28	—	4247934688	606 Palm Dr, Glendale, AZ, 85310	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51936	TPA	Justin Crawford	1982-10-08	—	4915538423	3216 Park Pl, Houston, TX, 77003	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54225	TPA	Scott Howell	2004-09-04	—	—	1885 Meadow Ln, Houston, TX, 77071	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51074	TPA	Anthony J Chen	1999-12-01	—	—	8278 Desert Sky Blvd, Austin, TX, 78749	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50300	TPA	Shirley Woods	1959-10-18	—	6592621873	9434 Washington St, Eden Prairie, MN, 55379	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57415	TPA	Kevin Marshall	1962-04-05	—	8177369229	6674 Sage Ct, Tampa, FL, 33694	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64343	TPA	Sandra Guzman	1945-08-09	—	—	3250 Indian School Rd, Miami, FL, 33177	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55830	TPA	Thomas Mendoza	2007-04-23	—	8639936816	4060 Grand Ave, Eden Prairie, MN, 55393	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54287	TPA	Lucia Foster	1944-01-24	—	—	9070 Maple Ave, Atlanta, GA, 30364	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58367	TPA	Joseph Webb	2008-01-15	—	—	838 Washington St, Minneapolis, MN, 55477	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53700	TPA	Jacqueline Adams	1996-06-09	—	—	5404 Spring St, Houston, TX, 77067	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59023	TPA	George Lopez	1951-11-13	UHC-53502-65	5942626767	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50267	TPA	Carolyn Dixon	1973-10-21	—	—	1496 Camelback Rd, Austin, TX, 78784	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54907	TPA	Mark P Kennedy	2004-06-24	—	—	8236 Main St, Jacksonville, FL, 32202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58238	TPA	Judy Martin	1991-05-09	—	7503273593	7674 Main St, Plano, TX, 75076	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52713	TPA	Judith Rivera	1953-09-08	—	—	7771 Lake View Rd, Nashville, TN, 37239	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51648	TPA	Cynthia M Morales	1963-04-10	—	4942071346	1807 Canyon Rd, Eden Prairie, MN, 55398	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58061	TPA	Shirley Morgan	1997-05-16	—	8164955234	9045 Lake View Rd, Phoenix, AZ, 85079	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57472	TPA	Ralph Q Montgomery	1992-12-15	UHC-35654-55	—	4474 Sage Ct, Mesa, AZ, 85254	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-61157	TPA	Ahmed Hoffman	1979-12-22	—	3979756989	1307 Pine Dr, Dallas, TX, 75200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54404	TPA	Yuki Meyer	1950-06-01	—	—	7772 Harbor Blvd, Seattle, WA, 98122	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62083	TPA	Raymond Hunt	1952-02-20	—	—	5972 Lake View Rd, Charlotte, NC, 28267	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51278	TPA	Ryan Bennett	1983-12-04	UHC-03938-67	9107426296	1282 Ridge Rd, Seattle, WA, 98139	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55282	TPA	Julie Bowman	2000-07-07	—	—	23 Desert Sky Blvd, Houston, TX, 77066	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51654	TPA	Christine Rios	1979-12-13	—	—	6172 Cedar Ln, Denver, CO, 80253	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-54027	TPA	Daniel Pena	1978-06-28	—	2566990956	3626 Meadow Ln, Columbus, OH, 43291	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52209	TPA	Gregory C Willis	1942-12-18	—	—	7682 Main St, Mesa, AZ, 85295	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51827	TPA	Philip Nichols	1988-04-04	—	—	5140 Park Pl, San Diego, CA, 92155	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57845	TPA	Walter Chavez	1994-05-07	—	—	7980 Maple Ave, Austin, TX, 78761	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-56518	TPA	Billy Little	2002-08-12	—	—	5327 Canyon Rd, Columbus, OH, 43296	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60226	TPA	Cynthia H Jenkins	1950-04-28	UHC-09930-93	8026603486	1893 Ridge Rd, San Antonio, TX, 78275	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
TPA-53250	TPA	Bobby Alexander	2003-03-28	—	—	711 Mountain View Dr, Tempe, AZ, 85242	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62962	TPA	Valentina Stevens	1943-01-26	—	—	5643 Meadow Ln, Eden Prairie, MN, 55358	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52542	TPA	Dennis Harris	1939-08-08	—	—	5864 Main St, San Antonio, TX, 78262	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54319	TPA	Elijah Hanson	2003-03-04	—	2764045252	119 Indian School Rd, Jacksonville, FL, 32200	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-54320	TPA	Elijah Hanson	2003-03-04	—	2764045252	119 Indian School Rd, Jacksonville, FL, 32200	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
TPA-60616	TPA	Russell Barnes	2003-02-11	—	—	2745 Sunset Blvd, Tempe, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52876	TPA	Evelyn Kenndy	2008-02-27	—	—	2565 Willow Ct, Chandler, AZ, 85287	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60945	TPA	Jose T Patterson	1982-09-22	UHC-60006-41	—	9395 Sunset Blvd, Houston, TX, 77066	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58820	TPA	Martha Castro	1946-08-12	—	5138028963	8370 Mountain View Dr, Houston, TX, 77097	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56902	TPA	Pamela Lucas	1941-05-22	—	—	1250 Church St, Mesa, AZ, 85275	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62601	TPA	Victoria Hart	1977-07-08	—	8102738134	660 Union St, San Antonio, TX, 78272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55786	TPA	Samuel Lynch	1981-12-12	—	—	689 Market St, Plano, TX, 75095	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-60310	TPA	Hannah Vazquez	2008-07-21	—	4685775622	5714 River Rd, Dallas, TX, 75295	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60311	TPA	Hannah Vazquez	2008-07-21	—	4685775622	5714 River Rd, Dallas, TX, 75295	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

7,854 rows, page 132 of 158Previous Next