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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59439	TPA	Gloria M Stewart	1979-03-28	—	—	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52039	TPA	Lori Le	1962-06-12	—	—	7963 Jefferson Ave, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-52210	TPA	Bryan Mrshall	1959-12-05	—	—	4458 Spring St, Houston, TX, 77077	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-52562	TPA	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd, Houston, TX, 77097	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-51226	TPA	Mariana Alvarado	1988-05-19	—	3708083444	24 Lake View Rd, Austin, TX, 78795	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-59158	TPA	Dennis Hansen	1940-05-06	—	—	9125 Jefferson Ave, Phoenix, AZ, 85058	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57961	TPA	Bruce Cole	1952-03-11	—	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50400	TPA	Ralph Kim	1948-04-13	—	9553591842	6508 Church St # 602, Sacramento, CA, 95893	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-61519	TPA	Vincent Butler	1958-03-24	—	—	966 Bayshore Dr, Miami, FL, 33177	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54902	TPA	Charles Maldonado	1949-05-15	UHC-76931-42	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55267	TPA	Martha N Gonzales	2002-08-18	—	7194810776	4367 Church St, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56387	TPA	George Little	2001-03-14	—	—	9260 Cedar Ln, Orlando, FL, 32841	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55384	TPA	Joan Montgomery	2006-06-07	—	—	2668 Park Pl, Glendale, AZ, 85327	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56178	TPA	Julia Holmes	1974-12-28	—	6967289662	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-52088	TPA	Jack Griffin	1977-02-25	UHC-51506-16	4369476377	5316 Canyon Rd, Minneapolis, MN, 55474	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50041	TPA	Olivia H Estrada	1963-04-22	—	3377885512	8818 Camelback Rd, Sacramento, CA, 95866	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50445	TPA	Sean Hunter	1944-01-18	—	6185124174	5604 Pine Dr, Austin, TX, 78795	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51389	TPA	Brian Edwards	1983-12-09	—	2692926807	6740 Meadow Ln, Plano, TX, 75007	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53934	TPA	Maria O Gomez	1954-10-20	—	3334758475	6645 Apache Blvd, Atlanta, GA, 30380	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55823	TPA	Joan Hoffman	1942-09-22	—	2967756034	4691 River Rd, Scottsdale, AZ, 85203	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63020	TPA	Patrick Herrera	1997-08-03	—	7204850317	1704 Forest Ave, Plano, TX, 75060	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52864	TPA	George Greene	1953-01-17	—	—	2020 Union St, Seattle, WA, 98198	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52568	TPA	Jordan Duncan	1993-06-11	—	—	4713 Indian School Rd, Houston, TX, 77066	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57790	TPA	Logan Davis	1977-12-22	—	—	6326 Washington St, Mesa, AZ, 85237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-59689	TPA	Mary Ramirez	1986-05-21	—	—	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63538	TPA	Nicole Reynolds	1976-07-11	—	—	1456 Meadow Ln, Nashville, TN, 37260	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56036	TPA	Jonathan Burns	1966-05-01	—	8637138651	8059 Palm Dr, San Diego, CA, 92142	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
TPA-51109	TPA	Gerald Howell	1941-04-08	UHC-70632-75	7184039371	2627 Baseline Rd, Minneapolis, MN, 55423	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51937	TPA	Wei Gardner	1971-04-01	UHC-94736-96	—	7039 Apache Blvd, Columbus, OH, 43244	0.64	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+2 more
TPA-61006	TPA	Bruce O Cok	1960-11-05	—	4154129145	993 Willow Ct, Minneapolis, MN, 55471	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52351	TPA	Santiago Day	1998-05-03	—	—	9850 Church St, Las Vegas, NV, 89131	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53783	TPA	Kathryn Singh	1939-06-05	—	—	8283 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52742	TPA	Ronald Reed	1947-10-26	—	—	9356 Forest Ave, Jacksonville, FL, 32254	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-56747	TPA	Carolyn Fisher	1959-11-11	—	—	1539 Apache Blvd, Tucson, AZ, 85731	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-62703	TPA	Patricia Colleman	1958-05-18	—	6429868458	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50118	TPA	Jean Vargas	1994-08-16	—	—	8065 Meadow Ln, Chandler, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59000	TPA	Logan Welch	1980-07-17	—	4845052970	585 Washington St, Mesa, AZ, 85208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-53659	TPA	Gary West	1998-01-17	—	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54055	TPA	Matthew R Romero	1972-07-08	—	7653375419	138 Market St, Tempe, AZ, 85226	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62101	TPA	Justin Ruiz	1980-04-22	—	2867171441	6445 Jefferson Ave, Austin, TX, 78715	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63978	TPA	Melissa Gray	1999-07-22	—	9107018468	720 Sunset Blvd, Eden Prairie, MN, 55319	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
TPA-62474	TPA	Abby Murray	1972-02-02	—	5497566064	3973 Union St, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52892	TPA	Joyce Hicks	1968-07-04	—	—	5364 Union St, Miami, FL, 33192	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51037	TPA	Terry Z Johnston	1948-11-09	UHC-45521-73	7623354194	5215 Highland Ave, Orlando, FL, 32887	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-63963	TPA	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56419	TPA	Omar Le	1980-03-23	—	—	9880 Canyon Rd, Charlotte, NC, 28206	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54210	TPA	Justin Garza	1950-05-24	UHC-03693-68	—	3979 Park Pl, Columbus, OH, 43216	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55694	TPA	Rachel Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-62202	TPA	Paul Reynolds	1967-03-18	—	4046704966	1055 Mesa Dr, Tempe, AZ, 85244	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50787	TPA	Diane A Lopez	2008-02-15	—	—	4040 Highland Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more

1,488 rows, page 14 of 30Previous Next