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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52198	TPA	Christopher Cunningham	1946-04-04	UHC-92637-64	2956630065	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52197	TPA	Christopher Cunningham	1946-04-04	UHC-92637-64	2956630065	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51374	TPA	Samantha Sandoval	2000-06-18	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52803	TPA	Brian Torres	1986-09-09	—	3398299287	9749 Lincoln Way, Columbus, OH, 43205	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63124	TPA	Bob Brooks	1999-02-24	—	5805595575	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55870	TPA	Bruce Murray	1994-10-11	UHC-95825-79	2893072986	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-64138	TPA	Nicloe Arnold	1953-06-26	—	9375571813	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56968	TPA	Judith Sullivan	2008-10-22	—	3807746607	3145 Willow Ct, Tampa, FL, 33674	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51337	TPA	Ralph Shaw	1955-09-18	—	8135007335	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57034	TPA	Pat Robertson	1950-12-23	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59591	TPA	Olivia Howard	1976-06-04	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54502	TPA	Angela Diaz	1982-06-06	—	—	87 Park Pl, Sacramento, CA, 95858	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-56256	TPA	Emma Hudson	1975-12-12	—	—	5153 Sunset Blvd, Phoenix, AZ, 85085	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-53880	TPA	Lawrence Gutierrez	1943-12-13	—	—	3482 Jefferson Ave, Columbus, OH, 43268	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61877	TPA	Philip Johnston	1966-07-26	UHC-61230-27	6842415710	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51712	TPA	Amanda Hanson	1940-10-01	—	3558353874	4271 Park Pl, Denver, CO, 80288	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53484	TPA	Alexis Burton	1975-10-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57784	TPA	Joshua V Snyder	1948-08-02	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-56658	TPA	Charles Burke	1955-11-08	—	—	5211 Sunset Blvd, Atlanta, GA, 30354	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57098	TPA	Jeremy Z Williamson	2001-05-09	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59096	TPA	Andrew Bradley	1951-04-22	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61693	TPA	Lisa Cook	1967-04-15	—	—	8671 Pine Dr, Austin, TX, 78798	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55519	TPA	Jason E Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
TPA-56938	TPA	Jacob George	1957-06-02	—	4223889938	1133 Lincoln Way, Eden Prairie, MN, 55383	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60580	TPA	Silva Jerry	1958-10-15	—	9442196523	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59557	TPA	Linda T Johnson	1994-09-18	—	8787245719	3980 Baseline Rd, Columbus, OH, 43215	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62285	TPA	Jack Moore	1967-07-22	—	2639490973	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50578	TPA	Virginia Ruiz	2002-06-11	—	2748714431	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63209	TPA	Willie Harper	1980-12-06	—	—	426 Desert Sky Blvd, Houston, TX, 77019	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-56287	TPA	Brian Olson	1998-12-23	—	5364276399	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63199	TPA	Kyle Contreras	1962-06-10	—	—	5877 Church St, Scottsdale, AZ, 85228	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-62079	TPA	Ryan Nichols	1978-02-25	—	2705479337	4417 Camelback Rd, San Diego, CA, 92172	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
TPA-58899	TPA	Maria Wells	1945-03-19	—	—	7304 Mountain View Dr, Phoenix, AZ, 85099	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54549	TPA	Adam Griffin	1999-11-11	—	2746329625	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52677	TPA	John Richards	1960-01-18	—	9347378156	9467 Valley View Dr, San Antonio, TX, 78229	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59446	TPA	Ralph Armstrong	1981-07-21	—	6455889547	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61444	TPA	Susan Perry	2003-07-18	UHC-84096-55	4237405827	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60332	TPA	David Woods	1938-05-26	—	—	1578 Union St, Nashville, TN, 37211	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61858	TPA	Vincent King	1948-08-14	UHC-03496-99	7135329965	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
TPA-62748	TPA	Roger Fernanndez	1963-11-20	—	3669434908	7593 Main St, Sacramento, CA, 95802	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55223	TPA	Bryan Rodriguez	1946-08-25	UHC-05002-09	—	6943 Camelback Rd, Seattle, WA, 98103	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59991	TPA	Raymond Moore	1977-10-27	—	7853494733	4565 Sunset Blvd, San Diego, CA, 92148	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53036	TPA	Luica Welch	1954-12-01	—	9469803168	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56900	TPA	Katherine Le	2004-05-21	—	—	9865 Market St, Tempe, AZ, 85224	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59861	TPA	Shirley Baker	1984-05-13	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51525	TPA	Danielle Bradley	1946-04-12	—	2354782240	3413 Broadway, Tampa, FL, 33627	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-63526	TPA	Sophia Soto	1949-02-25	—	5622436561	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55162	TPA	Danielle K Romero	1957-12-04	—	6017669330	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54982	TPA	Cerol Lewis	1949-07-22	—	2803486927	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50955	TPA	Keith Mejia	1980-04-06	—	3677100985	4800 Bayshore Dr, Phoenix, AZ, 85031	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

5,750 rows, page 97 of 115Previous Next