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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52539	TPA	Valentina Thomas	1972-06-05	—	—	8837 Hillcrest Rd, Gilbert, AZ, 85228	0.82	City re-cased Gender normalised Placeholder values cleared
TPA-59927	TPA	Bobby H Freeman	1945-03-23	—	—	8006 Indian School Rd, Eden Prairie, MN, 55361	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
TPA-62204	TPA	Madison Taylor	1940-07-08	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57711	TPA	Jonathan Lopez	1975-09-28	UHC-56956-03	—	9760 Bayshore Dr, Minneapolis, MN, 55469	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62337	TPA	Christian Bradley	1978-08-23	UHC-55052-60	9834298798	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62868	TPA	Omar Gonzales	1974-03-09	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53952	TPA	Arjun Flores	1978-12-09	—	4364089508	2271 Elm St, Chandler, AZ, 85215	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-58949	TPA	Jean G Martin	1980-08-25	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54331	TPA	Kathleen O Williaamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-60104	TPA	Betty G Gomez	1977-06-09	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-53555	TPA	Thomas H Esspinoza	1980-07-04	—	—	8979 Market St, Eden Prairie, MN, 55302	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54219	TPA	Samantha Patterson	1974-10-20	UHC-44506-47	9198602559	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-51794	TPA	Brenda Cook	1969-08-03	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53029	TPA	Joshua White	1984-09-10	—	—	8849 Harbor Blvd, Tempe, AZ, 85238	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62761	TPA	Luis Perez	2002-08-15	UHC-57144-77	8839338205	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52063	TPA	Harold Ortega	1974-01-26	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50812	TPA	Catherine Bishop	1967-10-17	—	2628916417	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52823	TPA	Billy Hunt	1995-07-25	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50336	TPA	Carlos Perkins	1998-11-01	—	3264008261	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52266	TPA	Terry Williams	1974-12-27	—	2416504018	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-54423	TPA	Gary Rodriguez	1952-11-10	—	—	1707 Mesa Dr, Chandler, AZ, 85288	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58677	TPA	Bobby E Webbb	1999-07-16	—	2977999298	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-51432	TPA	Vincent Hanson	1943-12-03	—	—	6526 Camelback Rd, Atlanta, GA, 30302	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53145	TPA	Sharon Nguyen	1958-04-27	—	—	1832 Central Ave, Mesa, AZ, 85297	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55280	TPA	Anna Medina	1972-05-06	—	8437414462	7443 Desert Sky Blvd, Tampa, FL, 33676	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-63387	TPA	Kayla O Williamson	1993-02-05	—	—	5310 Indian School Rd, San Diego, CA, 92184	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62133	TPA	Donna Graham	1976-06-12	UHC-00728-71	7767305430	1770 Oak St, Miami, FL, 33104	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57355	TPA	Sctot Kennedy	1979-06-24	—	6317779780	5665 Ridge Rd, Phoenix, AZ, 85055	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-64354	TPA	Ahmed Adams	1986-11-16	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60032	TPA	Samantha Lne	1939-04-24	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53194	TPA	Heather K Arnold	1939-10-06	UHC-93459-97	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52595	TPA	Benjamin W Brown	1951-08-19	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-60297	TPA	Virginia Guerrero	1945-06-21	—	5128171485	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-57042	TPA	Sean H Walsh	1940-11-14	—	—	1571 Union St, Glendale, AZ, 85347	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57056	TPA	Maria Fernandez	1991-07-03	—	—	3638 Canyon Rd, Gilbert, AZ, 85280	0.82	Email lower-cased Gender normalised Placeholder values cleared
TPA-52684	TPA	Wei Daniels	2007-10-20	UHC-15768-48	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57388	TPA	Zachary Kennedy	2001-01-05	—	5616811350	505 Oak St, Mesa, AZ, 85297	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-59952	TPA	Natalie Dixon	1946-12-08	—	—	2013 Forest Ave, Scottsdale, AZ, 85208	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55360	TPA	Lori Foster	1982-11-06	—	—	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
TPA-52482	TPA	Wong Laura	1951-08-09	—	—	4997 Meadow Ln, Sacramento, CA, 95867	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53537	TPA	Carlos Stone	1982-01-01	UHC-21036-35	—	3927 Lincoln Way, Atlanta, GA, 30345	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50369	TPA	Roy G Fisher	1967-07-02	—	6277456138	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59578	TPA	Tyler Shaaw	2000-01-22	—	5016323481	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50461	TPA	Henry Gray	1950-12-21	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54860	TPA	Jacob Phillips	1996-11-10	—	5396455044	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-60867	TPA	Doorthy Fox	1960-10-15	UHC-34920-65	5793449713	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-60523	TPA	Camila Bennett	1992-08-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58526	TPA	Amber Munoz	1984-08-17	—	5585273189	9780 Maple Ave, Chandler, AZ, 85275	0.82	Date of birth reformatted Phone reformatted Gender normalised
TPA-55060	TPA	Alice Foster	1955-05-09	UHC-43864-94	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53572	TPA	Emma U Scott	1979-11-19	—	4338464340	3917 Lake View Rd, Tampa, FL, 33607	0.82	Phone reformatted Gender normalised Whitespace trimmed

2,435 rows, page 45 of 49Previous Next