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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57149	TPA	Joyce Black	2005-08-22	—	—	9734 Park Pl, Eden Prairie, MN, 55360	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62542	TPA	Arthur Rivera	1966-04-15	—	—	8948 Apache Blvd, Houston, TX, 77054	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-61707	TPA	Thomas Sims	1971-03-19	—	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55647	TPA	Mei Li	1953-11-28	—	7116684556	9840 Palm Dr, Jacksonville, FL, 32255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57522	TPA	Thomas Foster	1999-05-26	—	3877444007	369 Ocean Ave, Denver, CO, 80260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55093	TPA	Betty Rose	2004-02-14	—	—	1454 Grand Ave, Glendale, AZ, 85332	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61101	TPA	Larry Duncan	1989-04-28	—	—	9313 Baseline Rd, Eden Prairie, MN, 55346	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58846	TPA	Kimberly Clark	1979-07-14	UHC-11805-38	8896262747	1289 Bayshore Dr, Minneapolis, MN, 55474	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51748	TPA	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.64	Name re-cased ZIP+4 trimmed Gender normalised Plan code upper-cased+2 more
TPA-58293	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58294	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52281	TPA	Beverly Montgomery	1940-05-17	—	—	820 Lake View Rd, Tempe, AZ, 85200	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51528	TPA	Amy T Ryan	2000-09-03	—	—	7338 Elm St, Charlotte, NC, 28204	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61105	TPA	Brandon Rodriguez	1958-02-15	—	—	2098 Mountain View Dr, Dallas, TX, 75234	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57827	TPA	Angela Gilbert	1964-01-11	—	—	336 Pine Dr, Miami, FL, 33162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63270	TPA	Priya Fuller	1951-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62859	TPA	Benjamin Thompson	1990-07-25	—	—	6807 Canyon Rd Apt 39, Denver, CO, 80218	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-54938	TPA	Emily Walker	1957-12-26	—	—	541 Maple Ave, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57867	TPA	Larry Lynch	1993-07-16	—	—	4992 Valley View Dr, San Antonio, TX, 78275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63643	TPA	Michelle F Henry	1947-05-10	—	4043098227	7331 Grand Ave, Chandler, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50496	TPA	Emma Espinoza	1997-02-19	—	6163450128	4704 Desert Sky Blvd, Tucson, AZ, 85742	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59440	TPA	Gloria Stewart	—	UHC-97704-17	4772561517	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Date of birth unreadable Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
TPA-53097	TPA	Sara Richards	1948-06-18	—	—	5719 Ocean Ave, Los Angeles, CA, 90057	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56689	TPA	Ruth Salazar	1940-11-24	—	—	2527 Central Ave, Houston, TX, 77011	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51409	TPA	Eugene Henderson	1938-01-23	UHC-97281-64	—	3955 Church St, Sacramento, CA, 95861	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54412	TPA	Julie Sims	1980-02-25	—	—	4819 Valley View Dr, San Antonio, TX, 78220	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63774	TPA	Virginia Fernandez	1973-06-03	—	—	3072 Ocean Ave, Jacksonville, FL, 32215	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50314	TPA	Betty Simpson	1985-03-11	—	—	3543 Elm St, Plano, TX, 75010	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60248	TPA	Robert P Mooore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-51626	TPA	Shirley Perkins	1945-11-26	—	7592036389	6527 Jefferson Ave, Mesa, AZ, 85208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61816	TPA	Roger Nguyen	1946-11-14	—	9607734942	4808 Highland Ave, Glendale, AZ, 85381	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54594	TPA	Marilyn Hilll	1991-04-08	—	2786583127	8995 Desert Sky Blvd, Tucson, AZ, 85792	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58817	TPA	Nicholas Sanchez	1985-04-16	—	2054960238	3184 Canyon Rd, San Antonio, TX, 78264	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-54657	TPA	Campbell Keith	1962-05-19	—	4843988297	5441 Meadow Ln, Nashville, TN, 37234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53456	TPA	Gloria Kim	1953-04-30	—	4409054905	4694 Sunset Blvd, Tempe, AZ, 85237	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-54552	TPA	Kelly Miller	1977-09-23	—	7748767147	1236 Sage Ct, Gilbert, AZ, 85263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56261	TPA	Larry Oliver	1972-03-28	—	2895695753	1583 Union St, Denver, CO, 80225	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-55177	TPA	Omar Simpson	1999-11-26	—	—	7949 Central Ave, Charlotte, NC, 28273	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-59480	TPA	Beverly Taylor	1952-11-03	UHC-23926-10	—	294 Market St, Fresno, CA, 93790	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51882	TPA	Daniel Fuller	1953-01-25	—	8828932349	5148 Mesa Dr, Austin, TX, 78756	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62570	TPA	George Munoz	1969-01-10	—	—	918 Sunset Blvd, San Diego, CA, 92170	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-60108	TPA	Ashley Castro	1952-07-15	UHC-81991-63	5206788936	2511 Camelback Rd, Denver, CO, 80265	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-56676	TPA	Isabella Robertson	1985-02-04	—	—	1814 Jefferson Ave, Houston, TX, 77058	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58605	TPA	Gabriel Ward	1943-02-02	—	3307013173	998 Pine Dr, San Antonio, TX, 78250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63452	TPA	Sandra N Reynolds	1971-06-18	—	4793072564	5740 Indian School Rd, Scottsdale, AZ, 85229	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50268	TPA	Lisa Fernandez	1994-08-02	—	4397644733	6537 Lake View Rd, Nashville, TN, 37219	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61048	TPA	Maria Taylor	1987-06-06	—	—	2393 Valley View Dr, Fresno, CA, 93732	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62446	TPA	Gerald Garza	1945-04-09	—	—	3829 Main St, Denver, CO, 80234	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
TPA-56989	TPA	Nathan Estrada	1946-10-02	UHC-05405-17	5078249746	5744 Washington St, Jacksonville, FL, 32273	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59572	TPA	Betty Jimenez	1979-11-25	—	—	5854 Lake View Rd, Atlanta, GA, 30378	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

1,145 rows, page 12 of 23Previous Next