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

Enrollment, 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
ENR-125207	ENR	Joyce Sone	1940-02-09	UHC-69436-04	4057693020	3693 Elm St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115811	ENR	Samuel Q Adams	1951-06-02	UHC-73260-83	9335347991	1053 Meadow Ln, Los Angeles, CA, 90005	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109033	ENR	Pamela Perry	1948-11-24	UHC-99271-74	8473171023	5465 Maple Ave, Nashville, TN, 37232	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-108434	ENR	Mateo Scott	1991-09-20	UHC-19384-80	4054338735	4314 Elm St, Glendale, AZ, 85313	0.64	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-127536	ENR	Denise White	1964-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-114683	ENR	Jose W Fulleer	2001-03-22	UHC-64364-99	3642208307	5346 Baseline Rd, Houston, TX, 77005	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131287	ENR	Sandra S Vasquez	1987-08-10	UHC-92007-17	8475877055	1056 Mesa Dr, Nashville, TN, 37296	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142402	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142401	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108236	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-108235	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-106505	ENR	Amy B McDonald	1991-08-25	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131864	ENR	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109249	ENR	Danielle N Pierce	1956-11-16	UHC-91432-68	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.64	Phone reformatted SSN last four extracted ZIP+4 trimmed Email lower-cased+2 more
ENR-102863	ENR	Marilyn B Rojas	1965-11-15	UHC-06321-35	8134084128	7257 Lake View Rd, Scottsdale, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130394	ENR	Sean S James	1978-05-06	UHC-94412-75	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140356	ENR	Carolyn F Berry	2001-09-19	UHC-52201-71	6084389489	3056 Broadway, Tampa, FL, 33636	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-135600	ENR	Marilyn R Sullivan	1952-05-20	UHC-59465-80	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-125641	ENR	Jose Lane	1966-09-03	UHC-35015-77	7348032949	7622 Spring St, Sacramento, CA, 95800	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101308	ENR	Beverly X Dominguez	1963-06-01	UHC-31657-36	9233500104	2507 Cedar Ln, San Diego, CA, 92172	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-131211	ENR	Bryan I Fowler	1948-06-15	UHC-45894-30	3066782087	8770 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-127174	ENR	Nathan Murray	1947-07-27	UHC-10822-60	—	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-137301	ENR	Hannaah Taylor	1956-09-14	UHC-49582-39	4748538894	6227 Palm Dr, Sacramento, CA, 95872	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107247	ENR	Brenda O Ford	1973-10-01	UHC-27693-78	2043879970	7624 Camelback Rd, San Diego, CA, 92169	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138101	ENR	Sara I Mendoza	2008-09-04	UHC-25103-57	7414802615	8016 Camelback Rd, Gilbert, AZ, 85257	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125270	ENR	Bradley H Arnold	1982-06-07	UHC-81020-33	5115323711	112 Ocean Ave, Eden Prairie, MN, 55316	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103645	ENR	Maria H Clark	1994-08-10	UHC-79357-13	4867624492	6838 Central Ave, Tempe, AZ, 85268	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-119932	ENR	Samuel F Baker	1985-10-08	UHC-92641-95	8027236891	2871 Ocean Ave, Fresno, CA, 93758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116954	ENR	Wei R Torres	1979-05-09	UHC-56088-15	6752806109	983 Desert Sky Blvd, Miami, FL, 33180	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-106441	ENR	Jerry F Hawkins	1982-08-16	UHC-79567-63	9046466195	2004 Sunset Blvd, Dallas, TX, 75280	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114209	ENR	Justin Estrada	1999-10-01	UHC-08400-52	4545374322	6120 Maple Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140020	ENR	Morris Wayne	1956-06-07	UHC-81299-54	4189518316	6002 Baseline Rd, Charlotte, NC, 28297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128901	ENR	Gerald Parker	1953-07-26	UHC-73850-59	5497961253	4446 Forest Ave, Dallas, TX, 75237	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141490	ENR	Bradley U Carpenter	1948-08-08	UHC-06430-16	2089338981	9271 Mountain View Dr, Fresno, CA, 93739	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129561	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	8065654780	1799 Highland Ave, Jacksonville, FL, 32208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107166	ENR	Diane D Santiago	1982-08-20	UHC-92813-98	6124835022	7407 Valley View Dr, Denver, CO, 80230	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136739	ENR	Sophia U Wilson	1977-08-04	UHC-94774-27	6138291128	242 Main St, Chandler, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122350	ENR	Kevin G Day	1994-04-10	UHC-09372-85	—	8737 Meadow Ln, Plano, TX, 75023	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-140667	ENR	Albert V Wallace	1936-06-13	UHC-65677-48	9738460741	2994 Market St, Denver, CO, 80204	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122702	ENR	Charles S Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120542	ENR	Frank N Bishop	1987-09-21	UHC-33994-11	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-121955	ENR	Kelly V Espinoza	1999-11-27	UHC-28597-91	3398709158	2936 Canyon Rd, Sacramento, CA, 95858	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115578	ENR	Michelle Romero	1939-12-08	UHC-14494-77	6237241485	6069 Camelback Rd, Los Angeles, CA, 90071	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138716	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-110291	ENR	Douglas Park	1996-04-07	UHC-07990-99	5446216404	4489 Ocean Ave, Plano, TX, 75072	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136922	ENR	Maeto Robinson	1998-07-04	UHC-53334-17	4216567369	6073 Baseline Rd, Austin, TX, 78731	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-100209	ENR	Judy C Alvarez	1941-02-13	UHC-22408-95	4213352596	2526 Washington St, Eden Prairie, MN, 55370	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129906	ENR	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA, 93722	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-138762	ENR	Melissa Delgado	2007-07-28	UHC-61902-21	4735065461	2360 Hillcrest Rd, Charlotte, NC, 28257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118214	ENR	Brian King	1970-06-18	UHC-03721-97	—	2825 Lincoln Way, Tampa, FL, 33613	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more

3,951 rows, page 46 of 80Previous Next