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

All sources, 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
ENR-126140	ENR	Doris Z Huffman	1938-11-04	UHC-67405-53	7649783433	3017 Indian School Rd, Gilbert, AZ, 85218	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123099	ENR	Arthur K Rojas	1958-06-23	—	3555961573	749 Church St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142092	ENR	Wei L Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-142668	ENR	Barbara Montgmoery	1940-07-04	UHC-47451-46	4798634206	6648 Palm Dr, Eden Prairie, MN, 55310	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-406799	CLM	Teresa Hunt	1976-08-13	UHC-72508-09	8098077514	6343 Lake View Rd, Chandler, AZ, 85206	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-428026	CLM	Deborah Carlson	—	—	—	3493 Mountain View Dr, Sacramento, CA, 95894	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
TPA-51832	TPA	Janice C Clark	1988-06-25	—	—	2719 River Rd, Orlando, FL, 32817	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53771	TPA	Vincent Pena	1945-02-06	—	3683430541	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58358	TPA	Kyle O Bryant	1976-09-16	UHC-45658-55	5824359988	3140 Ocean Ave, Nashville, TN, 37281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124126	ENR	Madison P Watson	2001-01-27	UHC-15705-43	4945429925	3991 Pine Dr, Phoenix, AZ, 85037	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102745	ENR	Gregory O Estrada	1957-04-09	UHC-62694-94	7693415761	3921 Cedar Ln, San Antonio, TX, 78259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122543	ENR	Bruce Rogers	1941-02-23	UHC-94024-16	3539535607	5876 Ridge Rd, Atlanta, GA, 30320	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114743	ENR	Natalie Powell	1985-12-22	UHC-10257-01	9074525869	9673 Jefferson Ave, Tampa, FL, 33687	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413735	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	—	6607 Meadow Ln, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137020	ENR	Larry Henry	1963-06-01	UHC-20092-27	3428551938	8334 Highland Ave, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431519	CLM	Samantha Cook	1946-05-07	UHC-28805-55	—	3442 Hillcrest Rd, Denver, CO	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-62099	TPA	Donna Reynolds	1941-10-22	—	—	6169 Elm St # 505, Chandler, AZ, 85251	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-411508	CLM	Juan Bell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64222	TPA	Dylan Castillo	1996-10-13	—	—	3459 Baseline Rd, Scottsdale, AZ, 85273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100402	ENR	Sarah Walace	1991-07-26	UHC-57969-98	—	1915 Washington St # 939, San Antonio, TX, 78286	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58527	TPA	Madison Knight	1984-02-05	—	—	8677 Baseline Rd Apt 37, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-29258	PRV	Jonathan Meyer	1993-07-27	UHC-33815-73	9179306798	5475 Baseline Rd, Atlanta, GA, 30368	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138429	ENR	Samantha Watkins	1991-09-24	UHC-12005-81	2036662020	935 Cedar Ln, Columbus, OH, 43276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421706	CLM	Aisha Bishop	1987-05-26	—	3303496472	7135 Baseline Rd, Charlotte, NC, 28235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131515	ENR	Julie D Howard	1976-10-01	UHC-00257-49	8383182836	6533 Sunset Blvd, Miami, FL, 33161	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114307	ENR	Rebecca Y Vasquez	2002-07-27	UHC-42722-94	7157260885	8831 Canyon Rd, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-137368	ENR	Angela Y Hamilton	1978-09-10	UHC-43739-87	5548289045	9542 Bayshore Dr, Las Vegas, NV, 89162	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127800	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127962	ENR	Luis Wilson	1961-07-11	UHC-54875-60	3467737954	2391 Ocean Ave, Miami, FL, 33167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118977	ENR	Cheryl Patterson	1989-05-27	UHC-27608-67	4523808551	6322 Valley View Dr, Orlando, FL, 32825	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431490	CLM	Alexis Richardson	1966-10-20	UHC-21092-12	—	8579 Baseline Rd Apt 7, Nashville, TN, 37202	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-21926	PRV	Camila Santiago	1940-08-03	UHC-21140-26	5508216953	1728 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50377	TPA	Steve Armstroong	1947-09-03	—	8308514947	2077 Grand Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124967	ENR	Jennifer Andrews	1984-10-18	UHC-59849-74	—	3500 Lincoln Way, Jacksonville, FL, 32229	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116090	ENR	Luis S Jensen	1964-02-21	UHC-54742-51	5986645995	7688 Jefferson Ave, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58551	TPA	Santiago Hamilton	2007-02-12	—	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432776	CLM	Mason M Washington	1965-08-16	UHC-11018-53	—	5155 Ridge Rd, Minneapolis, MN, 55467	0.62	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+3 more
PRV-23773	PRV	Lawrence King	1953-12-26	—	2084035748	569 Ridge Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117790	ENR	Danielle Marshall	1950-02-25	UHC-60613-36	5714297426	5450 Camelback Rd, Atlanta, GA, 30328	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138851	ENR	Heather U Rodriguez	1942-02-16	UHC-31342-40	3008083557	460 Washington St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61514	TPA	Samuel Alen	1998-01-15	—	—	5766 Harbor Blvd, Dallas, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57089	TPA	Arjun Torres	1986-04-21	—	7978268816	4920 Cedar Ln, Orlando, FL, 32805	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-62511	TPA	Gary Q Schultz	1974-05-01	—	7439390164	2035 Jefferson Ave, Tucson, AZ, 85747	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-106304	ENR	Melissa Kennedy	1991-04-17	UHC-76458-79	3062170045	6024 Grand Ave, Sacramento, CA, 95835	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411117	CLM	Kimberly Duncan	1999-07-10	—	6392871607	6835 Jefferson Ave, Jacksonville, FL, 32284	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432658	CLM	Alice Hanson	1952-11-06	UHC-82049-78	—	6900 Spring St, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113960	ENR	Terry Dean	2001-05-13	—	—	5823 Lincoln Way, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413092	CLM	Ryan Hill	1961-04-14	UHC-29944-94	—	1721 Ridge Rd Apt 3, Las Vegas, NV, 89194	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113889	ENR	Terry W Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-102610	ENR	Janice Ferguson	1996-06-28	UHC-79079-57	—	1466 Church St, Mesa, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more

39,996 rows, page 122 of 800Previous Next