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
CLM-429873	CLM	Amber James	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.40	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more
ENR-114691	ENR	Terry J Mendez	1945-08-24	UHC-17080-47	—	9756 Valley View Dr, Dallas, TX, 75233	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61504	TPA	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr, Scottsdale, AZ, 85245	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
ENR-123869	ENR	Raymond X Patel	1983-07-14	UHC-58315-24	7317853236	5018 Broadway Apt 7, Dallas, TX, 75201	0.42	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
ENR-135882	ENR	Susan Mitchell	1975-09-07	UHC-29467-72	—	1896 Lincoln Way # 805, Tampa, FL	0.42	Name re-cased Phone missing area code Unit split from street ZIP missing+1 more
ENR-134638	ENR	Kevin N Rios	1985-03-20	UHC-15324-69	—	6283 Desert Sky Blvd Apt 2, Houston, TX	0.42	Name re-cased Phone missing area code Unit split from street ZIP missing+1 more
ENR-130631	ENR	Evelyn Mendez	1978-12-23	UHC-76939-77	6123965463	1285 Sage Ct, Gilbert, AZ, 85232	0.42	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
PRV-26115	PRV	Donna Burns	1948-08-23	UHC-39950-67	3666538883	4001 Meadow Ln, Scottsdale, AZ, 85223	0.42	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-118522	ENR	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd Apt 1, Glendale, AZ	0.42	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-117361	ENR	Virginia Warren	2000-10-18	UHC-49628-15	2276978271	6360 Ridge Rd, San Antonio, TX, 78229	0.44	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+6 more
PRV-21056	PRV	Michelle Hamilton	1990-01-02	—	4618363358	7834 Grand Ave, Austin, TX, 78772	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-431824	CLM	Tyler D Garza	1981-11-03	UHC-04182-51	—	4587 Maple Ave # 722, San Antonio, TX, 78207	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
CLM-425458	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr Apt 7, Denver, CO, 80204	0.44	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+6 more
CLM-408907	CLM	Gerald Maldonado	1995-11-12	UHC-91427-57	—	1415 Indian School Rd, Las Vegas, NV, 89111	0.44	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+6 more
ENR-124366	ENR	Keith N Simpson	—	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.44	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-120680	ENR	Margaret Bailley	1998-02-27	UHC-26153-91	—	3713 Cedar Ln, Gilbert, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
PRV-28193	PRV	Jeffrey Nelson	1962-10-20	UHC-95285-40	3324379864	1426 Camelback Rd, Sacramento, CA, 95828	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21506	PRV	Willie Lucas	—	UHC-42851-65	4033989050	3884 Palm Dr, Jacksonville, FL, 32294	0.44	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+6 more
TPA-50201	TPA	Christina U Holmes	1943-10-03	—	2219124993	1045 Indian School Rd, Houston, TX, 77090	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-24037	PRV	Mason Rios	1950-09-14	UHC-34110-11	2208220528	8770 Washington St Apt 16, Glendale, AZ, 85340	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23659	PRV	Brenda Henry	2004-01-05	—	6998126106	2034 Cedar Ln Apt 18, Chandler, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-113563	ENR	Bruce C Morris	1986-01-18	UHC-33350-17	7646439587	6865 Mesa Dr, Gilbert, AZ, 85258	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103074	ENR	Frank Santiago	1946-02-25	UHC-15366-30	2686214170	4144 Desert Sky Blvd, Tampa, FL, 33686	0.44	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-121051	ENR	Bily Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-29575	PRV	Maria Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-23726	PRV	Megan Wilson	1956-03-14	UHC-27377-95	6733016707	9499 Market St, Denver, CO, 80247	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-402488	CLM	Susan Bell	1980-04-10	UHC-59959-19	2658995802	6313 Jefferson Ave, Los Angeles, CA, 90023	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-113072	ENR	Kathleen O Williamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103718	ENR	Diego Valdez	1962-04-06	UHC-00431-81	—	315 Palm Dr, Tucson, AZ	0.44	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-425779	CLM	Mark Long	1976-08-26	UHC-50062-61	3155420342	365 Camelback Rd # 468, Seattle, WA, 98171	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-420844	CLM	Jacob Jensen	1942-01-19	UHC-74692-41	4237326649	5608 Meadow Ln, Denver, CO	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-100457	ENR	Jackie T Johnston	1999-08-07	UHC-56323-70	9353383997	568 Jefferson Ave, Plano, TX	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
PRV-25231	PRV	Carlos S McCoy	1981-10-23	—	2367526035	4191 Grand Ave, Plano, TX, 75061	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-116127	ENR	Juie Sullivan	1979-09-27	UHC-95420-85	—	5655 Union St, Las Vegas, NV	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
ENR-129338	ENR	Bruce I Dean	1983-05-07	UHC-92761-61	4503754132	1899 Oak St, Houston, TX, 77033	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-115545	ENR	Ethan Kennedy	—	UHC-94235-35	3559499214	2663 Hillcrest Rd # 756, Mesa, AZ, 85297	0.44	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+6 more
PRV-27018	PRV	Benjamin Cox	1983-03-07	UHC-68145-78	4019548847	2173 Main St, San Antonio, TX, 78230	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-412268	CLM	David W Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.44	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+6 more
ENR-100688	ENR	Martha B Parker	—	UHC-19603-97	6026444202	9366 Maple Ave Apt 24, Eden Prairie, MN, 55321	0.44	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
TPA-50089	TPA	Mike Dunn	2006-08-16	—	5549773334	7975 Church St, Glendale, AZ, 85329	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-106044	ENR	Randy Murray	2001-09-26	UHC-92433-34	9045989786	1777 Central Ave, Miami, FL, 33117	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-120316	ENR	Cynthia Alvarez	1953-07-13	UHC-21356-89	8032261633	1555 Lake View Rd, Scottsdale, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-120279	ENR	Scott Guzman	1989-02-04	UHC-03230-14	3716428266	2262 Cedar Ln, Tampa, FL	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-415276	CLM	Camila Brown	1951-11-17	UHC-87174-49	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.44	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-128740	ENR	VincentJunk	1990-12-24	UHC-51856-42	9089137181	8425 Jefferson Ave, Nashville, TN, 37245	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-117815	ENR	Sophia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St # 237, Denver, CO, 80218	0.44	Name re-cased Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-129154	ENR	Joseph M Daniiels	1995-07-13	UHC-26322-25	8167990088	9477 Bayshore Dr, Phoenix, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-124415	ENR	Ashley E Thompson	1999-11-22	UHC-62776-77	4078435113	8765 Central Ave, Eden Prairie, MN, 55320	0.44	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
PRV-21725	PRV	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more

39,996 rows, page 11 of 800Previous Next